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Implications of the National Institute for Health and Care
Excellence (NICE) 2014 Lipid Modification Guidelines to
Contemporary UK Practice
Journal: BMJ Open
Manuscript ID bmjopen-2016-013255
Article Type: Research
Date Submitted by the Author: 30-Jun-2016
Complete List of Authors: Steen, Dylan; University of Cincinnati College of Medicine, Division of CV Health and Disease, UC Heart, Lung, and Vascular Institute, University of Cincinnati College of Medicine
Khan, Irfan; Sanofi, Global Health Economics and Outcomes Research Ansell, David; IMS Health Sanchez, Robert; Regeneron Pharmaceuticals Inc. , Global Health Economics and Outcomes Research Ray, Kausik; Imperial College London, Department of Primary Care and Public Health
<b>Primary Subject Heading</b>:
Cardiovascular medicine
Secondary Subject Heading: Cardiovascular medicine
Keywords: low-density lipoprotein cholesterol (LDL-C), lipids, guidelines, cardiovascular disease, statins
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Implications of the National Institute for Health and Care
Excellence (NICE) 2014 Lipid Modification Guidelines to
Contemporary UK Practice
Dylan Steen,1 Irfan Khan,2 David Ansell,3 Robert J. Sanchez,4 Kausik K. Ray5
1Division of Cardiovascular Health and Disease, University of Cincinnati College of
Medicine, Cincinnati, OH, USA
2Global Health Economics and Outcomes Research, Sanofi, Bridgewater, NJ, USA
3IMS Health, London, UK
4Global Health Economics and Outcomes Research, Regeneron Pharmaceuticals Inc.,
Tarrytown, NY, USA
5Department of Primary Care and Public Health, Imperial College, London, UK
Correspondence to:
Dylan Steen
Director of Clinical Trials and Population Health Research
Division of CV Health and Disease
UC Heart, Lung, and Vascular Institute, University of Cincinnati College of Medicine
Cardiovascular Center, 231 Albert Sabin Way, Cincinnati, OH 45267
Tel: (513) 558-6573; Fax: (513) 558-4545; Email: [email protected]
Word count: 3799 (main body of the article)
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Keywords: low-density lipoprotein cholesterol (LDL-C), lipids, guidelines, cardiovascular disease, statins
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What this Paper Adds
In 2014, guidelines from the National Institute for Health and Care Excellence (NICE)
provided updated recommendations on lipid-modifying therapy (LMT) for cardiovascular
(CV) event risk reduction. In contrast to prior guidelines which advocated a cholesterol
target based approach for those at risk of CV disease, these latest guidelines moved
towards an approach focused on the intensity of statin therapy. The potential
implications of these changes on current UK practice have not been evaluated in prior
reports. Furthermore, our study also provides novel data on clinical practice in many
high-risk subgroups such as those with ischaemic stroke, diabetes without vascular
disease, and chronic kidney disease, which have not been compared in previous
reports.
Our findings suggest that approximately 94% of patients with vascular disease and 85%
of high-risk non-vascular disease patients, representing approximately 3 million
individuals in each of these groups, will require either statin up-titration or initiation in
order to comply with NICE 2014 guidelines. The impact of this additional workload on
medical resources, costs and patient compliance with new lipid lowering regimens is
unclear.
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ABSTRACT
Background: In 2014, guidelines from the National Institute for Health and Care
Excellence (NICE) provided updated recommendations on lipid-modifying therapy
(LMT). We assessed clinical practice relative to these guidelines in a contemporary UK
general-practice setting for secondary and high-risk primary-prevention populations, and
extrapolated the findings to UK nation-level.
Methods: Patients from The Health Improvement Network database with the following
criteria were included: lipid profile in 2014 (index date); ≥20 years of age; ≥2 years
representation in database prior to index date; and ≥1 statin indication either for
atherosclerotic cardiovascular disease (ASCVD) or the non-ASCVD conditions of high-
risk diabetes mellitus and/or chronic kidney disease.
Results: Overall, 183565 patients met the inclusion criteria (n=91479 for ASCVD and
92086 for non-ASCVD). In those with ASCVD, 79% received statin treatment and 31%
received a high-intensity statin. In the non-ASCVD group, 62% were on a statin and
57% received medium- or high-intensity statin. In the ASCVD and non-ASCVD cohorts,
only 6% and 15%, respectively, were treated according to dosing recommendations as
per the updated NICE guidelines. Extrapolation to the 2014 UK population indicated
that, of the 3.3 million individuals with ASCVD, 2.4 million would require statin up-
titration and 680000 would require statin initiation (31% de-novo initiation, 60% re-
initiation, 9% potential add-on to non-statin LMT). Similarly, of the 3.5 million high-risk
non-ASCVD individuals, 1.6 million would require statin up-titration and 1.4 million
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would require statin initiation (59% de-novo initiation, 36% re-initiation, 5% potential
add-on to non-statin LMT).
Conclusions: Although a large proportion of UK individuals with ASCVD and high-risk
non-ASCVD receive statin treatment (79% and 62%, respectively), considerable gaps
remain relative to updated recommendations. Approximately 94% of ASCVD patients
and 85% of high-risk non-ASCVD individuals, representing approximately 3 million
individuals in each group, would require either statin up-titration or initiation to comply
with NICE 2014 guidelines.
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Strengths and limitations of this study
� Implications of changes to NICE guidelines on lipid-modifying therapy in 2014 on
clinical practice in UK have not been evaluated in prior reports
� We developed a cohort high-risk patients representing the UK general practice from
a large representative data source and developed estimates of the extrapolated
number of individuals across the UK, within several groups of interest, whose
treatment was compliant with the new guidelines and those for whom up-titration or
initiation of statin therapy would be needed
� Our study also provides novel data on clinical practice in many high-risk subgroups
such as those with ischaemic stroke, diabetes without vascular disease, and chronic
kidney disease, which have not been compared in previous reports
� A limitation of the study is that the summary demographic and clinical characteristics
of the cohort were based on information available in the database; certain data such
as body-mass index, ethnicity, blood pressure, and smoking status were not
available for all patients
� Another limitation of the study is that though the definition of medication utilisation
was optimised to provide valid point-in-time estimates concurrent with lipid
measurements, whether patients actually took their medications as prescribed
cannot be ensured from the data source
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Introduction
Despite a decade of continuing decline in cardiovascular (CV) disease mortality, CV
deaths remain the leading cause of mortality in the UK, accounting for approximately
31% of all deaths, with ischaemic heart disease and stroke representing the vast
majority (17% and 10%, respectively).1,2 Reducing low-density lipoprotein cholesterol
(LDL-C) with statin therapy has been shown to reduce all-cause and CV mortality, as
well as CV outcomes such as non-fatal myocardial infarction (MI), coronary
revascularisation procedures, and non-fatal ischaemic stroke in populations with prior
atherosclerotic CV disease (ASCVD) and in certain primary-prevention populations.3,4
The high tolerability and safety of statins have also been established across these
subgroups.3-5 Despite this, appropriate statin use and atherogenic lipid level reduction
remain suboptimal in clinical practice.6
Statins are recommended by the National Institute for Health and Care Excellence
(NICE) as first-line lipid modifying therapy (LMT) for the reduction of CV events in
patients with ASCVD as well as diabetes mellitus (DM), familial hypercholesterolaemia,
chronic kidney disease (CKD), and other high-risk primary-prevention populations.7 In
line with evidence from randomised trials and the recent availability of generic
atorvastatin, the 2014 NICE guidelines recommend more intensive statin therapy
compared to the 2008 guidelines. The recommended regimens include atorvastatin 80
mg for patients with ASCVD and atorvastatin 20 mg or higher for those with most other
high-risk conditions.
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The present study assessed clinical practice in 2014 relative to the updated NICE
guidelines. In a large, representative UK population, we analysed LMT utilisation for
each of the following indications: recent acute coronary syndrome (ACS), other
coronary heart disease (CHD), ischaemic stroke / transient ischaemic attack (TIA),
peripheral arterial disease (PAD), type 1 (T1) DM, type 2 (T2) DM, and CKD. We
provide an estimate of the extrapolated number of individuals in the UK within each
subgroup whose treatment was compliant with the guidelines as well as those for whom
up-titration or initiation of statin therapy would be needed. For the same patient
subgroups, we also evaluated achievement of LDL-C and non-high-density lipoprotein
cholesterol (non-HDL-C) goals as defined by the 2011 European Society of Cardiology
(ESC) / European Atherosclerosis Society (EAS) lipid management guidelines.8
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Methods
This study was based on a retrospective, cross-sectional, and observational cohort. It
was approved by the Scientific Review Committee, an independent UK-based ethics
committee established to review studies from The Health Improvement Network (THIN).
Database and cohort selection
We utilised the THIN database, which represents anonymised patient records from
general practitioners (GPs) in the UK. As of the end of 2014, the database represented
422 active GP practices and 3.5 million unique active patients. The THIN database has
been found to be broadly representative of the UK population, and the validity of
recorded information has been established in previous studies,9,10 including the validity
of utilising Read codes to identify ASCVD, other high CV risk conditions, and incident
CV events.11,12 Due to the extensive use of GP electronic prescribing in the UK, the
recording of prescriptions is expected to be both complete and accurate.13 Furthermore,
the scope of THIN data to inform complex epidemiological observations was supported
by the validation of the updated QRISK2 model for estimating the 10-year incident risk
of CV disease in the UK general population.14
The following inclusion criteria were utilised: presence of a lipid profile
measurement in 2014 (last LDL-C measurement in 2014 was considered the index
date); ≥20 years of age; and presence of ≥1 high CV risk condition for which statins
would be recommended as per NICE guidelines (see below). In order to ensure
complete capture of pertinent demographic and clinical characteristics, and to assess
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for prior statin use among those not currently treated with statins, we also required
continuous representation in the database for ≥2 years prior to the index date.
High CV risk conditions were identified using standardised Read codes (see
supplemental table S1) as follows: 1) recent ACS (MI or unstable angina within 12
months prior to index date); 2) other CHD (e.g. ACS >12 months prior to index date, any
coronary revascularisation, stable angina, or ischaemic cardiomyopathy); 3) ischaemic
stroke or TIA; 4) PAD (presence of revascularisation/surgery for significant peripheral
artery, aortic, or carotid disease); 5) T2DM with QRISK2 10-year risk ≥10%; 6) T1DM
with age >40 years; and 7) CKD stage III-V (estimated glomerular filtration rate <60
mL/min/1.73 m2 or dialysis, herewith referred to as “CKD”). A thorough process
involving clinical cardiology and coding expert review was undertaken to optimise the
specificity of Read codes for each condition. Read codes were also used to identify non-
CV comorbidities. The QRISK2 10-year risk was estimated for individuals with T2DM in
the non-ASCVD cohort via application of algorithm to patient-level data.14
Patients with conditions 1-4 were collectively referred to as “ASCVD”, while those
with only conditions 5-7 were collectively referred to as “non-ASCVD”. Those with
ASCVD were categorised hierarchically (as above) into four mutually exclusive groups:
1) recent ACS; 2) other CHD; 3) ischaemic stroke/TIA; and 4) PAD. A sensitivity
analysis was also conducted by categorising these same patients by each condition
present, referred to as prevalent disease categorisation. As an example, an individual
with a history of elective coronary revascularisation and PAD would be categorised
hierarchically as “other CHD,” but as both “other CHD” and “PAD” under the prevalent
disease categorisation. Non-ASCVD patients were categorised into five mutually
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exclusive categories to better evaluate the association of specific conditions with LMT
utilisation and lipid goal achievement. These categories were: 1) T2DM and QRISK2
≥10% with CKD; 2) T2DM and QRISK2 ≥10% without CKD; 3) T1DM and age >40
years with CKD; 4) T1DM and age >40 years without CKD; and 5) other CKD not
meeting the criteria of the other categories. In order to abbreviate summary findings,
further identification of the first four categories will omit the qualifiers QRISK2 ≥10% and
age >40 years, considering them implicit in the definitions. The fifth category will be
referred to as “CKD alone”.
Determination of medication treatment
For any particular medication, patients were considered to have been treated on the
index date if the medication supply via a recorded prescription was present on or within
30 days prior to the index date, regardless of the duration of the prescription (fig 1). This
point-in-time assessment approach was utilised to better control for factors such as
discontinuation over time in summarising treatment patterns as of index date. In
addition, this also ensured that lipid levels best reflected the impact of the treatment
regimen as the assessment of both measures was concurrent. Those not treated on the
index date but with evidence of a prior recorded prescription were considered to have a
history of being treated. Those without any evidence of a recorded prescription for a
medication within the 2 years prior to the index date were considered to have no
documented history of being treated. LMT was categorised as high-, medium-, and low-
intensity statin therapy, as well as non-statin therapy (supplemental table S2).7 We also
summarised statin utilisation by NICE guideline recommendations, which recommend
treatment with atorvastatin 80 mg and 20 mg in ASCVD and non-ASCVD patients,
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respectively (for our study we interpreted this as regimens of equivalent or higher
potency: atorvastatin 80 mg equivalent or higher [atorvastatin 80 mg, rosuvastatin 40
mg]; and atorvastatin 20 mg equivalent or higher [atorvastatin 20, 40 and 80 mg,
rosuvastatin 10, 20 and 40 mg, and simvastatin 80 mg]). Statin categories included
statins administered as either monotherapy or in combination with ≥1 non-statin
medications.
Determination of LDL-C and non-HDL-C levels
We assessed the achievement of LDL-C and non-HDL-C levels relative to the ESC/EAS
2011 guidelines. They recommend goals of LDL-C <1.8 mmol/L (70 mg/dL) and non-
HDL-C <2.6 mmol/L (100 mg/dL) for both the ASCVD and non-ASCVD populations
reported in the current study.8
Patient Involvement
Our study was based on an analysis of patient-level data represented in an electronic
medical record (EMR) database utilized by a set of GPs in UK utilizing the Vision EMR
software. In order to protect patient privacy, the analyses reported in our study are
based on de-identified version of the database where patient identifiers are encrypted
such that it is not possible to link an individual patient in the dataset to a specific
individual in the real-world. As such, our study did not involve any direct patient-level
interaction.
Statistical analyses
All statistical analyses were descriptive in nature. Cohort characteristics, LMT utilisation,
and achieved LDL-C and non-HDL-C levels were summarised via proportions and mean
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± standard deviation (SD) as appropriate. Findings on number of patients treated with
LMT were extrapolated to the UK population via an adjusted extrapolation methodology
that accounted for differential weights by clinical and demographic profiles (details
available in Supplementary Appendix). All analyses were conducted with SAS® software
version 9.4.
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Results
The inclusion criteria were met by 183 565 patients, of whom approximately one-half
(n=91 479) had established ASCVD, with the remainder (n=92 086) having non-ASCVD
high-risk conditions (fig 2). According to hierarchical disease categorisation for the
ASCVD group, 3% had a recent ACS, 64% had another CHD diagnosis, 22% had a
history of ischaemic stroke/TIA, and 11% had PAD. Approximately one-third of the
ASCVD cohort had concomitant DM; and close to one-fourth had concomitant CKD.
Baseline characteristics of the ASCVD group by hierarchical categorisation are
presented in table 1 and by prevalent categorisation in supplemental table S3. Baseline
characteristics for the non-ASCVD group are also presented in table 1. In the non-
ASCVD group, 12% had T2DM with CKD; 57% had T2DM without CKD; 1% had T1DM
with CKD; 5% had T1DM without CKD; and 25% had CKD alone.
Current utilisation of LMT
ASCVD population
Approximately 79% of the ASCVD population received treatment with a statin on the
index date (table 2). By hierarchical categories, statin use was 87% in the recent ACS
group, 82% in the other CHD group, and 73% in both the ischaemic stroke/TIA and PAD
groups. Of patients currently treated with statins, 40% were receiving treatment with
high-intensity statins (defined as per supplementary table S2): 72% for recent ACS,
42% for other CHD, 32% for PAD, and 29% for ischaemic stroke/TIA. Statins were
predominantly used as monotherapy: 92% for high-intensity statins, 98% for medium-
intensity statins, and 96% for low-intensity statins. Of patients not currently treated with
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LMT, 34% had no evidence of any LMT treatment in the 2 years prior to the index date.
LMT utilisation by prevalent categorisation in the ASCVD group is presented in
supplemental table S4.
Non-ASCVD population
In the non-ASCVD population, 62% received treatment with a statin on the index date
(table 2). In the subgroups, statin use was 71% in T2DM with CKD, 66% in T2DM
without CKD, 73% in the T1DM with CKD, 62% in T1DM without CKD, and 49% in CKD
alone. Of the patients receiving statins, at least a medium-intensity statin was utilised in
92%. As with ASCVD patients, statins were most commonly used as monotherapy: 93%
for high-intensity statins and 98% for both medium- and low-intensity statins. Of patients
not currently treated with LMT, 62% had no evidence of any LMT treatment in the 2
years prior to the index date.
Concordance with NICE recommendations and extrapolation to the UK population
ASCVD population
Statin treatment compliant with the NICE 2014 guidelines (atorvastatin 80 mg equivalent
or higher; which is a subset of statins regarded as high-intensity) was observed in 6% of
the ASCVD cohort, with 73% treated with a less-intensive statin regimen than
recommended and 21% not treated with any statin (table 3). Extrapolated to the UK
ASCVD population, this identified approximately 202 000 individuals whose treatment
was compliant with the updated guidelines, 2.4 million who would require statin up-
titration, and 680 000 in whom statin initiation would be recommended. For those
requiring statin initiation, 31% represented a need for de-novo initiation, 60% re-
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initiation due to past discontinuation, and 9% potential statin add-on to non-statin LMT.
NICE-recommended statin therapy was most commonly used in patients with a recent
ACS (33%) and the least used in patients with history of an ischaemic stroke/TIA or
PAD (2% each).
Non-ASCVD population
Statin treatment compliant with the NICE 2014 guidelines (atorvastatin 20mg equivalent
or higher) was observed in 15% of the non-ASCVD cohort, with 47% treated with a less-
intensive statin regimen than recommended and 37% not treated with any statin (table
3). Extrapolation identified approximately 508 000 UK non-ASCVD patients (i.e. fulfilling
the DM and/or CKD indications) whose treatment was already compliant with the
updated guidelines, 1.6 million who require up-titration, and 1.4 million in whom statin
initiation would be recommended. For those requiring statin initiation, 59% represented
a need for de-novo initiation, 36% re-initiation due to past discontinuation, and 5%
potential statin add-on to non-statin LMT. Of the subgroups, T1DM with CKD was most
likely to already be receiving NICE-recommended statin therapy (26%) and CKD alone
was least likely (10%).
ESC/EAS-recommended lipid goal achievement
ASCVD population
The mean LDL-C was 2.3 mmol/L with approximately 31% achieving a LDL-C <1.8
mmol/L. Mean non-HDL-C was 2.9 mmol/L with approximately 42% achieving a non-
HDL-C <2.6 mmol/L. Supplemental tables S5 and S6 provide a detailed summary of the
mean LDL-C and non-HDL-C levels, achievement of LDL-C <1.8 mmol/L and non-HDL-
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C <2.6 mmol/L, by LMT treatment for prevalent and hierarchical subgroups.
Achievement of LDL-C and non-HDL-C goals was associated with the hierarchy of
ASCVD subgroups, with recent ACS being the highest and PAD being the lowest.
Patients with recent ACS receiving high-intensity statins had the highest achievement of
both lipid goals: LDL-C <1.8 mmol/L was 53% and non-HDL-C <2.6 mmol/L was 65%.
LDL-C and non-HDL-C goal achievement by LMT regimen was somewhat difficult to
interpret due to the unadjusted nature of analyses and potential self-selection bias,
resulting from the choice of LMT regimen in clinical practice being influenced by
baseline lipid levels and other patient-level factors.
Non-ASCVD population
Mean LDL-C was 2.4 mmol/L with approximately 26% achieving LDL-C <1.8 mmol/L.
Mean non-HDL-C was 3.2 mmol/L with approximately 33% achieving non-HDL-C <2.6
mmol/L. A summary of mean LDL-C and non-HDL-C levels and lipid goal achievement
are presented in Supplemental table S7. Achievement of LDL-C and non-HDL-C goals
was highest for the T1DM with CKD subgroup and lowest for the CKD alone subgroup.
The T1DM with CKD subgroup receiving medium-intensity statins had the highest lipid
goal achievement: 52% for LDL-C <1.8 mmol/L and 69% for non-HDL-C <2.6 mmol/L.
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Discussion
The use of statins for reducing atherogenic lipid levels is recommended across all global
guidelines for the prevention of incident ASCVD events. Recent guidelines have shifted
towards an approach of consistent and immediate initiation of the appropriate statin
intensity regimen for a particular indication regardless of baseline lipid levels. In
contrast, the standard approach has been to lower LDL-C (or non-HDL-C) below
defined thresholds. Our study, representing a UK general-practice population at high
risk for ASCVD events, provides several insights regarding the state of compliance with
the updated NICE 2014 guidelines,7 which focus on the intensity of the statin regimen.
As a comparison, we also report on compliance with the ESC/EAS 2011 guidelines,8
which focus on treatment to defined LDL-C goals.
We observed that 79% of individuals with ASCVD were receiving statin treatment,
but that only 6% were prescribed a regimen compliant with the updated NICE guidelines
(atorvastatin 80 mg or equivalent). For the non-ASCVD group, we observed that 62%
were receiving statin treatment, but that only 15% were prescribed a regimen compliant
with the guidelines (at least atorvastatin 20 mg or equivalent). Extrapolation of these
findings to the UK population indicated that, out of 3.3 million individuals with ASCVD,
2.4 million would require up-titration of statin therapy and 680 000 would require statin
initiation (31% de-novo initiation, 60% re-initiation, and 9% potential add-on to non-
statin LMT) to have full population-level compliance with these recommendations. Of
the 3.5 million individuals with high-risk non-ASCVD (i.e. fulfilling DM- and/or CKD-
based guideline criteria), 1.6 million would require up-titration of statin therapy and 1.4
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million would require statin initiation (59% de-novo initiation, 36% re-initiation, and 5%
potential add-on to non-statin LMT).
Our findings highlight the considerable gap between clinical practice in the UK and
the recommendations of the NICE 2014 guidelines. Assuming that implementation of
the guidelines represents best practice and would result in a reduction in ASCVD event
risk, the practical impact on patients, and in particular GPs, merits consideration. Firstly,
for patients who are well established on a treatment regimen, changes in therapy can
lead to reduced compliance, greater reporting of adverse events, and additional time
with the healthcare community to monitor the changes in therapy. Secondly, in an
environment where primary care is already stretched, the impact of counselling 90% of
eligible patients for statin regimen changes is likely to be considerable both on time and
resources available in primary care without, for instance, an increase in the number of
GPs. Finally, as cholesterol targets no longer appear in the updated 2014/15 Quality
Outcomes Framework (QOF) in UK for rewarding the provision of quality of care by
GPs,15 and with QOF lacking mention of statin intensity, it is unclear how narrowing of
the gap between guidelines and current practice might be effectively incentivised.
As mentioned earlier, an alternative approach to atherogenic lipid management is to
aim for lipid goal achievement as recommended in the ESC/EAS guidelines. For the
ASCVD population, we observed that achievement of LDL-C <1.8 mmol/L and non-
HDL-C <2.6 mmol/L8 was only 31% and 42% overall; 38% and 52% for those on
medium-intensity statins; and 37% and 48% for those on high-intensity statins.
Comparatively lower goal achievement for those on high-intensity statin likely reflected
the unadjusted nature of analysis, with patients on high-intensity statins being self-
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selected with a potentially higher baseline lipid level. For the non-ASCVD population
considered in the analysis (i.e. fulfilling DM- and/or CKD-based guideline criteria), the
ESC/EAS guidelines recommend the same thresholds of <1.8 mmol/L and <2.6 mmol/L
for LDL-C and non-HDL-C, respectively.8 We observed achievement of these goals in
only 26% and 33% of the non-ASCVD patients; 40% and 49% for those on medium-
intensity statin; and 36% and 42% for those on high-intensity statin.
For those not on any statin, treatment with a medium-intensity statin is expected to
lower LDL-C by 35%, while for those on medium-intensity statin, increasing the dose to
high-intensity is expected to lower LDL-C by an incremental 15%.7 Given that average
LDL-C levels for those not on a statin in both ASCVD and non-ASCVD cohorts was
approximately 3.0 mmol/L, and for those on medium-intensity statins in both ASCVD
and non-ASCVD cohorts was approximately 2.0 mmol/L, it is unlikely that average LDL-
C of <1.8 mmol/L can be achieved in these populations even with maximal statin
treatment. From the perspective of a treat to LDL-C goal approach, our results suggest
an expanded role for evidence-based add-on therapies for LDL-C lowering, which would
be ezetimibe based on available data from the IMPROVE-IT trial in 2014.16
Prior reports from a generalisable UK population describing LMT utilisation and lipid
attainment in ASCVD and non-ASCVD cohorts are limited. Our study provides novel
data on how these populations are treated and how effective the treatment has been.
The recent EUROASPIRE IV study, representing the 2012-2013 time period, was
conducted in patients with a history of hospitalisation due to a coronary event with an
assessment date of 6 months to 3 years post event.17 The study reported LDL-C <1.8
mmol/L achievement as only 19%. To our knowledge, the most recent study that
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reported statin use in a generalisable UK population at high CV risk found statin use in
2007 as 72% for patients with a history of MI or coronary revascularisation and 36%
those with a history of angina but not MI.18 Statin use in the UK in those with ASCVD
without coronary conditions (e.g. ischaemic stroke or PAD) appears to be even further
under-reported. From 1995-2005, in individuals aged ≥50 years with a history of stroke
(not limited to ischaemic stroke), 32% of men and 26% of women were receiving
treatment with LMT.19 Data on statin use in individuals with DM or CKD without ASCVD
also do not appear to be well reported. During 2006-2008, a diabetes registry
representing GPs in Scotland found 68% individuals with DM without ASCVD were
prescribed a statin.20 When compared to these data, our study suggests statin use has
increased in the UK. This increase is likely due to a multitude of influences, including
the NICE 2008 guidelines,21 landmark trials such as SPARCL which demonstrated the
benefits of statins in the post-ischaemic stroke population,22 and incorporation of statins
and lipid monitoring as quality measures in major pay-for-performance initiatives in the
UK.23
The continued recommendation for statin therapy for the ASCVD population from
both the 2008 to the 2014 NICE guidelines 7,21 suggest that the 21% rate of statin non-
use in this population is largely due to discontinuation, a hypothesis that is supported by
our findings which indicate that approximately 60% of statin non-use in the ASCVD
population can be attributed to discontinuation (hence overall 13% [=21%*60%] of statin
non-use in ASCVD population can be attributed to discontinuation in our study). High
rates of statin discontinuation have been documented in the literature. For example, in a
UK primary-care database analysis representing the 1997-2006 time period, 20% of
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patients initiated on a statin after an MI discontinued therapy at 1 year.24 For the non-
ASCVD population, the higher observed rate of statin non-use (38%) likely reflects not
only statin discontinuation but many patients who have never been prescribed LMT. Our
study suggests that approximately 59% of statin non-use in the non-ASCVD population
can be attributed to non-initiation of LMT therapy. Prior to the 2014 NICE guidelines,
some of these patients may not have qualified for LMT due to higher risk thresholds in
the NICE 2008 guidelines and the absence of certain conditions such as CKD as a
stand-alone criterion for statin therapy.7,21
Limitations
Availability of demographic and clinical characteristics was limited to information
available in the GP database. Certain data such as body-mass index, ethnicity, blood
pressure, and smoking status were not available for all patients. Lipid measurements
were not prospectively specified and the study cohort represents individuals with an
available lipid profile measurement, introducing the possibility of bias in findings. The
definition of LMT utilisation at the time of lipid measurements was optimised to provide
valid “on-treatment” measures, but ensuring whether patients fully took their prescribed
medications was not feasible from the database. For consistency we based LMT
categorization on statins regardless of concomitant non-statin medications. This meant,
for example, atorvastatin 10 mg + ezetimibe was categorized under medium potency
statin, even though its overall lipid-lowering efficacy may be close to atorvastatin 80 mg.
However, this is unlikely to have significant impact on findings as the proportion of these
instances was relatively low.
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Conclusions
In the UK, although 79% and 62% of ASCVD and high-risk non-ASCVD patients
respectively, received treatment with statin therapy, there exists a large gap relative to
the NICE 2014 guidelines recommendations, with approximately 90% of both
populations requiring modification to their existing therapy. Extrapolating these results to
the UK population, approximately 3 million ASCVD and 3 million high-risk non-ASCVD
individuals (i.e. fulfilling DM- and/or CKD-based guideline criteria) would require either
statin up-titration or initiation in order to attain compliance with NICE 2014 guidelines.
Achievement of ESC/EAS 2011 guideline criteria was also suboptimal, as approximately
two-thirds of individuals receiving moderate- or high-intensity statins were not at
recommended LDL-C goal.
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Contributors
Dylan Steen was involved with the design of the study, interpretation of data, and critical
review of drafts.
Irfan Khan was involved with the design of the study, interpretation of data, and critical
review of drafts.
David Ansell was involved with the design of the study, acquisition, analysis, and
interpretation of data, and critical review of drafts.
Robert J. Sanchez was involved with the design of the study, interpretation of data, and
critical review of drafts.
Kausik K. Ray was involved with the design of the study, interpretation of data, and
critical review of drafts.
All authors provided final approval of the submitted manuscript.
Medical writing support was provided by Jeff Alexander from SNELL Medical
Communication, supported by Sanofi and Regeneron. Editorial assistance for later
drafts was provided by Neil Venn from Prime Medica, supported by Sanofi and
Regeneron.
Funding
This study was funded by Sanofi and Regeneron.
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Competing interests
Dylan Steen receives modest consulting fees from Sanofi and Regeneron. Irfan Khan is
a stockholder and employee of Sanofi. David Ansell is an employee of IMS Health.
Robert Sanchez is a stockholder and employee of Regeneron Pharmaceuticals, Inc.
Kausik Ray has received honoraria for advisory boards, lectures, or for serving on the
steering committee for clinical trials from Amgen, Sanofi, Regeneron, Pfizer,
AstraZeneca, Aegerion, Kowa, ISIS Pharma, MedCo, Cerenis, and Resverlogix, and
has received research support by grants to his institution from Pfizer, MSD, Amgen,
Sanofi, and Regeneron.
Ethics approval
This study was approved by the Scientific Review Committee, an independent UK-
based ethics committee established to review studies from The Health Improvement
Network (THIN).
Data sharing statement
The original analytic dataset is available on request by emailing the corresponding
author: [email protected].
Transparency
Dr Steen, as the lead author (the manuscript's guarantor) affirms that the manuscript is
an honest, accurate, and transparent account of the study being reported; no important
aspects of the study have been omitted and any discrepancies from the study as
planned have been explained.
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Copyright Statement
The Corresponding Author has the right to grant on behalf of all authors and does grant
on behalf of all authors, a worldwide licence to the Publishers and its licensees in
perpetuity, in all forms, formats and media (whether known now or created in the
future), to i) publish, reproduce, distribute, display and store the Contribution, ii)
translate the Contribution into other languages, create adaptations, reprints, include
within collections and create summaries, extracts and/or, abstracts of the Contribution,
iii) create any other derivative work(s) based on the Contribution, iv) to exploit all
subsidiary rights in the Contribution, v) the inclusion of electronic links from the
Contribution to third party material where-ever it may be located; and, vi) licence any
third party to do any or all of the above.
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References
1. World Health Organization. Health Statistics and Information Systems: Estimated
deaths ('000) by cause, sex and WHO Member State, 2012. Available at:
http://www.who.int/entity/healthinfo/global_burden_disease/GHE_Deaths_2012_
country.xls?ua=1. Accessed on January 14, 2016.
2. Institution for Health Metrics and Evaluation. Global burden of disease calculator:
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Accessed on January 14, 2016.
3. Cholesterol Treatment Trialists’ (CTT) Collaborators; Mihaylova B, Voysey M,
Gray A, et al. The effects of lowering LDL cholesterol with statin therapy in
people at low risk of vascular disease: Meta-analysis of individual data from 27
randomised trials. Lancet. 2012;380(9841):581-590.
4. CTT Collaborators; Baigent C, Blackwell L, Emberson J, et al. Efficacy and safety
of more intensive lowering of LDL cholesterol: A meta-analysis of data from 170
000 participants in 26 randomised trials. Lancet. 2010;376(9753):1670-1681.
5. Kashani A, Phillips CO, Foody JM, Wang Y, Mangalmurti S, Ko DT, Krumholz
HM. Risks associated with statin therapy: a systematic overview of randomised
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6. Halcox JP, Tubach F, Lopez-Garcia E, et al. Low rates of both lipid-lowering
therapy use and achievement of low-density lipoprotein cholesterol targets in
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individuals at high-risk for cardiovascular disease across Europe. PLoS One.
2015;10(2):e0115270.
7. National Institute for Health and Care Excellence. Lipid modification:
Cardiovascular risk assessment and the modification of blood lipids for the
primary and secondary prevention of cardiovascular disease. Clinical guideline
CG181. July 2014. Available at: http://www.nice.org.uk/guidance/cg181.
Accessed on: February 7, 2015.
8. Reiner Z, Catapano AL, De Backer G, et al; ESC Committee for Practice
Guidelines (CPG) 2008-2010 and 2010-2012 Committees. ESC/EAS Guidelines
for the management of dyslipidaemias: the Task Force for the management of
dyslipidaemias of the European Society of Cardiology (ESC) and the European
Atherosclerosis Society (EAS). Eur Heart J. 2011;32(14):1769-1818.
9. Blak BT, Thompson M, Dattani H, Bourke A. Generalisability of The Health
Improvement Network (THIN) database: demographics, chronic disease
prevalence and mortality rates. Inform Prim Care. 2011;19(4):251-255.
10. Lewis JD, Schinnar R, Bilker WB, et al. Validation studies of the health
improvement network (THIN) database for pharmacoepidemiology research.
Pharmacoepidemiol Drug Saf. 2007;16(4):393-401.
11. Hammad TA, McAdams MA, Feight A, et al. Determining the predictive value of
Read/OXMIS codes to identify incident acute myocardial infarction in the General
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Practice Research Database. Pharmacoepidemiol Drug Saf. 2008;17(12):1197-
1201.
12. Khan NF, Harrison SE, Rose PW. Validity of diagnostic coding within the General
Practice Research Database: a systematic review. Br J Gen Pract.
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13. Shephard E, Stapley S, Hamilton W. The use of electronic databases in primary
care research. Fam Pract. 2011;28(4):352-354.
14. Collins GS, Altman DG. Predicting the 10 year risk of cardiovascular disease in
the United Kingdom: independent and external validation of an updated version
of QRISK2. BMJ. 2012;344:e4181.
15. National Health Services (NHS) Employers, NHS England, and British Medical
Association General Practitioners Committee. 2014/15 General Medical Services
(GMS) Contract Quality and Outcomes Framework (QOF): Guidance for GMS
Contract 2014/15. March 2014. NHS England Gateway reference 01264.
Available at: http://www.hscic.gov.uk/media/14019/QOF-Guidance-GMS-
Contract-2014-15/pdf/QOF_guidance_GMS_contract_2014_15.pdf. Accessed on
March 22, 2016.
16. Cannon CP, Blazing MA, Giugliano RP, et al; IMPROVE-IT Investigators.
Ezetimibe added to statin therapy after acute coronary syndromes. N Engl J
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17. Kotseva K, Wood D, De Bacquer D, et al; on behalf of the EUROASPIRE
Investigators. EUROASPIRE IV: A European Society of Cardiology survey on the
lifestyle, risk factor and therapeutic management of coronary patients from 24
European countries. Eur J Prev Cardiol. 2016;23(6):636-648.
18. Hawkins NM, Scholes S, Bajekal M, et al. The UK National Health Service:
delivering equitable treatment across the spectrum of coronary disease. Circ
Cardiovasc Qual Outcomes. 2013;6(2):208-216.
19. Raine R, Wong W, Ambler G, et al. Sociodemographic variations in the
contribution of secondary drug prevention to stroke survival at middle and older
ages: cohort study. BMJ. 2009;338:b1279.
20. Jones NR, Fischbacher CM, Guthrie B, et al; Scottish Diabetes Research
Network Epidemiology Group. Factors associated with statin treatment for the
primary prevention of cardiovascular disease in people within 2 years following
diagnosis of diabetes in Scotland, 2006-2008. Diabet Med. 2014;31(6):640-646.
21. National Institute for Health and Clinical Excellence. Lipid modification:
cardiovascular risk assessment and the modification of blood lipids for the
primary and secondary prevention of cardiovascular disease. NICE Clinical
Guideline 67. May 2008.
22. Amarenco P, Bogousslavsky J, Callahan A 3rd, et al; Stroke Prevention by
Aggressive Reduction in Cholesterol Levels (SPARCL) Investigators. High-dose
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atorvastatin after stroke or transient ischemic attack. N Engl J Med.
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23. Millett C, Gray J, Wall M, Majeed A. Ethnic disparities in coronary heart disease
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24. Carey IM, DeWilde S, Shah SM, Harris T, Whincup PH, Cook DG. Statin use
after first myocardial infarction in UK men and women from 1997 to 2006: Who
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Fig 1. Determination of treatment status as of the index date
Blue bars representing scenarios A and B (medication supply via recorded prescription [Rx] on or within 30 days prior
to the index date) define the patient as being treated as of the index date. The red bar representing scenario C
(medication supply via recorded Rx more than 30 days prior to the index date) defines the patient as not being
treated as of the index date.
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Fig 2: Flowchart of the cohort selection for the study
*ASCVD includes acute coronary syndrome, other coronary heart disease, ischaemic stroke/transient ischaemic
attack, and peripheral arterial disease.
†Includes type 2 diabetes mellitus with QRISK2 ≥10%, type 1 diabetes mellitus with age >40 years, and chronic
kidney disease not meeting the previous diabetes mellitus criteria.
ASCVD=atherosclerotic cardiovascular disease; THIN=The Health Improvement Network
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Table 1. Baseline characteristics for the overall ASCVD and non-ASCVD cohorts and subgroups
ASCVD cohort (n=91 497) Non-ASCVD cohort (n=92 086)
Recent ACS (n=3112, 3%)
Other CHD (n=58 348,
64%)
Ischaemic stroke / TIA (n=19 785,
22%)
PAD (n=10 234,
11%) Total ASCVD
(n=91 497)
T2DM with CKD
(n=11 102, 12%)
T2DM without CKD
(n=52 556, 57%)
T1DM with CKD
(n=749, 1%)
T1DM without CKD
(n=4204, 5%)
CKD alone (n=23 475,
25%)
Total non-ASCVD
(n=92 086)
Demographic characteristics
Age, mean, years (SD) 67.8 (12.8) 72.8 (10.5) 73.0 (11.8) 72.3 (10.6) 72.6 (10.9) 75.7 (9.2) 67.2 (10.3) 69.7 (12.0) 57.2 (11.1) 74.6 (10.6) 69.7 (11.3)
Male, % 66.5 63.5 50.3 62.8 60.7 41.3 58.6 40.7 57.6 35.0 50.3
Social deprivation index*, mean (SD)
2.7 (1.4) 2.7 (1.4) 2.6 (1.4) 2.8 (1.4) 2.7 (1.4) 2.7 (1.4) 2.8 (1.4) 2.7 (1.5) 2.6 (1.4) 2.6 (1.4) 2.7 (1.4)
Ethnicity, %
White 28.3 30.3 29.1 30.0 30.0 29.0 29.4 25.1 30.0 27.9 28.9
South Asian 1.9 1.5 1.1 0.7 1.4 2.0 4.1 1.5 1.6 1.0 2.9
Black Caribbean / African 0.3 0.3 0.6 0.4 0.3 1.2 1.1 1.6 1.3 0.7 1.0
Chinese / other East Asian 13.2 12.6 12.9 12.3 12.6 13.8 12.9 13.4 13.7 14.5 13.4
Not recorded 56.4 55.4 56.4 56.6 55.8 54.0 52.5 58.5 53.3 55.9 53.7
Current smoker, % 15.2 12.1 13.5 26.6 14.1 7.0 14.9 10.8 16.3 7.1 11.9
BMI, mean, kg/m2 (SD) 28.4 (5.4) 28.6 (5.3) 27.8 (5.5) 27.6 (5.4) 28.3 (5.4) 30.4 (6.2) 30.9 (6.3) 29.8 (6.3) 28.3 (5.8) 28.3 (5.5) 30.1 (6.2)
Systolic BP, mean (SD) 128.9 (17.8) 131.5 (15.7) 133.1 (15.8) 134.6 (16.3) 132.1 (15.9) 134.5 (15.0) 134.7 (14.1) 134.7 (16.2) 131.1 (14.8) 134.1 (15.8) 134.3 (14.8)
Baseline clinical characteristics
Recent ACS, % 100.0 0.0 0.0 0.0 3.4 N/A N/A N/A N/A N/A N/A
Other CHD, % 64.2 100.0 0.0 0.0 66.0 N/A N/A N/A N/A N/A N/A
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Ischaemic stroke/TIA, % 7.6 10.5 100.0 0.0 28.6 N/A N/A N/A N/A N/A N/A
PAD, % 10.1 11.2 14.0 100.0 21.7 N/A N/A N/A N/A N/A N/A
DM, % 27.0 30.1 25.6 33.7 29.4 100.0 100.0 100.0 100.0 7.1 76.3
Hypertension, % 50.4 61.5 62.1 64.2 61.5 77.4 62.2 74.4 41.8 73.2 66.0
History of CHF, % 14.0 11.2 4.2 5.1 9.1 1.4 0.5 6.9 1.0 7.1 2.4
CKD, stage III, % 17.2 24.4 22.1 23.0 23.5 100.0 0.0 100.0 0.0 100.0 38.2
CKD, stage IV-V, %‡ 0.2 0.3 0.2 0.3 0.2 1.2 0.0 2.0 0.0 0.8 0.3
Concomitant medication use¶
Beta-blockers, % 81.4 60.1 23.5 22.4 48.7 N/A N/A N/A N/A N/A N/A
ACEI/ARBs, % 85 65.3 52.1 52.4 61.7 74.6 59.3 77.8 52.7 59.9 61.1
Antiplatelets,# % 52.5 13.5 29.7 15.4 18.5 N/A N/A N/A N/A N/A N/A
*Social deprivation index is defined by Townsend deprivation index score analysed in quintiles, 1 = most affluent and 5 = least affluent.
†Includes Indian, Pakistani, Bangladeshi, and other South Asian individuals
‡Stage V CKD includes end-stage renal disease and dialysis.
¶Medication use on index date.
#Clopidogrel/ticagrelor/prasugrel
ASCVD subgroups represent hierarchical categorisation. Non-ASCVD categorisations have been simplified by consideration of the qualifiers QRISK2 ≥10% and age >40 years as implicit in the definitions of T2DM and
T1DM, respectively, with and without CKD, and of the qualifiers without T2DM+QRISK2 ≥10% or T1DM+ age >40 as implicit in the definition of CKD alone.
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ACEI=angiotensin converting enzyme inhibitor; ACS=acute coronary syndrome; ARB=angiotensin II receptor blocker; ASCVD=atherosclerotic cardiovascular disease; BMI=body-mass index; BP=blood pressure;
CHD=coronary heart disease; CHF=congestive heart failure; CKD=chronic kidney disease; DM=diabetes mellitus; N/A=not applicable; PAD=peripheral arterial disease; SD=standard deviation; T1DM=type 1 diabetes
mellitus; T2DM=type 2 diabetes mellitus; TIA=transient ischaemic attack.
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Table 2. Use of LMT in the overall ASCVD and non-ASCVD cohorts and subgroups
ASCVD cohort (n=91 497) Non-ASCVD cohort (n=92 086)
Recent ACS
(n=3112) Other CHD (n=58 348)
Ischaemic stroke / TIA (n=19 785)
PAD (n=10 234)
Total ASCVD (n=91 497)
T2DM with CKD
(n=11 102)
T2DM without CKD
(n=52 556)
T1DM with CKD
(n=749)
T1DM without CKD
(n=4204) CKD alone (n=23 475)
Total non-ASCVD
(n=92 086)
High-intensity statin, % 62.4 34.6 21.5 23.2 31.4 20.0 18.6 29.0 21.1 11.1% 17.0
Monotherapy, % 93.3 91.8 93.2 92.3 92.2 91.1 93.5 92.6 90.2 93.3 93.0
Plus ezetimibe, % 1.0 4.8 2.9 3.4 4.1 3.2 2.4 4.1 5.1 2.7 2.8
Plus other non-statin LMT, %
5.8 3.4 3.9 4.3 3.7 5.7 4.0 3.2 4.7 4.0 4.3
Medium-intensity statin, % 22.6 41.4 46.2 44.3 42.1 44.7 43.0 39.5 36.5 33.1 40.4
Monotherapy, % 98.6 97.9 98.7 98.6 98.2 97.9 98.4 96.3 97.7 98.9 98.4
Plus ezetimibe, % 0.6 1.2 0.7 0.6 1.0 0.6 0.6 1.7 1.4 0.5 0.6
Plus other non-statin LMT, %
0.9 0.9 0.5 0.8 0.8 1.5 1.0 2.0 1.0 0.7 1.0
Low-intensity statin, % 2.1 5.9 5.5 5.1 5.6 6.4 4.9 4.9 4.4 4.8 5.0
Monotherapy, % 93.8 95.9 97.4 97.1 96.3 96.2 98.1 89.2 95.6 98.3 97.7
Plus ezetimibe, % 6.3 3.2 1.7 2.3 2.8 2.3 1.1 8.1 2.7 1.0 1.4
Plus other non-statin LMT, %
0.0 0.9 0.8 0.6 0.8 1.6 0.7 2.7 1.6 0.7 0.9
Non-statins only, % 0.9 2.0 1.7 1.9 1.9 2.5 1.6 3.9 2.0 1.7 1.8
Ezetimibe, % 70.4 61.3 65.5 55.6 61.6 47.9 54.2 58.6 61.6 45.5 51.5
Other non-statin LMT, % 29.6 38.7 34.5 44.4 38.4 52.1 45.8 41.4 38.4 54.5 48.5
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Not currently treated by LMT, %
12.1 16.2 25.1 25.4 19.0 26.4 31.9 22.7 35.9 49.4 35.8
Previously on high-intensity statin, %
20.7 16.4 8.6 9.3 13.2 7.7 6.1 18.2 9.1 3.3 5.5
Previously on medium-intensity statin, %
22.8 40.9 37.9 33.0 38.4 33.2 27.5 30.6 29.9 17.7 24.7
Previously on low-intensity statin, %
5.6 10.0 6.9 6.8 8.5 7.3 4.9 10.0 4.4 3.9 4.7
Previously on non-statin LMT, %
4.8 7.2 4.8 3.6 5.9 6.1 3.5 5.3 3.8 2.4 3.4
No previous LMT, % 46.1 25.5 41.8 47.3 34.0 45.7 58.0 35.9 52.8 72.7 61.7
Numbers in the grey bars denote absolute percentages, and add up to 100% vertically. Numbers in the white bars are relative percentages of the absolute percentages in the grey bars. ASCVD subgroups represent
hierarchical categorisation. Non-ASCVD categorisations have been simplified by consideration of the qualifiers QRISK2 ≥10% and age >40 years as implicit in the definitions of T2DM and T1DM, respectively, with and
without CKD, and of the qualifiers without T2DM+QRISK2 ≥10% or T1DM+ age >40 as implicit in the definition of CKD alone.
ACS=acute coronary syndrome; ASCVD=atherosclerotic cardiovascular disease; CHD=coronary heart disease; CKD=chronic kidney disease; LMT=lipid modifying therapy; PAD=peripheral arterial disease; T1DM=type
1 diabetes mellitus; T2DM=type 2 diabetes mellitus; TIA=transient ischaemic attack
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Table 3. Statin treatment according to NICE guidelines in the overall ASCVD and non-ASCVD cohorts and subgroups
ASCVD cohort (n=91 497) Non-ASCVD cohort (n=92 086)
Recent ACS (n=3112)
Other CHD (n=58 348)
Ischaemic stroke / TIA (n=19 785)
PAD (n=10 234)
Total ASCVD (n=91 497)
T2DM with CKD
(n=11 102)
T2DM without CKD
(n=52 556)
T1DM with CKD
(n=749)
T1DM without CKD
(n=4204)
CKD alone (n=23 475)
Total non-ASCVD
(n=92 086)
Study cohort, % (N)
Treated with statins according to NICE guidelines*
33.1 (1029)
6.7 (3934)
2.0 (400)
2.2 (221)
6.1 (5584)
18.6 (2065)
17.2 (9038)
26.2 (196)
19.3 (812)
10.3 (2421)
15.8 (14 532)
Treated with statins but not according to NICE guidelines
54.0 (1679)
75.1 (43 802)
71.2 (14 079)
70.5 (7216)
73.0 (66 776)
52.5 (5825)
49.3 (25 913)
47.3 (354)
42.7 (1796)
38.6 (9062)
46.6 (42 950)
Treated with only non-statin LMT 0.9 (27)
2.0 (1188)
1.7 (339)
1.9 (196)
1.9 (1750)
2.5 (282)
1.6 (858)
3.9 (29)
2.0 (86)
1.7 (402)
1.8 (1657)
Not treated by LMT 12.1 (377)
16.2 (9424)
25.1 (4967)
25.4 (2601)
19.0 (17 369)
26.4 (2930)
31.9 (16 747)
22.7 (170)
35.9 (1510)
49.4 (11 590)
35.8 (32 947)
Adjusted extrapolation to the UK population, N
Treated with statins according to NICE guidelines*
34 085 147 215 15 653 4869 201 822 112 119 209 589 10 642 18 830 156 621 507 801
Treated with statins but not according to NICE guidelines
55 615 1 639 122 550 930 158 966 2 404 633 316 269 600 916 19 220 41 649 586 243 1 564 297
Treated with only non-statin LMT
894 44 456 13 266 4318 62 934 15 311 19 897 1575 1994 26 006 64 783
Not treated by LMT
12 488 352 657 194 365 57 299 616 809 159 085 388 359 9230 35 017 749 786 1 341 477
*NICE guidelines recommendations for ASCVD: at least atorvastatin 80 mg or equivalent (i.e. atorvastatin 80 mg, rosuvastatin 40 mg). NICE guidelines recommendations for non-ASCVD high risk: at least atorvastatin
20 mg or equivalent (i.e. atorvastatin 20, 40 and 80 mg, rosuvastatin 10, 20 and 40 mg, and simvastatin 80 mg).
ASCVD subgroups represent hierarchical categorisation. Non-ASCVD categorisations have been simplified by consideration of the qualifiers QRISK2 ≥10% and age >40 years as implicit in the definitions of T2DM and
T1DM, respectively, with and without CKD, and of the qualifiers without T2DM+QRISK2 ≥10% or T1DM+ age >40 as implicit in the definition of CKD alone.
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ACS=acute coronary syndrome; ASCVD=atherosclerotic cardiovascular disease; CHD=coronary heart disease; CKD=chronic kidney disease; LMT=lipid modifying therapy; NICE=National Institute for Health and Care
Excellence; PAD=peripheral arterial disease; T1DM=type 1 diabetes mellitus; T2DM=type 2 diabetes mellitus; TIA=transient ischaemic attack; UK=United Kingdom
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121x47mm (300 x 300 DPI)
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121x87mm (300 x 300 DPI)
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Supplementary Appendix
Methodology for adjusted extrapolation to the United Kingdom (UK) population
Findings on the number of patients treated according to National Institute for Health and
Care Excellence (NICE) 2014 guidelines were extrapolated to the UK population via the
following methodology that accounted for adjustments by patient demographic and
clinical profiles. The study cohort was initially divided into mutually exclusive strata
based on status representing presence of coronary heart disease (CHD; including
recent acute coronary syndrome [ACS] and other CHD), ischaemic stroke / transient
ischaemic attack (TIA), peripheral arterial disease (PAD), diabetes mellitus (DM),
chronic kidney disease (CKD), dichotomous age groups (20–70 years versus ≥70
years), and gender. An example of strata would be a profile representing male, aged
≥70 years, with CHD and DM. Differential weights by these mutually exclusive strata
were then estimated via an optimisation algorithm to minimise the difference between
estimated totals for aggregate categories (not mutually exclusive) representing CHD,
ischaemic stroke/TIA, PAD, DM, CKD, age groups, and gender, and their reported
prevalence in the UK based on published sources. The estimated weights by strata
were then utilised to scale the results. The methodology helped ensure the extrapolation
accounted for differential scaling by patient profiles and eliminated double counting due
to overlap between conditions. Estimation of weights via optimisation methodology was
conducted using Excel Solver.
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SUPPLEMENTAL TABLE S1. Standardised Diagnostic Read Codes Used to Define
Patient Cohorts
ASCVD
ACS
G30..00 ACUTE MYOCARDIAL INFARCTION
G30..11 ATTACK - HEART
G30..12 Coronary thrombosis
G30..13 CARDIAC RUPTURE FOLLOWING MYOCARDIAL INFARCTION (MI)
G30..14 HEART ATTACK
G30..15 MI - ACUTE MYOCARDIAL INFARCTION
G30..16 Thrombosis - coronary
G300.00 ACUTE ANTEROLATERAL INFARCTION
G301.00 OTHER SPECIFIED ANTERIOR MYOCARDIAL INFARCTION
G301000 ACUTE ANTEROAPICAL INFARCTION
G301100 ACUTE ANTEROSEPTAL INFARCTION
G301z00 ANTERIOR MYOCARDIAL INFARCTION NOS
G302.00 ACUTE INFEROLATERAL INFARCTION
G303.00 ACUTE INFEROPOSTERIOR INFARCTION
G304.00 POSTERIOR MYOCARDIAL INFARCTION NOS
G305.00 LATERAL MYOCARDIAL INFARCTION NOS
G306.00 TRUE POSTERIOR MYOCARDIAL INFARCTION
G307.00 ACUTE SUBENDOCARDIAL INFARCTION
G307000 ACUTE NON-Q WAVE INFARCTION
G307100 ACUTE NON-ST SEGMENT ELEVATION MYOCARDIAL INFARCTION
G308.00 INFERIOR MYOCARDIAL INFARCTION NOS
G309.00 ACUTE Q-WAVE INFARCT
G30B.00 ACUTE POSTEROLATERAL MYOCARDIAL INFARCTION
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G30X.00 ACUTE TRANSMURAL MYOCARDIAL INFARCTION OF UNSPECIFIED SITE
G30X000 ACUTE ST SEGMENT ELEVATION MYOCARDIAL INFARCTION
G30y.00 OTHER ACUTE MYOCARDIAL INFARCTION
G30y000 ACUTE ATRIAL INFARCTION
G30y100 ACUTE PAPILLARY MUSCLE INFARCTION
G30y200 ACUTE SEPTAL INFARCTION
G30yz00 OTHER ACUTE MYOCARDIAL INFARCTION NOS
G30z.00 ACUTE MYOCARDIAL INFARCTION NOS
G31..00 Other acute and subacute ischaemic heart disease
G310.00 Postmyocardial infarction syndrome
G310.11 Dressler’s syndrome
G311500 Acute coronary syndrome
G312.00 Coronary thrombosis not resulting in myocardial infarction
G31y.00 Other acute and subacute ischaemic heart disease
G31y000 Acute coronary insufficiency
G31y100 MICROINFARCTION OF HEART
G31y200 Subendocardial ischaemia
G31y300 Transient myocardial ischaemia
G31yz00 Other acute and subacute ischaemic heart disease NOS
G35..00 Subsequent myocardial infarction
G350.00 Subsequent myocardial infarction of anterior wall
G351.00 Subsequent myocardial infarction of inferior wall
G353.00 Subsequent myocardial infarction of other sites
G35X.00 Subsequent myocardial infarction of unspecified site
G36..00 Certain current complication follow acute myocardial infarct
G360.00 Haemopericardium/current comp following acute myocardial infarction
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G361.00 Atrial septal defect/current comp following acute myocardial infarction
G362.00 Ventric septal defect/current comp following acute myocardial infarction
G363.00 Rupture of cardiac wall without haemopericard/current comp following acute myocardial infarction
G364.00 Ruptur chordae tendinae/current comp following acute myocardial infarction
G365.00 Rupture papillary muscle/current comp following acute myocardial infarction
G366.00 Thrombosis atrium,auric appendvent/current comp following acute myocardial infarction
G38..00 Postoperative myocardial infarction
G380.00 Postoperative transmural myocardial infarction anterior wall
G381.00 Postoperative transmural myocardial infarction inferior wall
G382.00 Postoperative transmural myocardial infarction other sites
G383.00 Postoperative transmural myocardial infarction unspecified site
G384.00 Postoperative subendocardial myocardial infarction
G38z.00 Postoperative myocardial infarction, unspecified
Gyu3400 [X]ACUTE TRANSMURAL MYOCARDIAL INFARCTION OF UNSPECIFIED SITE
Gyu3500 [X]Subsequent myocardial infarction of other sites
Gyu3600 [X]Subsequent myocardial infarction of unspecified site
G311.00 Preinfarction syndrome
G311.11 Crescendo angina
G311.12 Impending infarction
G311.13 Unstable angina
G311.14 Angina at rest
G311000 Myocardial infarction aborted
G311011 MI - myocardial infarction aborted
G311100 Unstable angina
G311200 Angina at rest
G311300 Refractory angina
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G311400 Worsening angina
G311z00 Preinfarction syndrome NOS
G330.00 Angina decubitus
G330000 Nocturnal angina
G330z00 Angina decubitus NOS
G33z500 Post infarct angina
G33z600 New onset angina
Other CHD
792E000 Emergency percutaneous coronary intervention
7920.00 SAPHENOUS VEIN GRAFT REPLACEMENT OF CORONARY ARTERY
7920.11 SAPHENOUS VEIN GRAFT BYPASS OF CORONARY ARTERY
7921.00 OTHER AUTOGRAFT REPLACEMENT OF CORONARY ARTERY
7921.11 OTHER AUTOGRAFT BYPASS OF CORONARY ARTERY
7922.00 ALLOGRAFT REPLACEMENT OF CORONARY ARTERY
7922.11 ALLOGRAFT BYPASS OF CORONARY ARTERY
7923.00 PROSTHETIC REPLACEMENT OF CORONARY ARTERY
7923.11 PROSTHETIC BYPASS OF CORONARY ARTERY
7924.00 REVISION OF BYPASS FOR CORONARY ARTERY
7925.00 CONNECTION OF MAMMARY ARTERY TO CORONARY ARTERY
7925.11 CREATION OF BYPASS FROM MAMMARY ARTERY TO CORONARY ARTERY
7926.00 CONNECTION OF OTHER THORACIC ARTERY TO CORONARY ARTERY
7927.00 OTHER OPEN OPERATIONS ON CORONARY ARTERY
7928.00 TRANSLUMINAL BALLOON ANGIOPLASTY OF CORONARY ARTERY
7928.11 PERCUTANEOUS BALLOON CORONARY ANGIOPLASTY
7929.00 OTHER THERAPEUTIC TRANSLUMINAL OPERATIONS ON CORONARY ARTERY
7920000 SAPHENOUS VEIN GRAFT REPLACEMENT OF ONE CORONARY ARTERY
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7920100 SAPHENOUS VEIN GRAFT REPLACEMENT OF TWO CORONARY ARTERIES
7920200 SAPHENOUS VEIN GRAFT REPLACEMENT OF THREE CORONARY ARTERIES
7920300 SAPHENOUS VEIN GRAFT REPLACEMENT OF FOUR+ CORONARY ARTERIES
7921000 AUTOGRAFT REPLACEMENT OF ONE CORONARY ARTERY NEC
7921100 AUTOGRAFT REPLACEMENT OF TWO CORONARY ARTERIES NEC
7921200 AUTOGRAFT REPLACEMENT OF THREE CORONARY ARTERIES NEC
7921300 AUTOGRAFT REPLACEMENT OF FOUR OF MORE CORONARY ARTERIES NEC
7922000 ALLOGRAFT REPLACEMENT OF ONE CORONARY ARTERY
7922100 ALLOGRAFT REPLACEMENT OF TWO CORONARY ARTERIES
7922200 ALLOGRAFT REPLACEMENT OF THREE CORONARY ARTERIES
7922300 ALLOGRAFT REPLACEMENT OF FOUR+ CORONARY ARTERIES
7923000 PROSTHETIC REPLACEMENT OF ONE CORONARY ARTERY
7923100 PROSTHETIC REPLACEMENT OF TWO CORONARY ARTERIES
7923200 PROSTHETIC REPLACEMENT OF THREE CORONARY ARTERIES
7923300 PROSTHETIC REPLACEMENT OF FOUR+ CORONARY ARTERIES
7924000 REVISION OF BYPASS FOR ONE CORONARY ARTERY
7924100 REVISION OF BYPASS FOR TWO CORONARY ARTERIES
7924200 REVISION OF BYPASS FOR THREE CORONARY ARTERIES
7924300 REVISION OF BYPASS FOR FOUR+ CORONARY ARTERIES
7924400 REVISION OF CONNECTION OF THORACIC ARTERY TO CORONARY ARTERY
7924500 REVISION OF IMPLANTATION OF THORACIC ARTERY INTO HEART
7925000 DOUBLE ANASTOMOSIS OF MAMMARY ARTERIES TO CORONARY ARTERIES
7925011 LIMA sequential anastomosis
7925012 RIMA sequential anastomosis
7925100 DOUBLE IMPLANT OF MAMMARY ARTERIES INTO CORONARY ARTERIES
7925200 SINGLE ANAST MAMMARY ART TO LEFT ANT DESCEND CORONARY ART
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7925300 SINGLE ANASTOMOSIS OF MAMMARY ARTERY TO CORONARY ARTERY NEC
7925311 LIMA single anastomosis
7925312 RIMA single anastomosis
7925400 SINGLE IMPLANTATION OF MAMMARY ARTERY INTO CORONARY ARTERY
7926000 DOUBLE ANASTOM THORACIC ARTERIES TO CORONARY ARTERIES NEC
7926100 DOUBLE IMPLANT THORACIC ARTERIES INTO CORONARY ARTERIES NEC
7926200 SINGLE ANASTOMOSIS OF THORACIC ARTERY TO CORONARY ARTERY NEC
7926300 SINGLE IMPLANTATION THORACIC ARTERY INTO CORONARY ARTERY NEC
7927500 OPEN ANGIOPLASTY OF CORONARY ARTERY
7928000 PERCUT TRANSLUMINAL BALLOON ANGIOPLASTY ONE CORONARY ARTERY
7928100 PERCUT TRANSLUM BALLOON ANGIOPLASTY MULT CORONARY ARTERIES
7928200 PERCUT TRANSLUM BALLOON ANGIOPLASTY BYPASS GRAFT CORONARY A
7928300 PERCUT TRANSLUM CUTTING BALLOON ANGIOPLASTY CORONARY ARTERY
7929000 PERCUTANEOUS TRANSLUMINAL LASER CORONARY ANGIOPLASTY
7929100 Percut transluminal coronary thrombolysis with streptokinase
7929111 Percut translum coronary thrombolytic therapy - streptokinase
7929200 PERCUTAN. TRANSLUM. INJECT THERAP SUBST TO CORONARY ARTERY NEC
7929200 Percut translum inject therap subst to coronary artery NEC
7929300 ROTARY BLADE CORONARY ANGIOPLASTY
7929400 INSERTION OF CORONARY ARTERY STENT
7929500 INSERTION OF DRUG-ELUTING CORONARY ARTERY STENT
7929600 PERCUTANEOUS TRANSLUMINAL ATHERECTOMY OF CORONARY ARTERY
790H300 Revascularisation of wall of heart
792..00 CORONARY ARTERY OPERATIONS
792..11 CORONARY ARTERY BYPASS GRAFT OPERATIONS
7920y00 SAPHENOUS VEIN GRAFT REPLACEMENT OF CORONARY ARTERY OS
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7920z00 SAPHENOUS VEIN GRAFT REPLACEMENT CORONARY ARTERY NOS
7921y00 OTHER AUTOGRAFT REPLACEMENT OF CORONARY ARTERY OS
7921z00 OTHER AUTOGRAFT REPLACEMENT OF CORONARY ARTERY NOS
7922y00 OTHER SPECIFIED ALLOGRAFT REPLACEMENT OF CORONARY ARTERY
7922z00 ALLOGRAFT REPLACEMENT OF CORONARY ARTERY NOS
7923y00 OTHER SPECIFIED PROSTHETIC REPLACEMENT OF CORONARY ARTERY
7923z00 PROSTHETIC REPLACEMENT OF CORONARY ARTERY NOS
7924y00 OTHER SPECIFIED REVISION OF BYPASS FOR CORONARY ARTERY
7924z00 REVISION OF BYPASS FOR CORONARY ARTERY NOS
7925y00 CONNECTION OF MAMMARY ARTERY TO CORONARY ARTERY OS
7925z00 CONNECTION OF MAMMARY ARTERY TO CORONARY ARTERY NOS
7926y00 CONNECTION OF OTHER THORACIC ARTERY TO CORONARY ARTERY OS
7926z00 CONNECTION OF OTHER THORACIC ARTERY TO CORONARY ARTERY NOS
7927y00 OTHER SPECIFIED OTHER OPEN OPERATION ON CORONARY ARTERY
7927z00 OTHER OPEN OPERATION ON CORONARY ARTERY NOS
7928y00 TRANSLUMINAL BALLOON ANGIOPLASTY OF CORONARY ARTERY OS
7928z00 TRANSLUMINAL BALLOON ANGIOPLASTY OF CORONARY ARTERY NOS
7929y00 OTHER THERAPEUTIC TRANSLUMINAL OP ON CORONARY ARTERY OS
7929z00 OTHER THERAPEUTIC TRANSLUMINAL OP ON CORONARY ARTERY NOS
792A.00 DIAGNOSTIC TRANSLUMINAL OPERATIONS ON CORONARY ARTERY
792B.00 REPAIR OF CORONARY ARTERY NEC
792B000 Endarterectomy of coronary artery NEC
792By00 Other specified repair of coronary artery
792Bz00 Repair of coronary artery NOS
792C.00 OTHER REPLACEMENT OF CORONARY ARTERY
792C000 REPLACEMENT OF CORONARY ARTERIES USING MULTIPLE METHODS
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792Cy00 OTHER SPECIFIED REPLACEMENT OF CORONARY ARTERY
792Cz00 REPLACEMENT OF CORONARY ARTERY NOS
792D.00 OTHER BYPASS OF CORONARY ARTERY
792Dy00 OTHER SPECIFIED OTHER BYPASS OF CORONARY ARTERY
792Dz00 OTHER BYPASS OF CORONARY ARTERY NOS
792E.00 Percutaneous coronary intervention
792y.00 OTHER SPECIFIED OPERATIONS ON CORONARY ARTERY
792z.00 Coronary artery operations NOS
793G.00 Perc translumin balloon angioplasty stenting coronary artery
793G000 Perc translum balloon angioplasty insert 1-2 drug elut stents cor art
793G100 Perc translum balloon angioplasty ins 3 or more drug elut stents cor art
793G200 Perc translum balloon angioplasty insert 1-2 stents cor art
793G300 Percutaneous cor balloon angioplasty 3 more stents cor art NEC
793Gy00 OS perc translum balloon angioplasty stenting coronary art
793Gz00 Perc translum balloon angioplasty stenting coronary art NOS
793K.00 Transluminal operations internal mammary artery side branch
793K000 Transluminal occlusion left internal mammary artery side branch
793Ky00 OS transluminal operations internal mammary art side branch
793Kz00 Transluminal operations internal mammary art side branch NOS
SP00300 MECHANICAL COMPLICATION OF CORONARY BYPASS
ZV45700 [V]Presence of aortocoronary bypass graft
3232.00 ECG: old myocardial infarction
14A3.00 H/O: myocardial infarct <60
14A4.00 H/O: myocardial infarct >60
14AH.00 H/O: Myocardial infarction in last year
14AT.00 History of myocardial infarction
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G30..17 Silent myocardial infarction
G32..00 Old myocardial infarction
G32..11 Healed myocardial infarction
G32..12 Personal history of myocardial infarction
G344.00 Silent myocardial ischaemia
8B3k.00 Coronary heart disease medication review
8CMP.00 Coronary heart disease care plan
8CR6.00 Coronary heart disease risk clinical management plan
8I37.00 Coronary heart disease monitoring refused
9Ob..00 Coronary heart disease monitoring administration
9Ob0.00 Attends coronary heart disease monitoring
9Ob1.00 Refuses coronary heart disease monitoring
9Ob2.00 Coronary heart disease monitoring default
9Ob3.00 Coronary heart disease monitoring 1st letter
9Ob4.00 Coronary heart disease monitoring 2nd letter
9Ob5.00 Coronary heart disease monitoring 3rd letter
9Ob6.00 Coronary heart disease monitoring verbal invitation
9Ob7.00 Coronary heart disease monitoring deleted
9Ob8.00 Coronary heart disease monitoring check done
9Ob9.00 Coronary heart disease monitoring telephone invite
G3...11 Arteriosclerotic heart disease
G3...12 Atherosclerotic heart disease
G34..00 Other chronic ischaemic heart disease
G340.00 Coronary atherosclerosis
G340.11 Triple vessel disease of the heart
G340.12 Coronary artery disease
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G340000 Single coronary vessel disease
G342.00 Atherosclerotic cardiovascular disease
G343.00 Ischaemic cardiomyopathy
G34y.00 Other specified chronic ischaemic heart disease
G34y000 Chronic coronary insufficiency
G34y100 Chronic myocardial ischaemia
G34yz00 Other specified chronic ischaemic heart disease NOS
G34z.00 Other chronic ischaemic heart disease NOS
G34z000 Asymptomatic coronary heart disease
G39..00 Coronary microvascular disease
3889.00 Euroscore for angina
14A5.00 H/O: angina pectoris
14AJ.00 H/O: angina in last year
187..00 Frequency of angina
388E.00 Canadian Cardiovascular Society classification of angina
388F.00 Cardiovascular Limitations and Symptoms Profile angina score
661M000 Angina self-management plan agreed
661N000 Angina self-management plan review
662K.00 Angina control
662K000 Angina control - good
662K100 Angina control - poor
662K200 Angina control - improving
662K300 Angina control - worsening
662Kz00 Angina control NOS
8B27.00 Antianginal therapy
8IEY.00 Referral to Angina Plan self-management programme declined
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8T04.00 Referral to Angina Plan self-management programme
G33..00 Angina pectoris
G331.11 Variant angina pectoris
G33z.00 Angina pectoris NOS
G33z000 Status anginosus
G33z100 Stenocardia
G33z200 Syncope anginosa
G33z300 Angina on effort
G33z400 Ischaemic chest pain
G33z700 Stable angina
G33zz00 Angina pectoris NOS
Gyu3000 [X]Other forms of angina pectoris
J421.11 Angina - abdominal
ZR37.00 Canadian Cardiovascular Society classification of angina
ZR3P.00 CLASP angina score
ZR3P.11 CLASP angina score
ZRB1.00 Euroscore for angina
Ischaemic stroke/TIA
G63..11 Infarction - precerebral
G632.00 Vertebral artery occlusion
G633.00 Multiple and bilateral precerebral arterial occlus
G63y000 Cerebral infarct due to thrombosis of precerebral arteries
G63y100 Cerebral infarction due to embolism of precerebral arteries
G64..00 Cerebral arterial occlusion
G64..11 CVA - cerebral artery occlusion
G64..12 Infarction - cerebral
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G64..13 Stroke due to cerebral arterial occlusion
G640.00 Cerebral thrombosis
G640000 Cerebral infarction due to thrombosis of cerebral
G64z.00 Cerebral infarction NOS
G64z.11 Brainstem infarction NOS
G64z.12 Cerebellar infarction
G64z000 Brainstem infarction
G64z100 Wallenberg syndrome
G64z200 Left sided cerebral infarction
G64z300 Right sided cerebral infarction
G64z400 Infarction of basal ganglia
G671000 Acute cerebrovascular insufficiency NOS
G677000 Occlusion and stenosis of middle cerebral artery
G677100 Occlusion and stenosis of anterior cerebral artery
G677200 Occlusion and stenosis of posterior cerebral arter
G677300 Occlusion and stenosis of cerebellar arteries
G677400 Occlusion and stenosis of multiple and bilat cerebral
G6W..00 Cereb infarct due unsp occlus/stenos precerebr art
G6W..00 Cereb infarct due unsp occlus/stenos precerebr arteries
G6X..00 Cereb infarct due/unspcf occlusn or sten/cerebr
G6X..00 Cereb infarct due/unspcf occlusn or sten/cerebrl artrs
Gyu6300 [X]Cereb infarct due/unspcf occlusn or sten/cerebrl artrs
Gyu6400 [X]Other cerebral infarction
Gyu6600 [X]Occlusion and stenosis of other cerebral arteries
Gyu6G00 [X]Cereb infarct due unsp occlus/stenos precerebr arteries
14AB.00 H/O: TIA
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1JK..00 Suspected transient ischaemic attack
8CRB.00 Transient ischaemic attack clinical management plan
8HBJ.00 Stroke / transient ischaemic attack referral
9Om..00 Stroke/transient ischaemic attack monitoring administration
9Om0.00 Stroke/transient ischaemic attack monitoring first letter
9Om1.00 Stroke/transient ischaemic attack monitoring second letter
9Om2.00 Stroke/transient ischaemic attack monitoring third letter
9Om3.00 Stroke/transient ischaemic attack monitoring verbal invitati
9Om4.00 Stroke/transient ischaemic attack monitoring telephone invte
F580200 Transient ischaemic deafness
ZV12D00 [V]Personal history of transient ischaemic attack
G65..00 Transient cerebral ischaemia
G65..11 Drop attack
G65..12 Transient ischaemic attack
G65..13 Vertebro-basilar insufficiency
G650.00 Basilar artery syndrome
G650.11 Insufficiency - basilar artery
G651.00 Vertebral artery syndrome
G651000 Vertebro-basilar artery syndrome
G652.00 Subclavian steal syndrome
G653.00 Carotid artery syndrome hemispheric
G654.00 Multiple and bilateral precerebral artery syndromes
G655.00 Transient global amnesia
G656.00 Vertebrobasilar insufficiency
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G657.00 Carotid territory transient ischaemic attack
G65y.00 Other transient cerebral ischaemia
G65z.00 Transient cerebral ischaemia NOS
G65z000 Impending cerebral ischaemia
G65z100 Intermittent cerebral ischaemia
G65zz00 Transient cerebral ischaemia NOS
14AB000 H/O amaurosis fugax
F423300 Retinal microembolism
F423400 Hollenhorst plaque
F423500 Retinal partial arterial occlusion NOS
F423600 Amaurosis fugax
F423700 Retinal transient arterial occlusion NOS
PAD
66f3.00 Aortic aneurysm monitoring
68B5100 Aortic aneurysm screening abnormal
7A11.00 Replacement of aneurysmal bifurcation of aorta
7A11000 Emerg repl aneurysm bifurc aorta by anast aorta to fem art
7A11100 Replace aneurysm bifurc aorta by anast aorta to femoral art
7A11200 Emerg repl aneurysm bifurc aorta by anast aorta to iliac a
7A11211 Y graft of abdominal aortic aneurysm (emergency)
7A11300 Replace aneurysm bifurc aorta by anast aorta to iliac artery
7A11311 Y graft abdominal aortic aneurysm
7A11y00 Replacement of aneurysmal bifurcation of aorta OS
7A11z00 Replacement of aneurysmal bifurcation of aorta NOS
7A13.11 Emergency repair of aortic aneurysm
7A13400 Emerg replace aneurysm abdom aorta by anast aorta/aorta NEC
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7A13411 Tube graft abdominal aortic aneurysm (emergency)
7A14.11 Aortic aneurysm repair
7A14400 Replace aneurysm abdominal aorta by anast aorta to aorta NEC
7A14411 Tube graft of abdominal aortic aneurysm
7A1B000 Endovascular stenting infrarenal abdominal aortic aneurysm
7A1B100 Endovascular stenting of suprarenal aortic aneurysm
7A1B600 Endovascular stenting for aortic aneurysm of bifurcation NEC
7A1B800 Endovascul insert stent infrarenal abdominal aortic aneurysm
7A1B900 Endovascular insertion stent for suprarenal aortic aneurysm
7A1BA00 Endovascular insertion of stent for thoracic aortic aneurysm
7A1BC00 Endovas insert stent for aortic aneurysm of bifurcation NEC
7A1C000 Endovas ins stent graft for infrarenal abdom aortic aneurysm
7A1C100 Endovas insert of stent graft for suprarenal aortic aneurysm
7A1C200 Endov insertion of stent graft for thoracic aortic aneurysm
G71..00 Aortic aneurysm
G713.00 Abdominal aortic aneurysm which has ruptured
G713.11 Ruptured abdominal aortic aneurysm
G713000 Ruptured suprarenal aortic aneurysm
G714.00 Abdominal aortic aneurysm without mention of rupture
G714.11 AAA - Abdominal aortic aneurysm without mention of rupture
G714000 Juxtarenal aortic aneurysm
G714200 Infrarenal abdominal aortic aneurysm
G714300 Aneurysm of suprarenal aorta
G715.00 Ruptured aortic aneurysm NOS
G715000 Thoracoabdominal aortic aneurysm, ruptured
G716.00 Aortic aneurysm without mention of rupture NOS
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G716000 Thoracoabdominal aortic aneurysm, without mention of rupture
G718.00 Leaking abdominal aortic aneurysm
G71z.00 Aortic aneurysm NOS
Gyu7100 [X]Aortic aneurysm of unspecified site, ruptured
Gyu7200 [X]Aortic aneurysm of unspecified site, nonruptured
7A20000 Replacement of carotid artery using graft
7A20100 Intracranial bypass to carotid artery
7A20200 Bypass to carotid artery NEC
7A20300 Endarterectomy and patch repair of carotid artery
7A20311 Carotid endarterectomy and patch
7A20400 Endarterectomy of carotid artery NEC
7A20500 High-flow inter extrac intrac byp ext carot art mid cer art
7A20600 Byp carot art anastom superfic tempor artery middle cere art
7A20700 Intracranial bypass from carotid artery NEC
7A20y00 Other specified reconstruction of carotid artery
7A20z00 Reconstruction of carotid artery NOS
7A21.00 Other open operations on carotid artery
7A21000 Repair of carotid artery NEC
7A21100 Ligation of carotid artery
7A22.00 Transluminal operations on carotid artery
7A22000 Percutaneous transluminal angioplasty of carotid artery
7A22200 Endovascular repair of carotid artery
7A22300 Percutaneous transluminal insertion stent carotid artery
7A22y00 Other specified transluminal operation on carotid artery
7A22z00 Transluminal operation on carotid artery NOS
G630.00 Basilar artery occlusion
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G631.00 Carotid artery occlusion
G631.11 Stenosis, carotid artery
G631.12 Thrombosis, carotid artery
G634.00 Carotid artery stenosis
G63y.00 Other precerebral artery occlusion
G63z.00 Precerebral artery occlusion NOS
G653.00 Carotid artery syndrome hemispheric
G670.00 Cerebral atherosclerosis
G670.11 Precerebral atherosclerosis
G677.00 Occlusion/stenosis cerebral arts not result cerebral infarct
G70y000 Carotid artery atherosclerosis
G70y000 Carotid artery atherosclerosis
G70y011 Carotid artery disease
G70y011 Carotid artery disease
Gyu6500 [X]Occlusion and stenosis of other precerebral arteries
SP01200 Mechanical complication of carotid artery bypass
14NB.00 H/O: Peripheral vascular disease procedure
662U.00 Peripheral vascular disease monitoring
9m1..00 Peripheral vascular disease monitoring invitation
9N4h.00 DNA - Did not attend peripheral vascular disease c
G63..00 Precerebral arterial occlusion
G63..12 Stenosis of precerebral arteries
G70..00 Atherosclerosis
G70..11 Arteriosclerosis
G700.00 Aortic atherosclerosis
G700.11 Aorto-iliac disease
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G702.00 Extremity artery atheroma
G702000 Monckeberg's medial sclerosis
G70z.00 Arteriosclerotic vascular disease NOS
G73..00 Other peripheral vascular disease
G73..11 Peripheral ischaemic vascular disease
G73..12 Ischaemia of legs
G73..13 Peripheral ischaemia
G733.00 Ischaemic foot
G734.00 Peripheral arterial disease
G73y.00 Other specified peripheral vascular disease
G73yz00 Other specified peripheral vascular disease NOS
G73z.00 Peripheral vascular disease NOS
G73z000 Intermittent claudication
G73z011 Claudication
G73z012 Vascular claudication
G73zz00 Peripheral vascular disease NOS
G784.00 Occlusion of artery of lower limb
G784000 Occlusion of dorsalis pedis artery
G784100 Occlusion of anterior tibial artery
G784200 Occlusion of posterior tibial artery
Gyu7400 [X]Other specified peripheral vascular diseases
Non-ASCVD
T2DM
66A3.00 Diabetic on diet only
66A4.00 Diabetic on oral treatment
66Ao.00 Diabetes type 2 review
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66At100 Type II diabetic dietary review
66At111 Type 2 diabetic dietary review
C100100 Diabetes mellitus, adult onset, no mention of comp
C100111 Maturity onset diabetes
C100112 Non-insulin dependent diabetes mellitus
C101100 Diabetes mellitus, adult onset, with ketoacidosis
C102.00 Diabetes mellitus with hyperosmolar coma
C102100 Diabetes mellitus, adult onset, with hyperosmolar
C103100 Diabetes mellitus, adult onset, with ketoacidotic
C105100 Diabetes mellitus, adult onset, + ophthalmic manif
C106100 Diabetes mellitus, adult onset, + neurological man
C107100 Diabetes mellitus, adult, + peripheral circulatory
C107200 Diabetes mellitus, adult with gangrene
C109.00 Non-insulin dependent diabetes mellitus
C109.11 NIDDM - Non-insulin dependent diabetes mellitus
C109.12 Type 2 diabetes mellitus
C109.13 Type II diabetes mellitus
C109200 Non-insulin-dependent diabetes mellitus with neuro
C109211 Type II diabetes mellitus with neurological compli
C109212 Type 2 diabetes mellitus with neurological complic
C109300 Non-insulin-dependent diabetes mellitus with multi
C109311 Type II diabetes mellitus with multiple complicati
C109312 Type 2 diabetes mellitus with multiple complicatio
C109400 Non-insulin dependent diabetes mellitus with ulcer
C109411 Type II diabetes mellitus with ulcer
C109412 Type 2 diabetes mellitus with ulcer
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C109500 Non-insulin dependent diabetes mellitus with gangr
C109511 Type II diabetes mellitus with gangrene
C109512 Type 2 diabetes mellitus with gangrene
C109700 Non-insulin dependent diabetes mellitus - poor con
C109711 Type II diabetes mellitus - poor control
C109712 Type 2 diabetes mellitus - poor control
C109900 Non-insulin-dependent diabetes mellitus without co
C109911 Type II diabetes mellitus without complication
C109912 Type 2 diabetes mellitus without complication
C109A00 Non-insulin dependent diabetes mellitus with monon
C109A11 Type II diabetes mellitus with mononeuropathy
C109A12 Type 2 diabetes mellitus with mononeuropathy
C109B00 Non-insulin dependent diabetes mellitus with polyn
C109B11 Type II diabetes mellitus with polyneuropathy
C109B12 Type 2 diabetes mellitus with polyneuropathy
C109D00 Non-insulin dependent diabetes mellitus with hypog
C109D11 Type II diabetes mellitus with hypoglycaemic coma
C109D12 Type 2 diabetes mellitus with hypoglycaemic coma
C109E00 Non-insulin depend diabetes mellitus with diabetic
C109E11 Type II diabetes mellitus with diabetic cataract
C109E12 Type 2 diabetes mellitus with diabetic cataract
C109F11 Type II diabetes mellitus with peripheral angiopat
C109F12 Type 2 diabetes mellitus with peripheral angiopath
C109G00 Non-insulin dependent diabetes mellitus with arthr
C109G11 Type II diabetes mellitus with arthropathy
C109G12 Type 2 diabetes mellitus with arthropathy
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C109H11 Type II diabetes mellitus with neuropathic arthrop
C109H12 Type 2 diabetes mellitus with neuropathic arthropa
C109J00 Insulin treated Type 2 diabetes mellitus
C109J11 Insulin treated non-insulin dependent diabetes mel
C109J12 Insulin treated Type II diabetes mellitus
C109K00 Hyperosmolar non-ketotic state in type 2 diabetes
C10C.00 Diabetes mellitus autosomal dominant
C10C.11 Maturity onset diabetes in youth
C10D.00 Diabetes mellitus autosomal dominant type 2
C10D.11 Maturity onset diabetes in youth type 2
C10F.00 Type 2 diabetes mellitus
C10F.11 Type II diabetes mellitus
C10F200 Type 2 diabetes mellitus with neurological complic
C10F211 Type II diabetes mellitus with neurological compli
C10F300 Type 2 diabetes mellitus with multiple complicatio
C10F311 Type II diabetes mellitus with multiple complicati
C10F400 Type 2 diabetes mellitus with ulcer
C10F411 Type II diabetes mellitus with ulcer
C10F500 Type 2 diabetes mellitus with gangrene
C10F511 Type II diabetes mellitus with gangrene
C10F700 Type 2 diabetes mellitus - poor control
C10F711 Type II diabetes mellitus - poor control
C10F900 Type 2 diabetes mellitus without complication
C10F911 Type II diabetes mellitus without complication
C10FA00 Type 2 diabetes mellitus with mononeuropathy
C10FA11 Type II diabetes mellitus with mononeuropathy
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C10FB00 Type 2 diabetes mellitus with polyneuropathy
C10FB11 Type II diabetes mellitus with polyneuropathy
C10FD00 Type 2 diabetes mellitus with hypoglycaemic coma
C10FD11 Type II diabetes mellitus with hypoglycaemic coma
C10FE00 Type 2 diabetes mellitus with diabetic cataract
C10FE11 Type II diabetes mellitus with diabetic cataract
C10FF00 Type 2 diabetes mellitus with peripheral angiopath
C10FF11 Type II diabetes mellitus with peripheral angiopat
C10FG00 Type 2 diabetes mellitus with arthropathy
C10FG11 Type II diabetes mellitus with arthropathy
C10FH00 Type 2 diabetes mellitus with neuropathic arthropa
C10FH11 Type II diabetes mellitus with neuropathic arthrop
C10FJ00 Insulin treated Type 2 diabetes mellitus
C10FJ11 Insulin treated Type II diabetes mellitus
C10FK00 Hyperosmolar non-ketotic state in type 2 diabetes
C10FK11 Hyperosmolar non-ketotic state in type II diabetes
C10FN00 Type 2 diabetes mellitus with ketoacidosis
C10FN11 Type II diabetes mellitus with ketoacidosis
C10FP00 Type 2 diabetes mellitus with ketoacidotic coma
C10FP11 Type II diabetes mellitus with ketoacidotic coma
C10FR00 Type 2 diabetes mellitus with gastroparesis
C10FR11 Type II diabetes mellitus with gastroparesis
C10FS00 Maternally inherited diabetes mellitus
C10N.00 Secondary diabetes mellitus
C10N000 Secondary diabetes mellitus without complication
C10y100 Diabetes mellitus, adult, + other specified manife
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C10z100 Diabetes mellitus, adult onset, + unspecified comp
L180600 Pre-existing diabetes mellitus, non-insulin-depend
C104100 Diabetes mellitus, adult onset, with renal manifes
C109000 Non-insulin-dependent diabetes mellitus with renal
C109011 Type II diabetes mellitus with renal complications
C109012 Type 2 diabetes mellitus with renal complications
C109C00 Non-insulin dependent diabetes mellitus with nephr
C109C11 Type II diabetes mellitus with nephropathy
C109C12 Type 2 diabetes mellitus with nephropathy
C10F000 Type 2 diabetes mellitus with renal complications
C10F011 Type II diabetes mellitus with renal complications
C10FC00 Type 2 diabetes mellitus with nephropathy
C10FC11 Type II diabetes mellitus with nephropathy
C10FL00 Type 2 diabetes mellitus with persistent proteinur
C10FL11 Type II diabetes mellitus with persistent proteinu
C10FM00 Type 2 diabetes mellitus with persistent microalbu
C10FM11 Type II diabetes mellitus with persistent microalb
C109100 Non-insulin-dependent diabetes mellitus with ophth
C109111 Type II diabetes mellitus with ophthalmic complica
C109112 Type 2 diabetes mellitus with ophthalmic complicat
C109600 Non-insulin-dependent diabetes mellitus with retin
C109611 Type II diabetes mellitus with retinopathy
C109612 Type 2 diabetes mellitus with retinopathy
C10F100 Type 2 diabetes mellitus with ophthalmic complicat
C10F111 Type II diabetes mellitus with ophthalmic complica
C10F600 Type 2 diabetes mellitus with retinopathy
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C10F611 Type II diabetes mellitus with retinopathy
C10FQ00 Type 2 diabetes mellitus with exudative maculopath
C10FQ11 Type II diabetes mellitus with exudative maculopat
T1DM
66An.00 Diabetes type 1 review
66At000 Type I diabetic dietary review
66At011 Type 1 diabetic dietary review
66AV.00 Diabetic on insulin and oral treatment
C100000 Diabetes mellitus, juvenile type, no mention of co
C100011 Insulin dependent diabetes mellitus
C101000 Diabetes mellitus, juvenile type, with ketoacidosi
C102000 Diabetes mellitus, juvenile type, with hyperosmola
C103000 Diabetes mellitus, juvenile type, with ketoacidoti
C105000 Diabetes mellitus, juvenile type, + ophthalmic man
C106000 Diabetes mellitus, juvenile, + neurological manife
C107000 Diabetes mellitus, juvenile +peripheral circulator
C108.00 Insulin dependent diabetes mellitus
C108.11 IDDM-Insulin dependent diabetes mellitus
C108.12 Type 1 diabetes mellitus
C108.13 Type I diabetes mellitus
C108200 Insulin-dependent diabetes mellitus with neurologi
C108211 Type I diabetes mellitus with neurological complic
C108212 Type 1 diabetes mellitus with neurological complic
C108300 Insulin dependent diabetes mellitus with multiple
C108311 Type I diabetes mellitus with multiple complicatio
C108312 Type 1 diabetes mellitus with multiple complicatio
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C108400 Unstable insulin dependent diabetes mellitus
C108411 Unstable type I diabetes mellitus
C108412 Unstable type 1 diabetes mellitus
C108500 Insulin dependent diabetes mellitus with ulcer
C108511 Type I diabetes mellitus with ulcer
C108512 Type 1 diabetes mellitus with ulcer
C108600 Insulin dependent diabetes mellitus with gangrene
C108611 Type I diabetes mellitus with gangrene
C108612 Type 1 diabetes mellitus with gangrene
C108800 Insulin dependent diabetes mellitus - poor control
C108811 Type I diabetes mellitus - poor control
C108812 Type 1 diabetes mellitus - poor control
C108900 Insulin dependent diabetes maturity onset
C108911 Type I diabetes mellitus maturity onset
C108912 Type 1 diabetes mellitus maturity onset
C108A00 Insulin-dependent diabetes without complication
C108A11 Type I diabetes mellitus without complication
C108A12 Type 1 diabetes mellitus without complication
C108B00 Insulin dependent diabetes mellitus with mononeuro
C108B11 Type I diabetes mellitus with mononeuropathy
C108B12 Type 1 diabetes mellitus with mononeuropathy
C108C00 Insulin dependent diabetes mellitus with polyneuro
C108C11 Type I diabetes mellitus with polyneuropathy
C108C12 Type 1 diabetes mellitus with polyneuropathy
C108E00 Insulin dependent diabetes mellitus with hypoglyca
C108E11 Type I diabetes mellitus with hypoglycaemic coma
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C108E12 Type 1 diabetes mellitus with hypoglycaemic coma
C108F00 Insulin dependent diabetes mellitus with diabetic
C108F11 Type I diabetes mellitus with diabetic cataract
C108F12 Type 1 diabetes mellitus with diabetic cataract
C108G11 Type I diabetes mellitus with peripheral angiopath
C108G12 Type 1 diabetes mellitus with peripheral angiopath
C108H00 Insulin dependent diabetes mellitus with arthropat
C108H11 Type I diabetes mellitus with arthropathy
C108H12 Type 1 diabetes mellitus with arthropathy
C108J11 Type I diabetes mellitus with neuropathic arthropa
C108J12 Type 1 diabetes mellitus with neuropathic arthropa
C10C.12 Maturity onset diabetes in youth type 1
C10E.00 Type 1 diabetes mellitus
C10E.11 Type I diabetes mellitus
C10E.12 Insulin dependent diabetes mellitus
C10E200 Type 1 diabetes mellitus with neurological complic
C10E211 Type I diabetes mellitus with neurological complic
C10E212 Insulin-dependent diabetes mellitus with neurologi
C10E300 Type 1 diabetes mellitus with multiple complicatio
C10E311 Type I diabetes mellitus with multiple complicatio
C10E312 Insulin dependent diabetes mellitus with multiple
C10E400 Unstable type 1 diabetes mellitus
C10E411 Unstable type I diabetes mellitus
C10E412 Unstable insulin dependent diabetes mellitus
C10E500 Type 1 diabetes mellitus with ulcer
C10E511 Type I diabetes mellitus with ulcer
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C10E512 Insulin dependent diabetes mellitus with ulcer
C10E600 Type 1 diabetes mellitus with gangrene
C10E611 Type I diabetes mellitus with gangrene
C10E612 Insulin dependent diabetes mellitus with gangrene
C10E800 Type 1 diabetes mellitus - poor control
C10E811 Type I diabetes mellitus - poor control
C10E812 Insulin dependent diabetes mellitus - poor control
C10E900 Type 1 diabetes mellitus maturity onset
C10E911 Type I diabetes mellitus maturity onset
C10E912 Insulin dependent diabetes maturity onset
C10EA00 Type 1 diabetes mellitus without complication
C10EA11 Type I diabetes mellitus without complication
C10EA12 Insulin-dependent diabetes without complication
C10EB00 Type 1 diabetes mellitus with mononeuropathy
C10EB11 Type I diabetes mellitus with mononeuropathy
C10EB12 Insulin dependent diabetes mellitus with mononeuro
C10EC00 Type 1 diabetes mellitus with polyneuropathy
C10EC11 Type I diabetes mellitus with polyneuropathy
C10EC12 Insulin dependent diabetes mellitus with polyneuro
C10EE00 Type 1 diabetes mellitus with hypoglycaemic coma
C10EE11 Type I diabetes mellitus with hypoglycaemic coma
C10EE12 Insulin dependent diabetes mellitus with hypoglyca
C10EF00 Type 1 diabetes mellitus with diabetic cataract
C10EF11 Type I diabetes mellitus with diabetic cataract
C10EF12 Insulin dependent diabetes mellitus with diabetic
C10EG00 Type 1 diabetes mellitus with peripheral angiopath
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C10EG11 Type I diabetes mellitus with peripheral angiopath
C10EH00 Type 1 diabetes mellitus with arthropathy
C10EH11 Type I diabetes mellitus with arthropathy
C10EH12 Insulin dependent diabetes mellitus with arthropat
C10EJ00 Type 1 diabetes mellitus with neuropathic arthropa
C10EJ11 Type I diabetes mellitus with neuropathic arthropa
C10EK00 Type 1 diabetes mellitus with persistent proteinur
C10EK11 Type I diabetes mellitus with persistent proteinur
C10EL00 Type 1 diabetes mellitus with persistent microalbu
C10EL11 Type I diabetes mellitus with persistent microalbu
C10EM00 Type 1 diabetes mellitus with ketoacidosis
C10EM11 Type I diabetes mellitus with ketoacidosis
C10EN00 Type 1 diabetes mellitus with ketoacidotic coma
C10EN11 Type I diabetes mellitus with ketoacidotic coma
C10EQ00 Type 1 diabetes mellitus with gastroparesis
C10EQ11 Type I diabetes mellitus with gastroparesis
C10y000 Diabetes mellitus, juvenile, + other specified man
C10z000 Diabetes mellitus, juvenile type, + unspecified co
L180500 Pre-existing diabetes mellitus, insulin-dependent
C104000 Diabetes mellitus, juvenile type, with renal manif
C108000 Insulin-dependent diabetes mellitus with renal com
C108011 Type I diabetes mellitus with renal complications
C108012 Type 1 diabetes mellitus with renal complications
C108D00 Insulin dependent diabetes mellitus with nephropat
C108D11 Type I diabetes mellitus with nephropathy
C108D12 Type 1 diabetes mellitus with nephropathy
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C10E000 Type 1 diabetes mellitus with renal complications
C10E011 Type I diabetes mellitus with renal complications
C10E012 Insulin-dependent diabetes mellitus with renal com
C10ED00 Type 1 diabetes mellitus with nephropathy
C10ED11 Type I diabetes mellitus with nephropathy
C10ED12 Insulin dependent diabetes mellitus with nephropat
C108100 Insulin-dependent diabetes mellitus with ophthalmi
C108111 Type I diabetes mellitus with ophthalmic complicat
C108112 Type 1 diabetes mellitus with ophthalmic complicat
C108700 Insulin dependent diabetes mellitus with retinopat
C108711 Type I diabetes mellitus with retinopathy
C108712 Type 1 diabetes mellitus with retinopathy
C10E100 Type 1 diabetes mellitus with ophthalmic complicat
C10E111 Type I diabetes mellitus with ophthalmic complicat
C10E112 Insulin-dependent diabetes mellitus with ophthalmi
C10E700 Type 1 diabetes mellitus with retinopathy
C10E711 Type I diabetes mellitus with retinopathy
C10E712 Insulin dependent diabetes mellitus with retinopat
C10EP00 Type 1 diabetes mellitus with exudative maculopath
C10EP11 Type I diabetes mellitus with exudative maculopath
CKD
1Z12.00 Chronic kidney disease stage 3
1Z15.00 Chronic kidney disease stage 3A
1Z16.00 Chronic kidney disease stage 3B
1Z1B.00 Chronic kidney disease stage 3 with proteinuria
1Z1B.11 CKD stage 3 with proteinuria
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1Z1C.00 Chronic kidney disease stage 3 without proteinuria
1Z1C.11 CKD stage 3 without proteinuria
1Z1D.00 Chronic kidney disease stage 3A with proteinuria
1Z1D.11 CKD stage 3A with proteinuria
1Z1E.00 Chronic kidney disease stage 3A without proteinuria
1Z1E.11 CKD stage 3A without proteinuria
1Z1F.00 Chronic kidney disease stage 3B with proteinuria
1Z1F.11 CKD stage 3B with proteinuria
1Z1G.00 Chronic kidney disease stage 3B without proteinuria
1Z1G.11 CKD stage 3B without proteinuria
K053.00 Chronic kidney disease stage 3
1Z1H.00 Chronic kidney disease stage 4 with proteinuria
1Z1H.11 CKD stage 4 with proteinuria
1Z1J.00 Chronic kidney disease stage 4 without proteinuria
1Z1J.11 CKD stage 4 without proteinuria
K054.00 Chronic kidney disease stage 4
1Z1K.00 Chronic kidney disease stage 5 with proteinuria
1Z1K.11 CKD stage 5 with proteinuria
1Z1L.00 Chronic kidney disease stage 5 without proteinuria
1Z1L.11 CKD stage 5 without proteinuria
7L1A.11 Dialysis for renal failure
7L1A000 Renal dialysis
7L1A100 Peritoneal dialysis
7L1A200 Haemodialysis NEC
7L1A400 Automated peritoneal dialysis
7L1A500 Continuous ambulatory peritoneal dialysis
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7L1A600 Peritoneal dialysis NEC
K055.00 Chronic kidney disease stage 5
SP06B00 Continuous ambulatory peritoneal dialysis associated perit
SP0E.00 Disorders associated with peritoneal dialysis
K05..12 End stage renal failure
K050.00 End stage renal failure
ACS, acute coronary syndrome; ASCVD, atherosclerotic cardiovascular disease; CHD, coronary heart
disease; CKD, chronic kidney disease; PAD, peripheral arterial disease; T1DM, type 1 diabetes mellitus;
T2DM, type 1 diabetes mellitus
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SUPPLEMENTAL TABLE S2. Categorisation of Lipid Modifying Therapy (LMT)
High-intensity statin Atorvastatin 20, 40, and 80 mg; rosuvastatin 10, 20, and 40 mg; simvastatin 80
mg
Medium-intensity statin Atorvastatin 10 mg; rosuvastatin 5 mg; simvastatin 20 and 40 mg; fluvastatin
80 mg
Low-intensity statin Simvastatin 10 mg; pravastatin 10, 20, and 40 mg; fluvastatin 20 and 40 mg
Nonstatin LMT Ezetimibe, nicotinic acid (niacin, acipimox), fibrates (benzafibrate, ciprofibrate,
fenofibrate, and gemfibrozil), bile acid sequestrants (cholestyramine,
colesevelam, and colestipol)
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SUPPLEMENTAL TABLE S3. Baseline Characteristics for the Overall ASCVD
Cohort and Prevalent Subgroups
Recent ACS
(n = 3112)
Other CHD (n = 60 347)
Ischaemic stroke / TIA (n = 26 146)
PAD (n = 19 830)
Total ASCVD
(n = 91 479)
Demographic characteristics
Age, mean, years (SD) 67.8 (12.8) 72.6 (10.6) 73.9 (11.5) 73.5 (10.3) 72.6 (10.9)
Male, % 66.5 63.7 52.3 65.4 60.7
Social deprivation index*, mean (SD)
2.7 (1.4)
2.7 (1.4)
2.6 (1.4)
2.8 (1.4)
2.7 (1.4)
Ethnicity, %
White 28.3 30.3 29.5 30.6 30.0
South Asian† 15.1 14.0 13.8 12.9 13.9
Black Caribbean / African
0.3 0.3 0.5 0.4 0.3
Chinese 0.0 0.1 0.1 0.1 0.1
Not recorded 56.4 55.4 56.1 56.1 55.8
Current smoker, % 15.2 12.1 13.5 26.6 14.1
BMI, mean, kg/m2 (SD) 28.4 (5.4) 28.5 (5.3) 27.8 (5.4) 27.7 (5.3) 28.3 (5.4)
Systolic BP, mean (SD)
128.9 (17.8)
131.4 (15.8)
132.8 (16.0)
133.5 (16.4)
132.1 (15.9)
Baseline clinical characteristics
Recent ACS, % 100.0 3.3 0.9 1.6 3.4
Other CHD, % 64.2 100.0 24.0 34.0 66.0
Ischaemic stroke / TIA, %
7.6 10.4 100.0 21.5 28.6
PAD, % 10.1 11.2 16.3 100.0 21.7
DM, % 27.0 30.0 27.3 34.5 29.4
Hypertension, % 50.4 61.2 64.0 66.7 61.5
History of CHF, % 14.0 11.3 6.9 8.9 9.1
CKD stage III 17.2 24.4 22.1 23.0 23.5
CKD stage IV- V‡ 0.2 0.3 0.2 0.4 0.2
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Concomitant medication use¶
Beta-blockers, % 81.4 60.1 23.5 22.4 48.7
ACEI/ARBs, % 85.0 65.3 52.1 52.4 61.7
Antiplatelets,# % 52.5 13.5 29.7 15.4 18.5
* Social deprivation index is defined by Townsend deprivation index score, 1 = most affluent and 5 = least
affluent;
† Includes Indian, Pakistani, Bangladeshi, and other South Asian individuals;
‡ Stage V CKD includes
end-stage renal disease and dialysis. ¶ Medication use on index date.
# Clopidogrel/ticagrelor/prasugrel
ACEI, angiotensin converting enzyme inhibitor; ACS, acute coronary syndrome; ARB, angiotensin II
receptor blocker; ASCVD, atherosclerotic cardiovascular disease; BMI, body-mass index; BP, blood
pressure; CHD, coronary heart disease; CHF, congestive heart failure; CKD, chronic kidney disease; DM,
diabetes mellitus; PAD, peripheral arterial disease; SD, standard deviation; TIA, transient ischaemic
attack
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SUPPLEMENTAL TABLE S4. Use of LMT in the Overall ASCVD Cohort and
Prevalent Subgroups
Recent ACS
(n = 3112)
Other CHD (n = 60 347)
Ischaemic stroke / TIA (n = 26 146)
PAD (n = 19 830)
Total ASCVD
(n = 91 479)
High-intensity statin, % 62.4 35.5 24.7 30.2 31.4
Monotherapy, % 93.3 91.9 92.6 91.1 92.2
Plus Ezetimibe, % 1.0 4.5 3.5 4.7 4.1
Plus other nonstatin LMT, % 5.8 3.5 3.9 4.2 3.7
Medium-intensity statin, % 22.6 40.7 44.8 42.8 42.1
Monotherapy, % 98.6 97.9 98.4 98.4 98.2
Plus Ezetimibe, % 0.6 1.2 0.9 0.8 1.0
Plus other nonstatin LMT, % 0.9 0.9 0.7 0.8 0.8
Low-intensity statin, % 2.1 5.7 5.8 5.4 5.6
Monotherapy, % 93.8 95.8 96.6 96.3 96.3
Plus Ezetimibe, % 6.3 3.3 2.6 3.0 2.8
Plus other nonstatin LMT, % 0.0 0.9 0.9 0.7 0.8
Nonstatins only, % 0.9 2.0 1.8 1.9 1.9
Ezetimibe, monotherapy, % 70.4 61.5 65.4 60.1 61.6
Other nonstatin LMT, % 29.6 38.5 34.6 39.9 38.4
Not currently treated by LMT, % 12.1 16.0 22.9 19.7 19.0
Previously on high-intensity statin, %
20.7 16.7 10.1 12.7 13.2
Previously on medium-intensity statin, %
22.8 40.5 38.9 36.7 38.4
Previously on low-intensity statin, %
5.6 9.9 7.7 7.6 8.5
Previously on nonstatin LMT, % 4.8 7.2 5.6 5.7 5.9
No previous LMT, % 46.1 25.7 37.7 37.3 34.0
Numbers in the grey bars denote absolute percentages, and add up to 100% vertically. Numbers in the
white bars are relative percentages of the absolute percentages in the grey bars.
ACS, acute coronary syndrome; ASCVD, atherosclerotic cardiovascular disease; CHD, coronary heart
disease; LMT, lipid modifying therapy; PAD, peripheral arterial disease; TIA, transient ischaemic attack
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SUPPLEMENTAL TABLE S5. Lipid Level Achievement by LMT in the Overall
ASCVD Cohort and Prevalent Subgroups
Recent ACS
(n = 3112)
Other CHD (n = 58 348)
Ischaemic stroke / TIA (n = 19 785)
PAD (n = 10 234)
Total ASCVD
(n = 91 479)
Mean LDL-C, mmol/L
High-intensity statin 1.8 2.1 2.1 2.1 2.1
Medium-intensity statin 2.0 2.0 2.0 2.1 2.0
Low-intensity statin 2.5 2.3 2.4 2.4 2.3
Nonstatin LMT only 3.0 3.0 3.0 3.0 3.0
No current LMT 2.9 3.1 3.1 3.1 3.1
Total 2.0 2.2 2.3 2.4 2.3
LDL-C <1.8 mmol/L, %
High-intensity statin 52.6 36.8 35.1 33.2 37.3
Medium-intensity statin 38.7 38.2 37.8 35.1 37.8
Low-intensity statin 23.4 23.6 21.4 21.5 22.9
Nonstatin LMT only 11.1 6.3 4.7 9.2 6.4
No current LMT 14.9 8.7 6.5 7.4 8.0
Total 43.9 31.5 27.9 26.4 30.6
Mean non-HDL-C, mmol/L
High-intensity statin 2.4 2.8 2.8 2.9 2.8
Medium-intensity statin 2.7 2.6 2.6 2.7 2.6
Low-intensity statin 3.2 2.9 3.0 3.0 2.9
Nonstatin LMT only 3.9 3.7 3.7 3.7 3.7
No current LMT 3.6 3.7 3.8 3.8 3.8
Total 2.6 2.9 3.0 3.1 2.9
Non-HDL-C <2.6 mmol/L, %
High-intensity statin 64.8 47.2 46.6 42.9 47.9
Medium-intensity statin 50.0 51.8 54.9 48.6 52.1
Low-intensity statin 26.6 37.6 36.6 33.1 36.8
Nonstatin LMT only 7.4 12.3 10.8 14.1 12.1
No current LMT 20.7 14.9 13.8 13.6 14.5
Total 54.8 42.6 41.0 36.9 42.0
ACS, acute coronary syndrome; ASCVD, atherosclerotic cardiovascular disease; CHD, coronary heart
disease; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; LMT,
lipid modifying therapy; PAD, peripheral arterial disease; TIA, transient ischaemic attack
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SUPPLEMENTAL TABLE S6. Lipid Level Achievement by LMT in the Overall
ASCVD Cohort and Hierarchical Subgroups
Recent ACS
(n = 3112)
Other CHD (n = 60 347)
Ischaemic stroke / TIA (n = 26 146)
PAD (n = 19 830)
Total ASCVD
(n = 91 479)
Mean LDL-C, mmol/L
High-intensity statin 1.8 2.1 2.1 2.1 2.1
Medium-intensity statin 2.0 2.0 2.0 2.0 2.0
Low-intensity statin 2.5 2.3 2.3 2.3 2.3
Nonstatin LMT only 3.0 3.0 3.0 3.0 3.0
No current LMT 2.9 3.1 3.1 3.1 3.1
Total 2.0 2.2 2.3 2.3 2.3
LDL-C <1.8 mmol/L, %
High-intensity statin 52.6 37.7 36.2 36.6 37.3
Medium-intensity statin 38.7 38.3 38.9 37.3 37.8
Low-intensity statin 23.4 23.5 23.6 22.0 22.9
Nonstatin LMT only 11.1 6.3 5.2 9.4 6.4
No current LMT 14.9 8.9 7.0 8.4 8.0
Total 43.8 32.0 28.4 26.4 30.6
Mean non-HDL-C, mmol/L
High-intensity statin 2.4 2.7 2.8 2.8 2.8
Medium-intensity statin 2.7 2.6 2.6 2.7 2.6
Low-intensity statin 3.2 2.9 2.9 3.0 2.9
Nonstatin LMT only 3.9 3.7 3.7 3.7 3.7
No current LMT 3.6 3.7 3.8 3.7 3.8
Total 2.6 2.9 3.0 3.0 2.9
Non-HDL-C <2.6 mmol/L, %
High-intensity statin 64.8 48.2 47.1 45.9 47.9
Medium-intensity statin 50.0 51.8 55.0 51.0 52.1
Low-intensity statin 26.6 37.4 39.5 34.6 36.8
Nonstatin LMT only 7.4 12.3 11.7 14.4 12.1
No current LMT 20.7 15.0 14.3 14.9 14.5
Total 54.5 43.0 41.5 36.9 42.0
ACS, acute coronary syndrome; ASCVD, atherosclerotic cardiovascular disease; CHD, coronary heart
disease; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; LMT,
lipid modifying therapy; PAD, peripheral arterial disease; TIA, transient ischaemic attack
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SUPPLEMENTAL TABLE S7. Lipid Level Achievement by LMT in the Overall Non-
ASCVD Cohort and Subgroups
T2DM and QRISK2
>10% with CKD
(n = 11 102)
T2DM and QRISK 2
>10% without
CKD (n = 52
556)
T1DM and age >40
years with CKD
(n = 749)
T1DM and age >40 years
without CKD
(n = 4204)
CKD without
DM criteria (n = 23
475)
Total non-ASCVD (n = 92
086)
Mean LDL-C, mmol/L
High-intensity statin 2.0 2.1 1.9 2.1 2.2 2.1
Medium-intensity statin 1.9 2.0 1.8 2.0 2.2 2.0
Low-intensity statin 2.1 2.3 2.0 2.3 2.5 2.3
Nonstatin LMT only 2.8 2.9 2.5 2.7 3.1 2.9
No current LMT 2.9 3.0 2.7 2.7 3.3 3.1
Total 2.2 2.4 2.1 2.3 2.8 2.4
LDL-C <1.8 mmol/L, %
High-intensity statin 41.8 36.7 41.9 36.2 29.9 36.4
Medium-intensity statin 49.9 41.3 52.0 35.3 29.1 39.7
Low-intensity statin 32.5 26.6 45.9 25.1 16.3 25.1
Nonstatin LMT only 11.3 5.9 20.7 8.1 5.2 7.1
No current LMT 10.3 7.5 17.6 11.5 3.7 6.7
Total 35.7 28.4 39.8 25.9 15.7 26.0
Mean non-HDL-C, mmol/L
High-intensity statin 2.8 2.9 2.6 2.7 2.9 2.9
Medium-intensity statin 2.6 2.7 2.4 2.6 2.8 2.7
Low-intensity statin 2.9 3.0 2.6 2.9 3.1 3.0
Nonstatin LMT only 3.5 3.8 3.2 3.4 3.8 3.7
No current LMT 3.6 3.8 3.3 3.2 3.9 3.8
Total 2.94 3.1 2.7 2.9 3.4 3.2
Non-HDL-C <2.6 mmol/L, %
High-intensity statin 44.5 40.8 51.4 49.4 39.5 41.8
Medium-intensity statin 57.5 48.9 69.1 57.6 43.2 49.4
Low-intensity statin 42.7 35.2 51.4 43.6 27.0 34.8
Nonstatin LMT only 12.7 8.7 31.0 17.6 8.1 10.1
No current LMT 16.1 12.1 26.8 26.2 8.5 11.9
Total 41.9 34.3 52.0 43.2 24.3 33.2
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ASCVD, atherosclerotic cardiovascular disease; CKD, chronic kidney disease; HDL-C, high-density
lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; LMT, lipid modifying therapy; T1DM,
type 1 diabetes mellitus; T2DM, type 2 diabetes mellitus
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The RECORD statement – checklist of items, extended from the STROBE statement, that should be reported in observational studies using
routinely collected health data.
Item
No.
STROBE items Location in
manuscript where
items are reported
RECORD items Location in
manuscript
where items are
reported
Title and abstract
1 (a) Indicate the study’s design
with a commonly used term in
the title or the abstract (b)
Provide in the abstract an
informative and balanced
summary of what was done and
what was found
Abstract p3
RECORD 1.1: The type of data used
should be specified in the title or
abstract. When possible, the name of
the databases used should be included.
RECORD 1.2: If applicable, the
geographic region and timeframe within
which the study took place should be
reported in the title or abstract.
RECORD 1.3: If linkage between
databases was conducted for the study,
this should be clearly stated in the title
or abstract.
Abstract p3
Abstract p3
Not applicable
(n/a)
Introduction
Background
rationale
2 Explain the scientific background
and rationale for the investigation
being reported
Intro p5/6 Intro p5/6
Objectives 3 State specific objectives,
including any prespecified
hypotheses
Intro p5/6 Intro p5/6
Methods
Study Design 4 Present key elements of study
design early in the paper
Methods p7-11 Methods p7-11
Setting 5 Describe the setting, locations,
and relevant dates, including
periods of recruitment, exposure,
follow-up, and data collection
Methods p7-11 Methods p7-11
Participants 6 (a) Cohort study - Give the
eligibility criteria, and the
Methods p7-11 plus
supplemental files
RECORD 6.1: The methods of study
population selection (such as codes or
Methods p7-11
plus supplemental
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sources and methods of selection
of participants. Describe methods
of follow-up
Case-control study - Give the
eligibility criteria, and the
sources and methods of case
ascertainment and control
selection. Give the rationale for
the choice of cases and controls
Cross-sectional study - Give the
eligibility criteria, and the
sources and methods of selection
of participants
(b) Cohort study - For matched
studies, give matching criteria
and number of exposed and
unexposed
Case-control study - For matched
studies, give matching criteria
and the number of controls per
case
algorithms used to identify subjects)
should be listed in detail. If this is not
possible, an explanation should be
provided.
RECORD 6.2: Any validation studies
of the codes or algorithms used to select
the population should be referenced. If
validation was conducted for this study
and not published elsewhere, detailed
methods and results should be provided.
RECORD 6.3: If the study involved
linkage of databases, consider use of a
flow diagram or other graphical display
to demonstrate the data linkage process,
including the number of individuals
with linked data at each stage.
files
Supplement
n/a
Variables 7 Clearly define all outcomes,
exposures, predictors, potential
confounders, and effect
modifiers. Give diagnostic
criteria, if applicable.
Methods p7-11 plus
supplemental files
RECORD 7.1: A complete list of codes
and algorithms used to classify
exposures, outcomes, confounders, and
effect modifiers should be provided. If
these cannot be reported, an explanation
should be provided.
Supplement
Data sources/
measurement
8 For each variable of interest, give
sources of data and details of
methods of assessment
(measurement).
Describe comparability of
assessment methods if there is
more than one group
Methods p7-11 Methods p7-11
Bias 9 Describe any efforts to address
potential sources of bias
Addressed in Results
p15 and Discussion
p21
Addressed in
Results p15 and
Discussion p21
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Study size 10 Explain how the study size was
arrived at
Methods p7-8 Methods p7-8
Quantitative
variables
11 Explain how quantitative
variables were handled in the
analyses. If applicable, describe
which groupings were chosen,
and why
Methods p7-11 Methods p7-11
Statistical
methods
12 (a) Describe all statistical
methods, including those used to
control for confounding
(b) Describe any methods used to
examine subgroups and
interactions
(c) Explain how missing data
were addressed
(d) Cohort study - If applicable,
explain how loss to follow-up
was addressed
Case-control study - If
applicable, explain how matching
of cases and controls was
addressed
Cross-sectional study - If
applicable, describe analytical
methods taking account of
sampling strategy
(e) Describe any sensitivity
analyses
Methods p7-11, with
specific stats
methods on p10-11.
Methods p7-11,
with specific stats
methods on p10-
11.
Data access and
cleaning methods
.. P10, patient
involvement section
RECORD 12.1: Authors should
describe the extent to which the
investigators had access to the database
population used to create the study
population.
RECORD 12.2: Authors should provide
information on the data cleaning
methods used in the study.
P10, patient
involvement
section
As above
Linkage .. n/a RECORD 12.3: State whether the study n/a
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included person-level, institutional-
level, or other data linkage across two
or more databases. The methods of
linkage and methods of linkage quality
evaluation should be provided.
Results
Participants 13 (a) Report the numbers of
individuals at each stage of the
study (e.g., numbers potentially
eligible, examined for eligibility,
confirmed eligible, included in
the study, completing follow-up,
and analysed)
(b) Give reasons for non-
participation at each stage.
(c) Consider use of a flow
diagram
P12 and Figure 2 RECORD 13.1: Describe in detail the
selection of the persons included in the
study (i.e., study population selection)
including filtering based on data
quality, data availability and linkage.
The selection of included persons can
be described in the text and/or by means
of the study flow diagram.
P12 and Figure 2
Descriptive data 14 (a) Give characteristics of study
participants (e.g., demographic,
clinical, social) and information
on exposures and potential
confounders
(b) Indicate the number of
participants with missing data for
each variable of interest
(c) Cohort study - summarise
follow-up time (e.g., average and
total amount)
P12 P12
Outcome data 15 Cohort study - Report numbers of
outcome events or summary
measures over time
Case-control study - Report
numbers in each exposure
category, or summary measures
of exposure
Cross-sectional study - Report
numbers of outcome events or
summary measures
P12-15 P12-15
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Main results 16 (a) Give unadjusted estimates
and, if applicable, confounder-
adjusted estimates and their
precision (e.g., 95% confidence
interval). Make clear which
confounders were adjusted for
and why they were included
(b) Report category boundaries
when continuous variables were
categorized
(c) If relevant, consider
translating estimates of relative
risk into absolute risk for a
meaningful time period
P12-15 Results p12-15
Other analyses 17 Report other analyses done—e.g.,
analyses of subgroups and
interactions, and sensitivity
analyses
Results p12-15 Results p12-15
Discussion
Key results 18 Summarise key results with
reference to study objectives
P16 P16
Limitations 19 Discuss limitations of the study,
taking into account sources of
potential bias or imprecision.
Discuss both direction and
magnitude of any potential bias
P20 RECORD 19.1: Discuss the
implications of using data that were not
created or collected to answer the
specific research question(s). Include
discussion of misclassification bias,
unmeasured confounding, missing data,
and changing eligibility over time, as
they pertain to the study being reported.
P20
Interpretation 20 Give a cautious overall
interpretation of results
considering objectives,
limitations, multiplicity of
analyses, results from similar
studies, and other relevant
evidence
P16-20, summary on
p21
P16-20, summary
on p21
Generalisability 21 Discuss the generalisability
(external validity) of the study
P16-21 P16-21
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results
Other Information
Funding 22 Give the source of funding and
the role of the funders for the
present study and, if applicable,
for the original study on which
the present article is based
P22 P22
Accessibility of
protocol, raw
data, and
programming
code
.. Information provided
within supplement
RECORD 22.1: Authors should provide
information on how to access any
supplemental information such as the
study protocol, raw data, or
programming code.
Information
provided within
supplement
*Reference: Benchimol EI, Smeeth L, Guttmann A, Harron K, Moher D, Petersen I, Sørensen HT, von Elm E, Langan SM, the RECORD Working
Committee. The REporting of studies Conducted using Observational Routinely-collected health Data (RECORD) Statement. PLoS Medicine 2015;
in press.
*Checklist is protected under Creative Commons Attribution (CC BY) license.
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A Retrospective Examination of Lipid-Lowering Treatment Patterns in a Real-World High-Risk Cohort in UK in 2014:
Comparison with the National Institute for Health and Care Excellence (NICE) 2014 Lipid Modification Guidelines
Journal: BMJ Open
Manuscript ID bmjopen-2016-013255.R1
Article Type: Research
Date Submitted by the Author: 15-Dec-2016
Complete List of Authors: Steen, Dylan; University of Cincinnati College of Medicine, Division of CV Health and Disease, UC Heart, Lung, and Vascular Institute, University of Cincinnati College of Medicine Khan, Irfan; Sanofi, Global Health Economics and Outcomes Research Ansell, David; IMS Health Sanchez, Robert; Regeneron Pharmaceuticals Inc. , Global Health Economics and Outcomes Research Ray, Kausik; Imperial College London, Department of Primary Care and Public Health
<b>Primary Subject
Heading</b>: Cardiovascular medicine
Secondary Subject Heading: Cardiovascular medicine
Keywords: low-density lipoprotein cholesterol (LDL-C), lipids, guidelines, cardiovascular disease, statins
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A Retrospective Examination of Lipid-Lowering Treatment
Patterns in a Real-World High-Risk Cohort in UK in 2014:
Comparison with the National Institute for Health and Care
Excellence (NICE) 2014 Lipid Modification Guidelines
Dylan Steen,1 Irfan Khan,2 David Ansell,3 Robert J. Sanchez,4 Kausik K. Ray5
1Division of Cardiovascular Health and Disease, University of Cincinnati College of
Medicine, Cincinnati, OH, USA
2Global Health Economics and Outcomes Research, Sanofi, Bridgewater, NJ, USA
3IMS Health, London, UK
4Global Health Economics and Outcomes Research, Regeneron Pharmaceuticals Inc.,
Tarrytown, NY, USA
5Department of Primary Care and Public Health, Imperial College, London, UK
Correspondence to:
Dylan Steen
Director of Clinical Trials and Population Health Research
Division of CV Health and Disease
UC Heart, Lung, and Vascular Institute, University of Cincinnati College of Medicine
Cardiovascular Center, 231 Albert Sabin Way, Cincinnati, OH 45267
Tel: (908) 208-6927; Fax: (513) 558-4545; Email: [email protected]
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Page 2 of 38
Word count: 4308 (main body of the article)
Keywords: low-density lipoprotein cholesterol (LDL-C), lipids, guidelines, cardiovascular
disease, statins
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ABSTRACT
Background: In 2014, guidelines from the National Institute for Health and Care
Excellence (NICE) provided updated recommendations on lipid-modifying therapy
(LMT). We assessed clinical practice contemporaneous to release of these guidelines in
a UK general-practice setting for secondary and high-risk primary-prevention
populations, and extrapolated the findings to UK nation-level.
Methods: Patients from The Health Improvement Network database with the following
criteria were included: lipid profile in 2014 (index date); ≥20 years of age; ≥2 years
representation in database prior to index; ≥1 statin indication either for atherosclerotic
cardiovascular disease (ASCVD) or the non-ASCVD conditions high-risk diabetes
mellitus and/or chronic kidney disease.
Results: Overall, 183565 patients met the inclusion criteria (n=91479 for ASCVD, 92086
for non-ASCVD). In those with ASCVD, 79% received statin treatment and 31%
received high-intensity statin. In the non-ASCVD group, 62% were on a statin and 57%
received medium- or high-intensity statin. In the ASCVD and non-ASCVD cohorts, 6%
and 15%, respectively, were already treated according to dosing recommendations as
per updated NICE guidelines. Extrapolation to the 2014 UK population indicated that, of
the 3.3 million individuals with ASCVD, 2.4 million would require statin up-titration and
680000 would require statin initiation (31% de-novo initiation, 60% re-initiation, 9%
addition to non-statin LMT) to achieve full concordance with updated guidelines. Of the
3.5 million high-risk non-ASCVD individuals, 1.6 million would require statin up-titration
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and 1.4 million would require statin initiation (59% de-novo initiation, 36% re-initiation,
5% addition to non-statin LMT).
Conclusions: A large proportion of UK individuals with ASCVD and high-risk non-
ASCVD received statin treatment (79% and 62%, respectively) during the year of NICE
2014 guidelines release. Up to 94% of ASCVD patients and 85% of high-risk non-
ASCVD individuals, representing approximately 3 million individuals in each group,
would require statin up-titration or initiation to achieve full concordance with updated
guidelines.
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Strengths and limitations of this study
� Potential implications of the 2014 NICE lipid-modification therapy guidelines on
clinical practice in UK have not been evaluated in prior reports.
� We analysed a cohort of high-risk patients representing the UK general practice from
a large representative data source and developed estimates of the extrapolated
number of individuals across the UK, including subgroups of interest, whose
treatment was already concordant with the new guidelines and those for whom up-
titration or initiation of statin therapy would be needed to achieve full concordance.
� Our study provides novel data on clinical practice in many high-risk subgroups such
as those with ischaemic stroke, peripheral arterial disease, diabetes without vascular
disease, and chronic kidney disease.
� A limitation of the study is that the summary demographic and clinical characteristics
of the cohort were based on information available in the database; certain data such
as body-mass index, ethnicity, blood pressure, and smoking status were not
available for all patients.
� Another limitation of the study is that though the definition of medication utilisation
was optimised to provide valid point-in-time estimates concurrent with lipid
measurements, whether patients actually took their medications as prescribed
cannot be ensured from the data source.
� The aim of the study was to provide a comparison of 2014 clinical practice relative to
guidelines released in 2014; these results cannot be interpreted in terms of the
impact of the new guidelines on clinical practice.
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Introduction
Despite a decade of continuing decline in cardiovascular (CV) disease mortality, CV
deaths remain the leading cause of mortality in the UK, accounting for approximately
31% of all deaths, with ischaemic heart disease and stroke representing the vast
majority (17% and 10%, respectively).1,2 Reducing low-density lipoprotein cholesterol
(LDL-C) with statin therapy has been shown to reduce all-cause and CV mortality, as
well as CV outcomes such as non-fatal myocardial infarction (MI), coronary
revascularisation procedures, and non-fatal ischaemic stroke in populations with prior
atherosclerotic CV disease (ASCVD) and in certain primary-prevention populations.3,4
The high tolerability and safety of statins have also been established across these
subgroups.3-5 Despite this, appropriate statin use and atherogenic lipid level reduction
remain suboptimal in clinical practice.6
Statins are recommended by the National Institute for Health and Care Excellence
(NICE) as first-line lipid modifying therapy (LMT) for the reduction of CV event risk in
patients with ASCVD as well as diabetes mellitus (DM), familial hypercholesterolaemia,
chronic kidney disease (CKD), and other high-risk primary-prevention populations.7 In
line with evidence from randomised trials and the recent availability of generic
atorvastatin, the 2014 NICE guidelines recommend more intensive statin therapy
compared to the 2008 guidelines. The recommended regimens include atorvastatin 80
mg for patients with ASCVD and atorvastatin 20 mg or higher for those with most other
high-risk conditions; although lower doses of atorvastatin can be used in cases of
potential drug to drug interactions, high risk of adverse effects, or patient preference.
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The present study assessed real world clinical practice in 2014 relative to the
updated NICE guidelines. In a large, representative UK population, we analysed LMT
utilisation for each of the following indications: recent acute coronary syndrome (ACS),
other coronary heart disease (CHD), ischaemic stroke / transient ischaemic attack (TIA),
peripheral arterial disease (PAD), type 1 (T1) DM, type 2 (T2) DM, and CKD. We
provide an estimate of the extrapolated number of individuals in the UK within each
subgroup whose treatment was already concordant with the guidelines as well as those
for whom up-titration or initiation of statin therapy would be needed for full concordance.
For the same patient subgroups, we also evaluated achievement of LDL-C and non-
high-density lipoprotein cholesterol (non-HDL-C) goals as defined by the 2011
European Society of Cardiology (ESC) / European Atherosclerosis Society (EAS) lipid
management guidelines.8
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Methods
This study was based on a retrospective, cross-sectional, and observational cohort. It
was approved by the Scientific Review Committee, an independent UK-based ethics
committee established to review studies from The Health Improvement Network (THIN).
Database and cohort selection
We utilised the THIN database, which represents anonymised patient records from
general practitioners (GPs) in the UK. As of the end of 2014, the database represented
422 active GP practices and 3.5 million unique active patients. The THIN database has
been found to be broadly representative of the UK population, and the validity of
recorded information has been established in previous studies,9,10 including the validity
of utilising Read codes to identify ASCVD, other high CV risk conditions, and incident
CV events.11,12 Due to the extensive use of GP electronic prescribing in the UK, the
recording of prescriptions is expected to be both complete and accurate.13 Furthermore,
the scope of THIN data to inform complex epidemiological observations was supported
by the validation of the updated QRISK2 model for estimating the 10-year incident risk
of CV disease in the UK general population.14
The following inclusion criteria were utilised: presence of a lipid profile
measurement in 2014 (last LDL-C measurement in 2014 was considered the index
date); ≥20 years of age; and presence of ≥1 high CV risk condition for which statins
would be recommended as per NICE guidelines (see below). In order to ensure
complete capture of pertinent demographic and clinical characteristics, and to assess
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for prior statin use among those not currently treated with statins, we also required
continuous representation in the database for ≥2 years prior to the index date.
Determination of ASCVD and non-ASCVD categories
NICE 2014 guidelines recommend statin treatment in following groups: 1) ASCVD,
where atorvastatin 80 mg is recommended; 2) T2DM with QRISK2 10-year risk ≥10%,
where atorvastatin 20 mg is recommended; 3) T1DM with age >40 years or DM duration
of >10 years or presence of nephropathy or other CV risk factors, where atorvastatin 20
mg is recommended; 4) CKD, where atorvastatin 20 mg is recommended; and 5) all
other individuals with QRISK2 10-year risk ≥10%, where atorvastatin 20 mg is
recommended. Our overall study cohort represents groups 1–4 (excluding 5), with
group 1 representing the ASCVD population and groups 2–4 representing a high-risk
non-ASCVD population.
ASCVD and non-ASCVD conditions were identified using standardised Read codes
(see supplemental table S1) as follows: 1) recent ACS (MI or unstable angina within 12
months prior to index date); 2) other CHD (e.g. ACS >12 months prior to index date, any
coronary revascularisation, stable angina, or ischaemic cardiomyopathy); 3) ischaemic
stroke or TIA; 4) PAD (presence of revascularisation/surgery for significant peripheral
arterial, aortic, or carotid disease); 5) T2DM with QRISK2 10-year risk ≥10%; 6) T1DM
with age >40 years (represents a slight simplification of guideline criteria with application
of only the age limit); and 7) CKD stage III-V (estimated glomerular filtration rate <60
mL/min/1.73 m2 or dialysis, herewith referred to as “CKD”). A thorough process
involving clinical cardiology and coding expert review was undertaken to optimise the
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specificity of Read codes for each condition. Read codes were also used to identify non-
CV comorbidities. The QRISK2 10-year risk was estimated for individuals with T2DM in
the non-ASCVD cohort via application of the algorithm to patient-level data (details
available in Supplementary Appendix).14
Patients with conditions 1-4 were collectively referred to as “ASCVD”, while those
with only conditions 5-7 were collectively referred to as “non-ASCVD”. Those with
ASCVD were categorised hierarchically (as above) into four mutually exclusive groups:
1) recent ACS; 2) other CHD; 3) ischaemic stroke/TIA; and 4) PAD. A sensitivity
analysis was also conducted by categorising these same patients by each condition
present, referred to as prevalent disease categorisation. As an example, an individual
with a history of elective coronary revascularisation and PAD would be categorised
hierarchically as “other CHD,” but as both “other CHD” and “PAD” under the prevalent
disease categorisation. Non-ASCVD patients were categorised into five mutually
exclusive categories to better evaluate the association of specific conditions with LMT
utilisation and lipid goal achievement. These categories were: 1) T2DM and QRISK2
≥10% with CKD; 2) T2DM and QRISK2 ≥10% without CKD; 3) T1DM and age >40
years with CKD; 4) T1DM and age >40 years without CKD; and 5) other CKD not
meeting the criteria of the other categories. For enhanced readability, we omitted the
qualifier QRISK2 10-year risk ≥10% from the non-ASCVD T2DM population, and age
>40 years from the non-ASCVD T1DM population, considering them implicit in the
definitions. The fifth category was referred to as “CKD alone”.
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Determination of medication treatment
For any particular medication, patients were considered to have been treated on the
index date if the medication supply via a recorded prescription was present on or within
30 days prior to the index date, regardless of the duration of the prescription (fig 1). This
point-in-time assessment approach was utilised to better control for factors such as
discontinuation over time. In addition, this also ensured that lipid levels best reflected
the impact of the treatment regimen as the assessment of both measures was
concurrent. Those not treated on the index date but with evidence of a prior recorded
prescription were considered to have a history of being treated. Those without any
evidence of a recorded prescription for a medication within the 2 years prior to the index
date were considered to have no documented history of being treated. LMT was
categorised as high-, medium-, and low-intensity statin therapy, as well as non-statin
therapy (supplemental table S2).7
We also summarised statin utilisation as per 2014 NICE guideline
recommendations, which recommend treatment with atorvastatin 80 mg and 20 mg in
ASCVD and non-ASCVD patients, respectively (for our study we interpreted this as
regimens of equivalent or higher potency: atorvastatin 80 mg equivalent or higher
[atorvastatin 80 mg, rosuvastatin 40 mg]; and atorvastatin 20 mg equivalent or higher
[atorvastatin 20, 40 and 80 mg, rosuvastatin 10, 20 and 40 mg, and simvastatin 80 mg]).
It should be noted, however, that guidelines allow for a consideration of a lower dose of
atorvastatin in presence of drug interactions, risk of adverse effects, or patient
preference. Statin categories included statins administered as either monotherapy or in
combination with ≥1 non-statin medications.
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Determination of LDL-C and non-HDL-C levels
We assessed the achievement of LDL-C and non-HDL-C levels relative to the ESC/EAS
2011 guidelines. They recommend goals of LDL-C <1.8 mmol/L (70 mg/dL) and non-
HDL-C <2.6 mmol/L (100 mg/dL) for both the ASCVD and non-ASCVD populations
reported in the current study.8
Patient Involvement
Our study was based on an analysis of patient-level data represented in an electronic
medical record (EMR) database utilized by a set of GPs in UK utilizing the Vision EMR
software. In order to protect patient privacy, the analyses reported in our study are
based on de-identified version of the database where patient identifiers are encrypted
such that it is not possible to link an individual patient in the dataset to a specific
individual in the real-world. As such, our study did not involve any direct patient-level
interaction.
Statistical analyses
All statistical analyses were descriptive in nature. Cohort characteristics, LMT utilisation,
and achieved LDL-C and non-HDL-C levels were summarised via proportions and mean
± standard deviation (SD) as appropriate. Findings on number of patients treated with
LMT were extrapolated to the UK population via an adjusted extrapolation methodology
that accounted for differential weights by clinical and demographic profiles (details
available in Supplementary Appendix). All analyses were conducted with SAS® software
version 9.4.
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Results
The inclusion criteria were met by 183 565 patients, of whom approximately one-half
(n=91 479) had established ASCVD, with the remainder (n=92 086) having non-ASCVD
high-risk conditions (fig 2). According to hierarchical disease categorisation for the
ASCVD group, 3% had a recent ACS, 64% had another CHD diagnosis, 22% had a
history of ischaemic stroke/TIA, and 11% had PAD. Approximately one-third of the
ASCVD cohort had concomitant DM; and close to one-fourth had concomitant CKD.
Baseline characteristics of the ASCVD group by hierarchical categorisation are
presented in table 1 and by prevalent categorisation in supplemental table S3. Baseline
characteristics for the non-ASCVD group are also presented in table 1. In the non-
ASCVD group, 12% had T2DM with CKD; 57% had T2DM without CKD; 1% had T1DM
with CKD; 5% had T1DM without CKD; and 25% had CKD alone.
LMT utilisation in 2014
ASCVD population
Approximately 79% of the ASCVD population received treatment with a statin on the
index date (table 2). By hierarchical categories, statin use was 87% in the recent ACS
group, 82% in the other CHD group, and 73% in both the ischaemic stroke/TIA and PAD
groups. Of patients currently treated with statins, 40% were receiving treatment with
high-intensity statins (defined as per supplementary table S2): 72% for recent ACS,
42% for other CHD, 32% for PAD, and 29% for ischaemic stroke/TIA. Statins were
predominantly used as monotherapy: 92% for high-intensity statins, 98% for medium-
intensity statins, and 96% for low-intensity statins. Of patients not currently treated with
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LMT, 34% had no evidence of any LMT treatment in the 2 years prior to the index date.
LMT utilisation by prevalent categorisation in the ASCVD group is presented in
supplemental table S4.
Non-ASCVD population
In the non-ASCVD population, 62% received treatment with a statin on the index date
(table 2). In the subgroups, statin use was 71% in T2DM with CKD, 66% in T2DM
without CKD, 73% in the T1DM with CKD, 62% in T1DM without CKD, and 49% in CKD
alone. Of the patients receiving statins, at least a medium-intensity statin was utilised in
92%. As with ASCVD patients, statins were most commonly used as monotherapy: 93%
for high-intensity statins and 98% for both medium- and low-intensity statins. Of patients
not currently treated with LMT, 62% had no evidence of any LMT treatment in the 2
years prior to the index date.
Comparison of LMT utilisation in 2014 with 2014 NICE recommendations
ASCVD population
Statin treatment already concordant with the NICE 2014 guidelines (atorvastatin 80 mg
equivalent or higher; which is a subset of statins regarded as high-intensity) was
observed in 6% of the ASCVD cohort, with 73% treated with a less-intensive statin
regimen than recommended and 21% not treated with any statin (table 3). Extrapolated
to the UK ASCVD population, this identified approximately 202 000 individuals whose
treatment was already concordant with the updated guidelines, 2.4 million who would
require statin up-titration, and 680 000 in whom statin initiation would be recommended
to achieve full concordance. For those requiring statin initiation, 31% represented a
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need for de-novo initiation, 60% re-initiation due to past discontinuation, and 9% statin
addition to non-statin LMT. NICE 2014 guidelines recommended statin therapy was
most commonly used in patients with a recent ACS (33%) and the least used in patients
with history of an ischaemic stroke/TIA or PAD (2% each).
Non-ASCVD population
Statin treatment already concordant with the NICE 2014 guidelines (atorvastatin 20mg
equivalent or higher) was observed in 15% of the non-ASCVD cohort, with 47% treated
with a less-intensive statin regimen than recommended and 37% not treated with any
statin (table 3). Extrapolation identified approximately 508 000 UK non-ASCVD patients
(i.e. fulfilling the DM and/or CKD indications) whose treatment was already concordant
with the updated guidelines, 1.6 million who require up-titration, and 1.4 million in whom
statin initiation would be recommended to achieve full concordance. For those requiring
statin initiation, 59% represented a need for de-novo initiation, 36% re-initiation due to
past discontinuation, and 5% statin addition to non-statin LMT. Of the subgroups, T1DM
with CKD was most likely to already be receiving NICE 2014 guidelines recommended
statin therapy (26%) and CKD alone was least likely (10%).
ESC/EAS-recommended lipid goal achievement
ASCVD population
The mean LDL-C was 2.3 mmol/L with approximately 31% achieving a LDL-C <1.8
mmol/L. Mean non-HDL-C was 2.9 mmol/L with approximately 42% achieving a non-
HDL-C <2.6 mmol/L. Supplemental tables S5 and S6 provide a detailed summary of the
mean LDL-C and non-HDL-C levels, achievement of LDL-C <1.8 mmol/L and non-HDL-
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C <2.6 mmol/L, by LMT treatment for prevalent and hierarchical subgroups.
Achievement of LDL-C and non-HDL-C goals was associated with the hierarchy of
ASCVD subgroups, with recent ACS being the highest and PAD being the lowest.
Patients with recent ACS receiving high-intensity statins had the highest achievement of
both lipid goals: LDL-C <1.8 mmol/L was 53% and non-HDL-C <2.6 mmol/L was 65%.
LDL-C and non-HDL-C goal achievement by LMT regimen was somewhat difficult to
interpret due to the unadjusted nature of analyses and potential self-selection bias,
resulting from the choice of LMT regimen in clinical practice being influenced by
baseline lipid levels and other patient-level factors.
Non-ASCVD population
Mean LDL-C was 2.4 mmol/L with approximately 26% achieving LDL-C <1.8 mmol/L.
Mean non-HDL-C was 3.2 mmol/L with approximately 33% achieving non-HDL-C <2.6
mmol/L. A summary of mean LDL-C and non-HDL-C levels and lipid goal achievement
are presented in Supplemental table S7. Achievement of LDL-C and non-HDL-C goals
was highest for the T1DM with CKD subgroup and lowest for the CKD alone subgroup.
The T1DM with CKD subgroup receiving medium-intensity statins had the highest lipid
goal achievement: 52% for LDL-C <1.8 mmol/L and 69% for non-HDL-C <2.6 mmol/L.
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Discussion
The use of statins for reducing atherogenic lipid levels is recommended across all global
guidelines for the prevention of incident ASCVD events. Recent guidelines have shifted
towards an approach of consistent and immediate initiation of the appropriate statin
intensity regimen for a particular indication regardless of baseline lipid levels. In
contrast, the standard approach has been to lower LDL-C (or non-HDL-C) below
defined thresholds. Our study, representing a UK general-practice population at high
risk for ASCVD events, provides several insights regarding the state of concordance of
2014 clinical practice with the updated NICE 2014 guidelines,7 which focus on the
intensity of the statin regimen. As a comparison, we also report on concordance with the
ESC/EAS 2011 guidelines,8 which focus on treatment to defined LDL-C goals.
We observed that 79% of individuals with ASCVD were receiving statin treatment,
with 6% being prescribed a regimen already concordant with the NICE 2014 guidelines
(atorvastatin 80 mg or equivalent). For the non-ASCVD group, we observed that 62%
were receiving statin treatment, with 15% being prescribed a regimen already
concordant with the NICE 2014 guidelines (at least atorvastatin 20 mg or equivalent).
Extrapolation of these findings to the UK population indicated that, out of 3.3 million
individuals with ASCVD, 2.4 million would require up-titration of statin therapy and 680
000 would require statin initiation (31% de-novo initiation, 60% re-initiation, and 9%
addition to non-statin LMT) to have full population-level concordance with these
recommendations. Of the 3.5 million individuals with high-risk non-ASCVD (i.e. fulfilling
DM- and/or CKD-based guideline criteria), 1.6 million would require up-titration of statin
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therapy and 1.4 million would require statin initiation (59% de-novo initiation, 36% re-
initiation, and 5% addition to non-statin LMT).
Our findings highlight a considerable gap between 2014 UK clinical practice and
achievement of full concordance with the NICE 2014 guideline recommendations.
Optimizing the implementation of the guidelines represents best practice and would
result in a reduction in ASCVD event risk. The practical impact on patients, and in
particular GPs, however, merits consideration. Firstly, for patients who are well-
established on a treatment regimen, changes in therapy can lead to reduced
compliance, greater reporting of adverse events, and additional time within the
healthcare system to monitor the changes in therapy. Secondly, in an environment
where primary care is already stretched, the impact of counselling 90% of eligible
patients for statin regimen changes is likely to be considerable both on time and
resources available in primary care without, for instance, an increase in the number of
GPs. Finally, as cholesterol targets no longer appear in the updated 2014/15 Quality
Outcomes Framework (QOF) in UK for rewarding the provision of quality of care by
GPs,15 and with QOF lacking mention of statin intensity, it is unclear how narrowing of
the gap between guidelines and clinical practice might be effectively incentivised.
As mentioned earlier, an alternative approach to atherogenic lipid management is to
aim for lipid goal achievement as recommended in the ESC/EAS guidelines. For the
ASCVD population, we observed that achievement of LDL-C <1.8 mmol/L and non-
HDL-C <2.6 mmol/L8 was only 31% and 42% overall; 38% and 52% for those on
medium-intensity statins; and 37% and 48% for those on high-intensity statins.
Comparatively lower goal achievement for those on high-intensity statin likely reflected
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the unadjusted nature of analysis, with patients on high-intensity statins likely starting
with higher baseline lipid levels. For the non-ASCVD population considered in the
analysis (i.e. fulfilling DM- and/or CKD-based guideline criteria), the ESC/EAS
guidelines recommend the same thresholds of <1.8 mmol/L and <2.6 mmol/L for LDL-C
and non-HDL-C, respectively.8 We observed achievement of these goals in only 26%
and 33% of the non-ASCVD patients; 40% and 49% for those on medium-intensity
statin; and 36% and 42% for those on high-intensity statin.
For those not on any statin, treatment with a medium-intensity statin is expected to
lower LDL-C by 35%, while for those on medium-intensity statin, increasing the dose to
high-intensity is expected to lower LDL-C by an incremental 15%.7 Given that average
LDL-C levels for those not on a statin in both ASCVD and non-ASCVD cohorts was
approximately 3.0 mmol/L, and for those on medium-intensity statins in both ASCVD
and non-ASCVD cohorts was approximately 2.0 mmol/L, it is unlikely that an average
LDL-C of <1.8 mmol/L can be achieved in these populations even by maximizing statin
treatment. From the perspective of a treat to LDL-C goal approach, our results suggest
an expanded role for evidence-based add-on therapies for LDL-C lowering, primarily
ezetimibe based on available data from the IMPROVE-IT trial in 2014.16
Prior reports from a generalisable UK population describing LMT utilisation and lipid
attainment in ASCVD and non-ASCVD cohorts are limited. Our study provides novel
data on how these populations are treated and how effective the treatment has been.
The recent EUROASPIRE IV study, representing the 2012-2013 time period, was
conducted in patients with a history of hospitalisation due to a coronary event with an
assessment date of 6 months to 3 years post event.17 The study reported LDL-C <1.8
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mmol/L achievement as only 19%. To our knowledge, the most recent study that
reported statin use in a generalisable UK population at high CV risk found statin use in
2007 as 72% for patients with a history of MI or coronary revascularisation and 36%
those with a history of angina but not MI.18 Statin use in the UK in those with ASCVD
without coronary conditions (e.g. ischaemic stroke or PAD) appears to be even further
under-reported. From 1995-2005, in individuals aged ≥50 years with a history of stroke
(not limited to ischaemic stroke), 32% of men and 26% of women were receiving
treatment with LMT.19 Data on statin use in individuals with DM or CKD without ASCVD
also do not appear to be well-reported. During 2006-2008, a diabetes registry
representing GPs in Scotland found 68% individuals with DM without ASCVD were
prescribed a statin.20 When compared to these data, our study suggests statin use has
increased in the UK. This increase is likely due to a multitude of influences, including
the NICE 2008 guidelines,21 landmark trials such as SPARCL which demonstrated the
benefits of statins in the post-ischaemic stroke population,22 and incorporation of statins
and lipid monitoring as quality measures in major pay-for-performance initiatives in the
UK.23
The continued recommendation for statin therapy for the ASCVD population from
both the 2008 to the 2014 NICE guidelines 7,21 suggest that the 21% rate of statin non-
use in this population is largely due to discontinuation, a hypothesis that is supported by
our findings which indicate that approximately 60% of statin non-use in the ASCVD
population can be attributed to discontinuation (hence overall 13% [=21%*60%] of statin
non-use in ASCVD population is estimated to be due to discontinuation). High rates of
statin discontinuation have been documented in the literature. For example, in a UK
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primary-care database analysis representing the 1997–2006 time period, 20% of
patients initiated on a statin after an MI discontinued therapy at 1 year.24 For the non-
ASCVD population, the higher observed rate of statin non-use (38%) likely reflects not
only statin discontinuation but many patients who have never been prescribed LMT. Our
study suggests that approximately 59% of statin non-use in the non-ASCVD population
can be attributed to non-initiation of LMT therapy. Prior to the 2014 NICE guidelines,
some of these patients may not have qualified for LMT due to higher risk thresholds in
the NICE 2008 guidelines and the absence of certain conditions such as CKD as a
stand-alone criterion for statin therapy.7,21
Limitations
Availability of demographic and clinical characteristics was limited to information
available in the GP database. Certain data such as body-mass index, ethnicity, blood
pressure, and smoking status were not available for all patients. Lipid measurements
were not prospectively specified and the study cohort represents individuals with an
available lipid profile measurement, introducing the possibility of bias in findings. The
definition of LMT utilisation at the time of lipid measurements was optimised to provide
valid “on-treatment” measures, but ensuring whether patients fully took their prescribed
medications was not feasible from the database.
For consistency we based LMT categorization on the statin type and dose,
regardless of concomitant non-statin medications. This meant, for example, atorvastatin
10 mg + ezetimibe was categorized under medium potency statin, even though its
overall lipid-lowering efficacy is close to atorvastatin 80 mg. NICE 2014 guidelines
specifically recommend atorvastatin 80 mg and atorvastatin 20 mg, respectively, for the
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ASCVD and non-ASCVD populations considered in our study. During LMT
categorization, we included equivalent or higher potency statin therapy in order to
include situations where quality of care with lipid-lowering treatment was similar or
better. Of those treated with NICE 2014 guidelines according to our definition, 92%
received atorvastatin 80 mg in the ASCVD population, and 44% received atorvastatin
20 mg in the non-ASCVD population. Lower doses of atorvastatin are allowed by the
guidelines in case of potential drug interactions, high-risk of adverse effects, and patient
preference; but estimation of how frequently these cases occur was not feasible. In
individuals ≥85 years of age, NICE 2014 guidelines recommend a careful consideration
of patient-level factors informing the risk-benefit of statin treatment and intensity. Among
those not treated according to NICE 2014 guidelines in our study, approximately 14%
and 10% individuals within the ASCVD and non-ASCVD populations, respectively, were
≥85 years of age.
Our study was focused on the secondary prevention and high-risk primary
prevention populations; it did not include those for whom treatment would be
recommended for treatment based solely on a QRISK2 10-year risk of ≥10%. Thus the
analysis does not assess the full impact of the guidelines across all indications.
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Conclusions
In the UK, although 79% and 62% of ASCVD and high-risk non-ASCVD patients
respectively, received treatment with statin therapy in 2014, there existed a large gap in
terms of treatment concordance with the NICE 2014 guidelines recommendations
released during the same year, with up to 90% of both populations requiring
modification to their existing therapy. Extrapolating these results to the UK population,
up to 3 million ASCVD and 3 million high-risk non-ASCVD individuals (i.e. fulfilling DM-
and/or CKD-based guideline criteria) might require either statin up-titration or initiation in
order to attain full concordance with NICE 2014 guidelines. Achievement of ESC/EAS
2011 guideline criteria would also require statin up-titration, as approximately two-thirds
of individuals receiving moderate- or high-intensity statins were not at the recommended
LDL-C goal.
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Contributors
Dylan Steen was involved with the design of the study, interpretation of data, and critical
review of drafts.
Irfan Khan was involved with the design of the study, interpretation of data, and critical
review of drafts.
David Ansell was involved with the design of the study, acquisition, analysis, and
interpretation of data, and critical review of drafts.
Robert J. Sanchez was involved with the design of the study, interpretation of data, and
critical review of drafts.
Kausik K. Ray was involved with the design of the study, interpretation of data, and
critical review of drafts.
All authors provided final approval of the submitted manuscript.
Medical writing support was provided by Jeff Alexander from SNELL Medical
Communication, supported by Sanofi and Regeneron. Editorial assistance for later
drafts was provided by Neil Venn from Prime Medica, supported by Sanofi and
Regeneron.
Funding
This study was funded by Sanofi and Regeneron.
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Competing interests
Dylan Steen receives modest consulting fees from Sanofi and Regeneron. Irfan Khan is
a stockholder and employee of Sanofi. David Ansell is an employee of IMS Health.
Robert Sanchez is a stockholder and employee of Regeneron Pharmaceuticals, Inc.
Kausik Ray has received honoraria for advisory boards, lectures, or for serving on the
steering committee for clinical trials from Amgen, Sanofi, Regeneron, Pfizer,
AstraZeneca, Aegerion, Kowa, ISIS Pharma, MedCo, Cerenis, and Resverlogix, and
has received research support by grants to his institution from Pfizer, MSD, Amgen,
Sanofi, and Regeneron.
Ethics approval
This study was approved by the Scientific Review Committee, an independent UK-
based ethics committee established to review studies from The Health Improvement
Network (THIN).
Data sharing statement
The original analytic dataset is available on request by emailing the corresponding
author: [email protected].
Transparency
Dr Steen, as the lead author (the manuscript's guarantor) affirms that the manuscript is
an honest, accurate, and transparent account of the study being reported; no important
aspects of the study have been omitted and any discrepancies from the study as
planned have been explained.
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Copyright Statement
The Corresponding Author has the right to grant on behalf of all authors and does grant
on behalf of all authors, a worldwide licence to the Publishers and its licensees in
perpetuity, in all forms, formats and media (whether known now or created in the
future), to i) publish, reproduce, distribute, display and store the Contribution, ii)
translate the Contribution into other languages, create adaptations, reprints, include
within collections and create summaries, extracts and/or, abstracts of the Contribution,
iii) create any other derivative work(s) based on the Contribution, iv) to exploit all
subsidiary rights in the Contribution, v) the inclusion of electronic links from the
Contribution to third party material where-ever it may be located; and, vi) licence any
third party to do any or all of the above.
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References
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HM. Risks associated with statin therapy: a systematic overview of randomised
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6. Halcox JP, Tubach F, Lopez-Garcia E, et al. Low rates of both lipid-lowering
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individuals at high-risk for cardiovascular disease across Europe. PLoS One.
2015;10(2):e0115270.
7. National Institute for Health and Care Excellence. Lipid modification:
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Accessed on: February 7, 2015.
8. Reiner Z, Catapano AL, De Backer G, et al; ESC Committee for Practice
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dyslipidaemias of the European Society of Cardiology (ESC) and the European
Atherosclerosis Society (EAS). Eur Heart J. 2011;32(14):1769-1818.
9. Blak BT, Thompson M, Dattani H, Bourke A. Generalisability of The Health
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11. Hammad TA, McAdams MA, Feight A, et al. Determining the predictive value of
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Practice Research Database. Pharmacoepidemiol Drug Saf. 2008;17(12):1197-
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12. Khan NF, Harrison SE, Rose PW. Validity of diagnostic coding within the General
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13. Shephard E, Stapley S, Hamilton W. The use of electronic databases in primary
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14. Collins GS, Altman DG. Predicting the 10 year risk of cardiovascular disease in
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16. Cannon CP, Blazing MA, Giugliano RP, et al; IMPROVE-IT Investigators.
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17. Kotseva K, Wood D, De Bacquer D, et al; on behalf of the EUROASPIRE
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20. Jones NR, Fischbacher CM, Guthrie B, et al; Scottish Diabetes Research
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21. National Institute for Health and Clinical Excellence. Lipid modification:
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Aggressive Reduction in Cholesterol Levels (SPARCL) Investigators. High-dose
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Figure legends
Fig 1. Determination of treatment status as of the index date
Blue bars representing scenarios A and B (medication supply via recorded prescription [Rx] on or within 30 days prior
to the index date) define the patient as being treated as of the index date. The red bar representing scenario C
(medication supply via recorded Rx more than 30 days prior to the index date) defines the patient as not being
treated as of the index date.
Fig 2: Flowchart of the cohort selection for the study
*ASCVD includes acute coronary syndrome, other coronary heart disease, ischaemic stroke/transient ischaemic
attack, and peripheral arterial disease.
†Includes type 2 diabetes mellitus with QRISK2 ≥10%, type 1 diabetes mellitus with age >40 years, and chronic
kidney disease not meeting the previous diabetes mellitus criteria.
ASCVD=atherosclerotic cardiovascular disease; THIN=The Health Improvement Network
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Table 1. Baseline characteristics for the overall ASCVD and non-ASCVD cohorts and subgroups
ASCVD cohort (n=91 497) Non-ASCVD cohort (n=92 086)
Recent ACS (n=3112, 3%)
Other CHD (n=58 348,
64%)
Ischaemic stroke / TIA (n=19 785,
22%)
PAD (n=10 234,
11%)
Total ASCVD (n=91 497)
T2DM with CKD
(n=11 102, 12%)
T2DM without CKD
(n=52 556, 57%)
T1DM with CKD
(n=749, 1%)
T1DM without CKD
(n=4204, 5%)
CKD alone (n=23 475,
25%)
Total non-ASCVD
(n=92 086)
Demographic characteristics
Age, mean, years (SD) 67.8 (12.8) 72.8 (10.5) 73.0 (11.8) 72.3 (10.6) 72.6 (10.9) 75.7 (9.2) 67.2 (10.3) 69.7 (12.0) 57.2 (11.1) 74.6 (10.6) 69.7 (11.3)
Male, % 66.5 63.5 50.3 62.8 60.7 41.3 58.6 40.7 57.6 35.0 50.3
SDI*, mean (SD) 2.7 (1.4) 2.7 (1.4) 2.6 (1.4) 2.8 (1.4) 2.7 (1.4) 2.7 (1.4) 2.8 (1.4) 2.7 (1.5) 2.6 (1.4) 2.6 (1.4) 2.7 (1.4)
Ethnicity, %
White 28.3 30.3 29.1 30.0 30.0 29.0 29.4 25.1 30.0 27.9 28.9
South Asian† 1.9 1.5 1.1 0.7 1.4 2.0 4.1 1.5 1.6 1.0 2.9
Black Caribbean / African 0.3 0.3 0.6 0.4 0.3 1.2 1.1 1.6 1.3 0.7 1.0
Chinese / other East Asian 13.2 12.6 12.9 12.3 12.6 13.8 12.9 13.4 13.7 14.5 13.4
Not recorded 56.4 55.4 56.4 56.6 55.8 54.0 52.5 58.5 53.3 55.9 53.7
Current smoker, % 15.2 12.1 13.5 26.6 14.1 7.0 14.9 10.8 16.3 7.1 11.9
BMI, mean, kg/m2 (SD) 28.4 (5.4) 28.6 (5.3) 27.8 (5.5) 27.6 (5.4) 28.3 (5.4) 30.4 (6.2) 30.9 (6.3) 29.8 (6.3) 28.3 (5.8) 28.3 (5.5) 30.1 (6.2)
Systolic BP, mean (SD) 128.9 (17.8) 131.5 (15.7) 133.1 (15.8) 134.6 (16.3) 132.1 (15.9) 134.5 (15.0) 134.7 (14.1) 134.7 (16.2) 131.1 (14.8) 134.1 (15.8) 134.3 (14.8)
Baseline clinical characteristics
Recent ACS, % 100.0 0.0 0.0 0.0 3.4 N/A N/A N/A N/A N/A N/A
Other CHD, % 64.2 100.0 0.0 0.0 66.0 N/A N/A N/A N/A N/A N/A
Ischaemic stroke/TIA, % 7.6 10.5 100.0 0.0 28.6 N/A N/A N/A N/A N/A N/A
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PAD, % 10.1 11.2 14.0 100.0 21.7 N/A N/A N/A N/A N/A N/A
DM, % 27.0 30.1 25.6 33.7 29.4 100.0 100.0 100.0 100.0 7.1 76.3
Hypertension, % 50.4 61.5 62.1 64.2 61.5 77.4 62.2 74.4 41.8 73.2 66.0
History of CHF, % 14.0 11.2 4.2 5.1 9.1 1.4 0.5 6.9 1.0 7.1 2.4
CKD, stage III, % 17.2 24.4 22.1 23.0 23.5 100.0 0.0 100.0 0.0 100.0 38.2
CKD, stage IV-V, %‡ 0.2 0.3 0.2 0.3 0.2 1.2 0.0 2.0 0.0 0.8 0.3
Concomitant medication use¶
Beta-blockers, % 81.4 60.1 23.5 22.4 48.7 N/A N/A N/A N/A N/A N/A
ACEI/ARBs, % 85 65.3 52.1 52.4 61.7 74.6 59.3 77.8 52.7 59.9 61.1
Antiplatelets,# % 52.5 13.5 29.7 15.4 18.5 N/A N/A N/A N/A N/A N/A
*Social deprivation index (SDI) as defined by the Townsend deprivation index score analysed in quintiles, 1 = most affluent and 5 = least affluent
†Includes Indian, Pakistani, Bangladeshi, and other South Asian individuals
‡Stage V CKD includes end-stage renal disease and dialysis
¶Medication use on index date
#Clopidogrel/ticagrelor/prasugrel
ASCVD subgroups represent hierarchical categorisation. Non-ASCVD categorisations have been simplified by consideration of the qualifiers QRISK2 ≥10% and age >40 years as implicit in the definitions of T2DM and
T1DM, respectively, with and without CKD, and of the qualifiers without T2DM+QRISK2 ≥10% or T1DM+ age >40 as implicit in the definition of CKD alone.
ACEI=angiotensin converting enzyme inhibitor; ACS=acute coronary syndrome; ARB=angiotensin II receptor blocker; ASCVD=atherosclerotic cardiovascular disease; BMI=body-mass index; BP=blood pressure;
CHD=coronary heart disease; CHF=congestive heart failure; CKD=chronic kidney disease; DM=diabetes mellitus; N/A=not applicable; PAD=peripheral arterial disease; SD=standard deviation; SDI=Social deprivation
index; T1DM=type 1 diabetes mellitus; T2DM=type 2 diabetes mellitus; TIA=transient ischaemic attack
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Table 2. Use of LMT in the overall ASCVD and non-ASCVD cohorts and subgroups
ASCVD cohort (n=91 497) Non-ASCVD cohort (n=92 086)
Recent ACS (n=3112)
Other CHD (n=58 348)
Ischaemic stroke / TIA (n=19 785)
PAD (n=10 234)
Total ASCVD (n=91 497)
T2DM with CKD
(n=11 102)
T2DM without CKD
(n=52 556)
T1DM with CKD
(n=749)
T1DM without CKD
(n=4204)
CKD alone (n=23 475)
Total non-ASCVD
(n=92 086)
High-intensity statin, % 62.4 34.6 21.5 23.2 31.4 20.0 18.6 29.0 21.1 11.1% 17.0
Monotherapy, % 93.3 91.8 93.2 92.3 92.2 91.1 93.5 92.6 90.2 93.3 93.0
Plus ezetimibe, % 1.0 4.8 2.9 3.4 4.1 3.2 2.4 4.1 5.1 2.7 2.8
Plus other non-statin LMT, % 5.8 3.4 3.9 4.3 3.7 5.7 4.0 3.2 4.7 4.0 4.3
Medium-intensity statin, % 22.6 41.4 46.2 44.3 42.1 44.7 43.0 39.5 36.5 33.1 40.4
Monotherapy, % 98.6 97.9 98.7 98.6 98.2 97.9 98.4 96.3 97.7 98.9 98.4
Plus ezetimibe, % 0.6 1.2 0.7 0.6 1.0 0.6 0.6 1.7 1.4 0.5 0.6
Plus other non-statin LMT, % 0.9 0.9 0.5 0.8 0.8 1.5 1.0 2.0 1.0 0.7 1.0
Low-intensity statin, % 2.1 5.9 5.5 5.1 5.6 6.4 4.9 4.9 4.4 4.8 5.0
Monotherapy, % 93.8 95.9 97.4 97.1 96.3 96.2 98.1 89.2 95.6 98.3 97.7
Plus ezetimibe, % 6.3 3.2 1.7 2.3 2.8 2.3 1.1 8.1 2.7 1.0 1.4
Plus other non-statin LMT, % 0.0 0.9 0.8 0.6 0.8 1.6 0.7 2.7 1.6 0.7 0.9
Non-statins only, % 0.9 2.0 1.7 1.9 1.9 2.5 1.6 3.9 2.0 1.7 1.8
Ezetimibe, % 70.4 61.3 65.5 55.6 61.6 47.9 54.2 58.6 61.6 45.5 51.5
Other non-statin LMT, % 29.6 38.7 34.5 44.4 38.4 52.1 45.8 41.4 38.4 54.5 48.5
Not currently treated by LMT, % 12.1 16.2 25.1 25.4 19.0 26.4 31.9 22.7 35.9 49.4 35.8
Previously on high-intensity statin, %
20.7 16.4 8.6 9.3 13.2 7.7 6.1 18.2 9.1 3.3 5.5
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Previously on medium-intensity statin, %
22.8 40.9 37.9 33.0 38.4 33.2 27.5 30.6 29.9 17.7 24.7
Previously on low-intensity statin, %
5.6 10.0 6.9 6.8 8.5 7.3 4.9 10.0 4.4 3.9 4.7
Previously on non-statin LMT, % 4.8 7.2 4.8 3.6 5.9 6.1 3.5 5.3 3.8 2.4 3.4
No previous LMT, % 46.1 25.5 41.8 47.3 34.0 45.7 58.0 35.9 52.8 72.7 61.7
Numbers in the grey bars denote absolute percentages, and add up to 100% vertically. Numbers in the white bars are relative percentages of the absolute percentages in the grey bars. ASCVD subgroups represent
hierarchical categorisation. Non-ASCVD categorisations have been simplified by consideration of the qualifiers QRISK2 ≥10% and age >40 years as implicit in the definitions of T2DM and T1DM, respectively, with and
without CKD, and of the qualifiers without T2DM+QRISK2 ≥10% or T1DM+ age >40 as implicit in the definition of CKD alone.
ACS=acute coronary syndrome; ASCVD=atherosclerotic cardiovascular disease; CHD=coronary heart disease; CKD=chronic kidney disease; LMT=lipid modifying therapy; PAD=peripheral arterial disease; T1DM=type
1 diabetes mellitus; T2DM=type 2 diabetes mellitus; TIA=transient ischaemic attack
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Table 3. Statin treatment according to NICE guidelines in the overall ASCVD and non-ASCVD cohorts and subgroups
ASCVD cohort (n=91 497) Non-ASCVD cohort (n=92 086)
Recent ACS (n=3112)
Other CHD (n=58 348)
Ischaemic stroke / TIA (n=19 785)
PAD (n=10 234)
Total ASCVD (n=91 497)
T2DM with CKD
(n=11 102)
T2DM without CKD
(n=52 556)
T1DM with CKD
(n=749)
T1DM without CKD
(n=4204)
CKD alone (n=23 475)
Total non-ASCVD
(n=92 086)
Study cohort, % (N)
Treated with statins of potency as per NICE guidelines*
33.1 (1029)
6.7 (3934)
2.0 (400)
2.2 (221)
6.1 (5584)
18.6 (2065)
17.2 (9038)
26.2 (196)
19.3 (812)
10.3 (2421)
15.8 (14 532)
Treated with statins of lower potency*
54.0 (1679)
75.1 (43 802)
71.2 (14 079)
70.5 (7216)
73.0 (66 776)
52.5 (5825)
49.3 (25 913)
47.3 (354)
42.7 (1796)
38.6 (9062)
46.6 (42 950)
Treated with only non-statin LMT 0.9 (27)
2.0 (1188)
1.7 (339)
1.9 (196)
1.9 (1750)
2.5 (282)
1.6 (858)
3.9 (29)
2.0 (86)
1.7 (402)
1.8 (1657)
Not treated by LMT 12.1 (377)
16.2 (9424)
25.1 (4967)
25.4 (2601)
19.0 (17 369)
26.4 (2930)
31.9 (16 747)
22.7 (170)
35.9 (1510)
49.4 (11 590)
35.8 (32 947)
Adjusted extrapolation to the UK population, N
Treated with statins of potency as per NICE guidelines*
34 085 147 215 15 653 4869 201 822 112 119 209 589 10 642 18 830 156 621 507 801
Treated with statins of lower potency*
55 615 1 639 122 550 930 158 966 2 404 633 316 269 600 916 19 220 41 649 586 243 1 564 297
Treated with only non-statin LMT 894 44 456 13 266 4318 62 934 15 311 19 897 1575 1994 26 006 64 783
Not treated by LMT 12 488 352 657 194 365 57 299 616 809 159 085 388 359 9230 35 017 749 786 1 341 477
*NICE 2014 guidelines recommend atorvastatin 80 mg and 20 mg, respectively, for the ASCVD and non-ASCVD populations in the table. We have included statins of equivalent or higher potency with ASCVD definition
based on atorvastatin 80 mg, rosuvastatin 40 mg, and non-ASCVD definition based on atorvastatin 20, 40 and 80 mg, rosuvastatin 10, 20 and 40 mg, and simvastatin 80 mg. It should be noted that NICE guidelines
allow for consideration of a lower dose based on clinical considerations and patient preference.
ASCVD subgroups represent hierarchical categorisation. Non-ASCVD categorisations have been simplified by consideration of the qualifiers QRISK2 ≥10% and age >40 years as implicit in the definitions of T2DM and
T1DM, respectively, with and without CKD, and of the qualifiers without T2DM+QRISK2 ≥10% or T1DM+ age >40 as implicit in the definition of CKD alone.
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ACS=acute coronary syndrome; ASCVD=atherosclerotic cardiovascular disease; CHD=coronary heart disease; CKD=chronic kidney disease; LMT=lipid modifying therapy; NICE=National Institute for Health and Care
Excellence; PAD=peripheral arterial disease; T1DM=type 1 diabetes mellitus; T2DM=type 2 diabetes mellitus; TIA=transient ischaemic attack; UK=United Kingdom
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Fig 1. Determination of treatment status as of the index date
122x47mm (300 x 300 DPI)
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Fig 2: Flowchart of the cohort selection for the study
121x87mm (300 x 300 DPI)
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Supplementary Appendix
Methodology for adjusted extrapolation to the United Kingdom (UK) population
Findings on the number of patients treated according to National Institute for Health and
Care Excellence (NICE) 2014 guidelines were extrapolated to the UK population via the
following methodology that accounted for adjustments by patient demographic and
clinical profiles. The study cohort was initially divided into mutually exclusive strata
based on status representing presence of coronary heart disease (CHD; including
recent acute coronary syndrome [ACS] and other CHD), ischaemic stroke / transient
ischaemic attack (TIA), peripheral arterial disease (PAD), diabetes mellitus (DM),
chronic kidney disease (CKD), dichotomous age groups (20–70 years versus ≥70
years), and gender. An example of strata would be a profile representing male, aged
≥70 years, with CHD and DM. Differential weights by these mutually exclusive strata
were then estimated via an optimisation algorithm to minimise the difference between
estimated totals for aggregate categories (not mutually exclusive) representing CHD,
ischaemic stroke/TIA, PAD, DM, CKD, age groups, and gender, and their reported
prevalence in the UK based on published sources. The estimated weights by strata
were then utilised to scale the results. The methodology helped ensure the extrapolation
accounted for differential scaling by patient profiles and eliminated double counting due
to overlap between conditions. Estimation of weights via optimisation methodology was
conducted using Excel Solver.
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Methodology for estimation of QRISK2 10-year risk
The QRISK2 10-year risk was estimated only for the non-ASCVD T2DM population in
our study. It was estimated as: Risk = 1 − S0exp(∑βiXi), with S0 and βi obtained from the
QResearch® group at https://github.com/robdyke/clinrisk-qRisk2/tree/master/QRISK2-
2015-lgpl-source. The calculation was validated by comparing the calculated result for
50 random patients with the online version of the QRISK2 risk calculator, available at:
https://qrisk.org/2016. In case a variable (e.g. BP) was not available as of the index
date, an older value was searched and the most recent data was utilised. In case the
value for a particular variable was completely missing, the calculation was conducted
without adding the corresponding 𝛽𝑖𝑋𝑖 term, which effectively meant an incremental
regression of the 10-year risk estimate towards S0, denoting an approximately 1% 10-
year risk. In other words, any missing data resulted in a calculation that made it more
likely that a patient would not qualify under 10-year risk ≥10% criterion. Approximately
20% of the non-ASCVD T2DM population had at least one missing variable for the
estimation of QRISK2 10-year risk, with more than 90% of these instances representing
missing data on the social deprivation index.
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SUPPLEMENTAL TABLE S1. Standardised Diagnostic Read Codes Used to Define
Patient Cohorts
ASCVD
ACS
G30..00 ACUTE MYOCARDIAL INFARCTION
G30..11 ATTACK - HEART
G30..12 Coronary thrombosis
G30..13 CARDIAC RUPTURE FOLLOWING MYOCARDIAL INFARCTION (MI)
G30..14 HEART ATTACK
G30..15 MI - ACUTE MYOCARDIAL INFARCTION
G30..16 Thrombosis - coronary
G300.00 ACUTE ANTEROLATERAL INFARCTION
G301.00 OTHER SPECIFIED ANTERIOR MYOCARDIAL INFARCTION
G301000 ACUTE ANTEROAPICAL INFARCTION
G301100 ACUTE ANTEROSEPTAL INFARCTION
G301z00 ANTERIOR MYOCARDIAL INFARCTION NOS
G302.00 ACUTE INFEROLATERAL INFARCTION
G303.00 ACUTE INFEROPOSTERIOR INFARCTION
G304.00 POSTERIOR MYOCARDIAL INFARCTION NOS
G305.00 LATERAL MYOCARDIAL INFARCTION NOS
G306.00 TRUE POSTERIOR MYOCARDIAL INFARCTION
G307.00 ACUTE SUBENDOCARDIAL INFARCTION
G307000 ACUTE NON-Q WAVE INFARCTION
G307100 ACUTE NON-ST SEGMENT ELEVATION MYOCARDIAL INFARCTION
G308.00 INFERIOR MYOCARDIAL INFARCTION NOS
G309.00 ACUTE Q-WAVE INFARCT
G30B.00 ACUTE POSTEROLATERAL MYOCARDIAL INFARCTION
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G30X.00 ACUTE TRANSMURAL MYOCARDIAL INFARCTION OF UNSPECIFIED SITE
G30X000 ACUTE ST SEGMENT ELEVATION MYOCARDIAL INFARCTION
G30y.00 OTHER ACUTE MYOCARDIAL INFARCTION
G30y000 ACUTE ATRIAL INFARCTION
G30y100 ACUTE PAPILLARY MUSCLE INFARCTION
G30y200 ACUTE SEPTAL INFARCTION
G30yz00 OTHER ACUTE MYOCARDIAL INFARCTION NOS
G30z.00 ACUTE MYOCARDIAL INFARCTION NOS
G31..00 Other acute and subacute ischaemic heart disease
G310.00 Postmyocardial infarction syndrome
G310.11 Dressler’s syndrome
G311500 Acute coronary syndrome
G312.00 Coronary thrombosis not resulting in myocardial infarction
G31y.00 Other acute and subacute ischaemic heart disease
G31y000 Acute coronary insufficiency
G31y100 MICROINFARCTION OF HEART
G31y200 Subendocardial ischaemia
G31y300 Transient myocardial ischaemia
G31yz00 Other acute and subacute ischaemic heart disease NOS
G35..00 Subsequent myocardial infarction
G350.00 Subsequent myocardial infarction of anterior wall
G351.00 Subsequent myocardial infarction of inferior wall
G353.00 Subsequent myocardial infarction of other sites
G35X.00 Subsequent myocardial infarction of unspecified site
G36..00 Certain current complication follow acute myocardial infarct
G360.00 Haemopericardium/current comp following acute myocardial infarction
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G361.00 Atrial septal defect/current comp following acute myocardial infarction
G362.00 Ventric septal defect/current comp following acute myocardial infarction
G363.00 Rupture of cardiac wall without haemopericard/current comp following acute myocardial infarction
G364.00 Ruptur chordae tendinae/current comp following acute myocardial infarction
G365.00 Rupture papillary muscle/current comp following acute myocardial infarction
G366.00 Thrombosis atrium,auric appendvent/current comp following acute myocardial infarction
G38..00 Postoperative myocardial infarction
G380.00 Postoperative transmural myocardial infarction anterior wall
G381.00 Postoperative transmural myocardial infarction inferior wall
G382.00 Postoperative transmural myocardial infarction other sites
G383.00 Postoperative transmural myocardial infarction unspecified site
G384.00 Postoperative subendocardial myocardial infarction
G38z.00 Postoperative myocardial infarction, unspecified
Gyu3400 [X]ACUTE TRANSMURAL MYOCARDIAL INFARCTION OF UNSPECIFIED SITE
Gyu3500 [X]Subsequent myocardial infarction of other sites
Gyu3600 [X]Subsequent myocardial infarction of unspecified site
G311.00 Preinfarction syndrome
G311.11 Crescendo angina
G311.12 Impending infarction
G311.13 Unstable angina
G311.14 Angina at rest
G311000 Myocardial infarction aborted
G311011 MI - myocardial infarction aborted
G311100 Unstable angina
G311200 Angina at rest
G311300 Refractory angina
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G311400 Worsening angina
G311z00 Preinfarction syndrome NOS
G330.00 Angina decubitus
G330000 Nocturnal angina
G330z00 Angina decubitus NOS
G33z500 Post infarct angina
G33z600 New onset angina
Other CHD
792E000 Emergency percutaneous coronary intervention
7920.00 SAPHENOUS VEIN GRAFT REPLACEMENT OF CORONARY ARTERY
7920.11 SAPHENOUS VEIN GRAFT BYPASS OF CORONARY ARTERY
7921.00 OTHER AUTOGRAFT REPLACEMENT OF CORONARY ARTERY
7921.11 OTHER AUTOGRAFT BYPASS OF CORONARY ARTERY
7922.00 ALLOGRAFT REPLACEMENT OF CORONARY ARTERY
7922.11 ALLOGRAFT BYPASS OF CORONARY ARTERY
7923.00 PROSTHETIC REPLACEMENT OF CORONARY ARTERY
7923.11 PROSTHETIC BYPASS OF CORONARY ARTERY
7924.00 REVISION OF BYPASS FOR CORONARY ARTERY
7925.00 CONNECTION OF MAMMARY ARTERY TO CORONARY ARTERY
7925.11 CREATION OF BYPASS FROM MAMMARY ARTERY TO CORONARY ARTERY
7926.00 CONNECTION OF OTHER THORACIC ARTERY TO CORONARY ARTERY
7927.00 OTHER OPEN OPERATIONS ON CORONARY ARTERY
7928.00 TRANSLUMINAL BALLOON ANGIOPLASTY OF CORONARY ARTERY
7928.11 PERCUTANEOUS BALLOON CORONARY ANGIOPLASTY
7929.00 OTHER THERAPEUTIC TRANSLUMINAL OPERATIONS ON CORONARY ARTERY
7920000 SAPHENOUS VEIN GRAFT REPLACEMENT OF ONE CORONARY ARTERY
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7920100 SAPHENOUS VEIN GRAFT REPLACEMENT OF TWO CORONARY ARTERIES
7920200 SAPHENOUS VEIN GRAFT REPLACEMENT OF THREE CORONARY ARTERIES
7920300 SAPHENOUS VEIN GRAFT REPLACEMENT OF FOUR+ CORONARY ARTERIES
7921000 AUTOGRAFT REPLACEMENT OF ONE CORONARY ARTERY NEC
7921100 AUTOGRAFT REPLACEMENT OF TWO CORONARY ARTERIES NEC
7921200 AUTOGRAFT REPLACEMENT OF THREE CORONARY ARTERIES NEC
7921300 AUTOGRAFT REPLACEMENT OF FOUR OF MORE CORONARY ARTERIES NEC
7922000 ALLOGRAFT REPLACEMENT OF ONE CORONARY ARTERY
7922100 ALLOGRAFT REPLACEMENT OF TWO CORONARY ARTERIES
7922200 ALLOGRAFT REPLACEMENT OF THREE CORONARY ARTERIES
7922300 ALLOGRAFT REPLACEMENT OF FOUR+ CORONARY ARTERIES
7923000 PROSTHETIC REPLACEMENT OF ONE CORONARY ARTERY
7923100 PROSTHETIC REPLACEMENT OF TWO CORONARY ARTERIES
7923200 PROSTHETIC REPLACEMENT OF THREE CORONARY ARTERIES
7923300 PROSTHETIC REPLACEMENT OF FOUR+ CORONARY ARTERIES
7924000 REVISION OF BYPASS FOR ONE CORONARY ARTERY
7924100 REVISION OF BYPASS FOR TWO CORONARY ARTERIES
7924200 REVISION OF BYPASS FOR THREE CORONARY ARTERIES
7924300 REVISION OF BYPASS FOR FOUR+ CORONARY ARTERIES
7924400 REVISION OF CONNECTION OF THORACIC ARTERY TO CORONARY ARTERY
7924500 REVISION OF IMPLANTATION OF THORACIC ARTERY INTO HEART
7925000 DOUBLE ANASTOMOSIS OF MAMMARY ARTERIES TO CORONARY ARTERIES
7925011 LIMA sequential anastomosis
7925012 RIMA sequential anastomosis
7925100 DOUBLE IMPLANT OF MAMMARY ARTERIES INTO CORONARY ARTERIES
7925200 SINGLE ANAST MAMMARY ART TO LEFT ANT DESCEND CORONARY ART
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7925300 SINGLE ANASTOMOSIS OF MAMMARY ARTERY TO CORONARY ARTERY NEC
7925311 LIMA single anastomosis
7925312 RIMA single anastomosis
7925400 SINGLE IMPLANTATION OF MAMMARY ARTERY INTO CORONARY ARTERY
7926000 DOUBLE ANASTOM THORACIC ARTERIES TO CORONARY ARTERIES NEC
7926100 DOUBLE IMPLANT THORACIC ARTERIES INTO CORONARY ARTERIES NEC
7926200 SINGLE ANASTOMOSIS OF THORACIC ARTERY TO CORONARY ARTERY NEC
7926300 SINGLE IMPLANTATION THORACIC ARTERY INTO CORONARY ARTERY NEC
7927500 OPEN ANGIOPLASTY OF CORONARY ARTERY
7928000 PERCUT TRANSLUMINAL BALLOON ANGIOPLASTY ONE CORONARY ARTERY
7928100 PERCUT TRANSLUM BALLOON ANGIOPLASTY MULT CORONARY ARTERIES
7928200 PERCUT TRANSLUM BALLOON ANGIOPLASTY BYPASS GRAFT CORONARY A
7928300 PERCUT TRANSLUM CUTTING BALLOON ANGIOPLASTY CORONARY ARTERY
7929000 PERCUTANEOUS TRANSLUMINAL LASER CORONARY ANGIOPLASTY
7929100 Percut transluminal coronary thrombolysis with streptokinase
7929111 Percut translum coronary thrombolytic therapy - streptokinase
7929200 PERCUTAN. TRANSLUM. INJECT THERAP SUBST TO CORONARY ARTERY NEC
7929200 Percut translum inject therap subst to coronary artery NEC
7929300 ROTARY BLADE CORONARY ANGIOPLASTY
7929400 INSERTION OF CORONARY ARTERY STENT
7929500 INSERTION OF DRUG-ELUTING CORONARY ARTERY STENT
7929600 PERCUTANEOUS TRANSLUMINAL ATHERECTOMY OF CORONARY ARTERY
790H300 Revascularisation of wall of heart
792..00 CORONARY ARTERY OPERATIONS
792..11 CORONARY ARTERY BYPASS GRAFT OPERATIONS
7920y00 SAPHENOUS VEIN GRAFT REPLACEMENT OF CORONARY ARTERY OS
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7920z00 SAPHENOUS VEIN GRAFT REPLACEMENT CORONARY ARTERY NOS
7921y00 OTHER AUTOGRAFT REPLACEMENT OF CORONARY ARTERY OS
7921z00 OTHER AUTOGRAFT REPLACEMENT OF CORONARY ARTERY NOS
7922y00 OTHER SPECIFIED ALLOGRAFT REPLACEMENT OF CORONARY ARTERY
7922z00 ALLOGRAFT REPLACEMENT OF CORONARY ARTERY NOS
7923y00 OTHER SPECIFIED PROSTHETIC REPLACEMENT OF CORONARY ARTERY
7923z00 PROSTHETIC REPLACEMENT OF CORONARY ARTERY NOS
7924y00 OTHER SPECIFIED REVISION OF BYPASS FOR CORONARY ARTERY
7924z00 REVISION OF BYPASS FOR CORONARY ARTERY NOS
7925y00 CONNECTION OF MAMMARY ARTERY TO CORONARY ARTERY OS
7925z00 CONNECTION OF MAMMARY ARTERY TO CORONARY ARTERY NOS
7926y00 CONNECTION OF OTHER THORACIC ARTERY TO CORONARY ARTERY OS
7926z00 CONNECTION OF OTHER THORACIC ARTERY TO CORONARY ARTERY NOS
7927y00 OTHER SPECIFIED OTHER OPEN OPERATION ON CORONARY ARTERY
7927z00 OTHER OPEN OPERATION ON CORONARY ARTERY NOS
7928y00 TRANSLUMINAL BALLOON ANGIOPLASTY OF CORONARY ARTERY OS
7928z00 TRANSLUMINAL BALLOON ANGIOPLASTY OF CORONARY ARTERY NOS
7929y00 OTHER THERAPEUTIC TRANSLUMINAL OP ON CORONARY ARTERY OS
7929z00 OTHER THERAPEUTIC TRANSLUMINAL OP ON CORONARY ARTERY NOS
792A.00 DIAGNOSTIC TRANSLUMINAL OPERATIONS ON CORONARY ARTERY
792B.00 REPAIR OF CORONARY ARTERY NEC
792B000 Endarterectomy of coronary artery NEC
792By00 Other specified repair of coronary artery
792Bz00 Repair of coronary artery NOS
792C.00 OTHER REPLACEMENT OF CORONARY ARTERY
792C000 REPLACEMENT OF CORONARY ARTERIES USING MULTIPLE METHODS
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792Cy00 OTHER SPECIFIED REPLACEMENT OF CORONARY ARTERY
792Cz00 REPLACEMENT OF CORONARY ARTERY NOS
792D.00 OTHER BYPASS OF CORONARY ARTERY
792Dy00 OTHER SPECIFIED OTHER BYPASS OF CORONARY ARTERY
792Dz00 OTHER BYPASS OF CORONARY ARTERY NOS
792E.00 Percutaneous coronary intervention
792y.00 OTHER SPECIFIED OPERATIONS ON CORONARY ARTERY
792z.00 Coronary artery operations NOS
793G.00 Perc translumin balloon angioplasty stenting coronary artery
793G000 Perc translum balloon angioplasty insert 1-2 drug elut stents cor art
793G100 Perc translum balloon angioplasty ins 3 or more drug elut stents cor art
793G200 Perc translum balloon angioplasty insert 1-2 stents cor art
793G300 Percutaneous cor balloon angioplasty 3 more stents cor art NEC
793Gy00 OS perc translum balloon angioplasty stenting coronary art
793Gz00 Perc translum balloon angioplasty stenting coronary art NOS
793K.00 Transluminal operations internal mammary artery side branch
793K000 Transluminal occlusion left internal mammary artery side branch
793Ky00 OS transluminal operations internal mammary art side branch
793Kz00 Transluminal operations internal mammary art side branch NOS
SP00300 MECHANICAL COMPLICATION OF CORONARY BYPASS
ZV45700 [V]Presence of aortocoronary bypass graft
3232.00 ECG: old myocardial infarction
14A3.00 H/O: myocardial infarct <60
14A4.00 H/O: myocardial infarct >60
14AH.00 H/O: Myocardial infarction in last year
14AT.00 History of myocardial infarction
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G30..17 Silent myocardial infarction
G32..00 Old myocardial infarction
G32..11 Healed myocardial infarction
G32..12 Personal history of myocardial infarction
G344.00 Silent myocardial ischaemia
8B3k.00 Coronary heart disease medication review
8CMP.00 Coronary heart disease care plan
8CR6.00 Coronary heart disease risk clinical management plan
8I37.00 Coronary heart disease monitoring refused
9Ob..00 Coronary heart disease monitoring administration
9Ob0.00 Attends coronary heart disease monitoring
9Ob1.00 Refuses coronary heart disease monitoring
9Ob2.00 Coronary heart disease monitoring default
9Ob3.00 Coronary heart disease monitoring 1st letter
9Ob4.00 Coronary heart disease monitoring 2nd letter
9Ob5.00 Coronary heart disease monitoring 3rd letter
9Ob6.00 Coronary heart disease monitoring verbal invitation
9Ob7.00 Coronary heart disease monitoring deleted
9Ob8.00 Coronary heart disease monitoring check done
9Ob9.00 Coronary heart disease monitoring telephone invite
G3...11 Arteriosclerotic heart disease
G3...12 Atherosclerotic heart disease
G34..00 Other chronic ischaemic heart disease
G340.00 Coronary atherosclerosis
G340.11 Triple vessel disease of the heart
G340.12 Coronary artery disease
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G340000 Single coronary vessel disease
G342.00 Atherosclerotic cardiovascular disease
G343.00 Ischaemic cardiomyopathy
G34y.00 Other specified chronic ischaemic heart disease
G34y000 Chronic coronary insufficiency
G34y100 Chronic myocardial ischaemia
G34yz00 Other specified chronic ischaemic heart disease NOS
G34z.00 Other chronic ischaemic heart disease NOS
G34z000 Asymptomatic coronary heart disease
G39..00 Coronary microvascular disease
3889.00 Euroscore for angina
14A5.00 H/O: angina pectoris
14AJ.00 H/O: angina in last year
187..00 Frequency of angina
388E.00 Canadian Cardiovascular Society classification of angina
388F.00 Cardiovascular Limitations and Symptoms Profile angina score
661M000 Angina self-management plan agreed
661N000 Angina self-management plan review
662K.00 Angina control
662K000 Angina control - good
662K100 Angina control - poor
662K200 Angina control - improving
662K300 Angina control - worsening
662Kz00 Angina control NOS
8B27.00 Antianginal therapy
8IEY.00 Referral to Angina Plan self-management programme declined
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8T04.00 Referral to Angina Plan self-management programme
G33..00 Angina pectoris
G331.11 Variant angina pectoris
G33z.00 Angina pectoris NOS
G33z000 Status anginosus
G33z100 Stenocardia
G33z200 Syncope anginosa
G33z300 Angina on effort
G33z400 Ischaemic chest pain
G33z700 Stable angina
G33zz00 Angina pectoris NOS
Gyu3000 [X]Other forms of angina pectoris
J421.11 Angina - abdominal
ZR37.00 Canadian Cardiovascular Society classification of angina
ZR3P.00 CLASP angina score
ZR3P.11 CLASP angina score
ZRB1.00 Euroscore for angina
Ischaemic stroke/TIA
G63..11 Infarction - precerebral
G632.00 Vertebral artery occlusion
G633.00 Multiple and bilateral precerebral arterial occlus
G63y000 Cerebral infarct due to thrombosis of precerebral arteries
G63y100 Cerebral infarction due to embolism of precerebral arteries
G64..00 Cerebral arterial occlusion
G64..11 CVA - cerebral artery occlusion
G64..12 Infarction - cerebral
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G64..13 Stroke due to cerebral arterial occlusion
G640.00 Cerebral thrombosis
G640000 Cerebral infarction due to thrombosis of cerebral
G64z.00 Cerebral infarction NOS
G64z.11 Brainstem infarction NOS
G64z.12 Cerebellar infarction
G64z000 Brainstem infarction
G64z100 Wallenberg syndrome
G64z200 Left sided cerebral infarction
G64z300 Right sided cerebral infarction
G64z400 Infarction of basal ganglia
G671000 Acute cerebrovascular insufficiency NOS
G677000 Occlusion and stenosis of middle cerebral artery
G677100 Occlusion and stenosis of anterior cerebral artery
G677200 Occlusion and stenosis of posterior cerebral arter
G677300 Occlusion and stenosis of cerebellar arteries
G677400 Occlusion and stenosis of multiple and bilat cerebral
G6W..00 Cereb infarct due unsp occlus/stenos precerebr art
G6W..00 Cereb infarct due unsp occlus/stenos precerebr arteries
G6X..00 Cereb infarct due/unspcf occlusn or sten/cerebr
G6X..00 Cereb infarct due/unspcf occlusn or sten/cerebrl artrs
Gyu6300 [X]Cereb infarct due/unspcf occlusn or sten/cerebrl artrs
Gyu6400 [X]Other cerebral infarction
Gyu6600 [X]Occlusion and stenosis of other cerebral arteries
Gyu6G00 [X]Cereb infarct due unsp occlus/stenos precerebr arteries
14AB.00 H/O: TIA
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1JK..00 Suspected transient ischaemic attack
8CRB.00 Transient ischaemic attack clinical management plan
8HBJ.00 Stroke / transient ischaemic attack referral
9Om..00 Stroke/transient ischaemic attack monitoring administration
9Om0.00 Stroke/transient ischaemic attack monitoring first letter
9Om1.00 Stroke/transient ischaemic attack monitoring second letter
9Om2.00 Stroke/transient ischaemic attack monitoring third letter
9Om3.00 Stroke/transient ischaemic attack monitoring verbal invitati
9Om4.00 Stroke/transient ischaemic attack monitoring telephone invte
F580200 Transient ischaemic deafness
ZV12D00 [V]Personal history of transient ischaemic attack
G65..00 Transient cerebral ischaemia
G65..11 Drop attack
G65..12 Transient ischaemic attack
G65..13 Vertebro-basilar insufficiency
G650.00 Basilar artery syndrome
G650.11 Insufficiency - basilar artery
G651.00 Vertebral artery syndrome
G651000 Vertebro-basilar artery syndrome
G652.00 Subclavian steal syndrome
G653.00 Carotid artery syndrome hemispheric
G654.00 Multiple and bilateral precerebral artery syndromes
G655.00 Transient global amnesia
G656.00 Vertebrobasilar insufficiency
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G657.00 Carotid territory transient ischaemic attack
G65y.00 Other transient cerebral ischaemia
G65z.00 Transient cerebral ischaemia NOS
G65z000 Impending cerebral ischaemia
G65z100 Intermittent cerebral ischaemia
G65zz00 Transient cerebral ischaemia NOS
14AB000 H/O amaurosis fugax
F423300 Retinal microembolism
F423400 Hollenhorst plaque
F423500 Retinal partial arterial occlusion NOS
F423600 Amaurosis fugax
F423700 Retinal transient arterial occlusion NOS
PAD
66f3.00 Aortic aneurysm monitoring
68B5100 Aortic aneurysm screening abnormal
7A11.00 Replacement of aneurysmal bifurcation of aorta
7A11000 Emerg repl aneurysm bifurc aorta by anast aorta to fem art
7A11100 Replace aneurysm bifurc aorta by anast aorta to femoral art
7A11200 Emerg repl aneurysm bifurc aorta by anast aorta to iliac a
7A11211 Y graft of abdominal aortic aneurysm (emergency)
7A11300 Replace aneurysm bifurc aorta by anast aorta to iliac artery
7A11311 Y graft abdominal aortic aneurysm
7A11y00 Replacement of aneurysmal bifurcation of aorta OS
7A11z00 Replacement of aneurysmal bifurcation of aorta NOS
7A13.11 Emergency repair of aortic aneurysm
7A13400 Emerg replace aneurysm abdom aorta by anast aorta/aorta NEC
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7A13411 Tube graft abdominal aortic aneurysm (emergency)
7A14.11 Aortic aneurysm repair
7A14400 Replace aneurysm abdominal aorta by anast aorta to aorta NEC
7A14411 Tube graft of abdominal aortic aneurysm
7A1B000 Endovascular stenting infrarenal abdominal aortic aneurysm
7A1B100 Endovascular stenting of suprarenal aortic aneurysm
7A1B600 Endovascular stenting for aortic aneurysm of bifurcation NEC
7A1B800 Endovascul insert stent infrarenal abdominal aortic aneurysm
7A1B900 Endovascular insertion stent for suprarenal aortic aneurysm
7A1BA00 Endovascular insertion of stent for thoracic aortic aneurysm
7A1BC00 Endovas insert stent for aortic aneurysm of bifurcation NEC
7A1C000 Endovas ins stent graft for infrarenal abdom aortic aneurysm
7A1C100 Endovas insert of stent graft for suprarenal aortic aneurysm
7A1C200 Endov insertion of stent graft for thoracic aortic aneurysm
G71..00 Aortic aneurysm
G713.00 Abdominal aortic aneurysm which has ruptured
G713.11 Ruptured abdominal aortic aneurysm
G713000 Ruptured suprarenal aortic aneurysm
G714.00 Abdominal aortic aneurysm without mention of rupture
G714.11 AAA - Abdominal aortic aneurysm without mention of rupture
G714000 Juxtarenal aortic aneurysm
G714200 Infrarenal abdominal aortic aneurysm
G714300 Aneurysm of suprarenal aorta
G715.00 Ruptured aortic aneurysm NOS
G715000 Thoracoabdominal aortic aneurysm, ruptured
G716.00 Aortic aneurysm without mention of rupture NOS
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G716000 Thoracoabdominal aortic aneurysm, without mention of rupture
G718.00 Leaking abdominal aortic aneurysm
G71z.00 Aortic aneurysm NOS
Gyu7100 [X]Aortic aneurysm of unspecified site, ruptured
Gyu7200 [X]Aortic aneurysm of unspecified site, nonruptured
7A20000 Replacement of carotid artery using graft
7A20100 Intracranial bypass to carotid artery
7A20200 Bypass to carotid artery NEC
7A20300 Endarterectomy and patch repair of carotid artery
7A20311 Carotid endarterectomy and patch
7A20400 Endarterectomy of carotid artery NEC
7A20500 High-flow inter extrac intrac byp ext carot art mid cer art
7A20600 Byp carot art anastom superfic tempor artery middle cere art
7A20700 Intracranial bypass from carotid artery NEC
7A20y00 Other specified reconstruction of carotid artery
7A20z00 Reconstruction of carotid artery NOS
7A21.00 Other open operations on carotid artery
7A21000 Repair of carotid artery NEC
7A21100 Ligation of carotid artery
7A22.00 Transluminal operations on carotid artery
7A22000 Percutaneous transluminal angioplasty of carotid artery
7A22200 Endovascular repair of carotid artery
7A22300 Percutaneous transluminal insertion stent carotid artery
7A22y00 Other specified transluminal operation on carotid artery
7A22z00 Transluminal operation on carotid artery NOS
G630.00 Basilar artery occlusion
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G631.00 Carotid artery occlusion
G631.11 Stenosis, carotid artery
G631.12 Thrombosis, carotid artery
G634.00 Carotid artery stenosis
G63y.00 Other precerebral artery occlusion
G63z.00 Precerebral artery occlusion NOS
G653.00 Carotid artery syndrome hemispheric
G670.00 Cerebral atherosclerosis
G670.11 Precerebral atherosclerosis
G677.00 Occlusion/stenosis cerebral arts not result cerebral infarct
G70y000 Carotid artery atherosclerosis
G70y000 Carotid artery atherosclerosis
G70y011 Carotid artery disease
G70y011 Carotid artery disease
Gyu6500 [X]Occlusion and stenosis of other precerebral arteries
SP01200 Mechanical complication of carotid artery bypass
14NB.00 H/O: Peripheral vascular disease procedure
662U.00 Peripheral vascular disease monitoring
9m1..00 Peripheral vascular disease monitoring invitation
9N4h.00 DNA - Did not attend peripheral vascular disease c
G63..00 Precerebral arterial occlusion
G63..12 Stenosis of precerebral arteries
G70..00 Atherosclerosis
G70..11 Arteriosclerosis
G700.00 Aortic atherosclerosis
G700.11 Aorto-iliac disease
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G702.00 Extremity artery atheroma
G702000 Monckeberg's medial sclerosis
G70z.00 Arteriosclerotic vascular disease NOS
G73..00 Other peripheral vascular disease
G73..11 Peripheral ischaemic vascular disease
G73..12 Ischaemia of legs
G73..13 Peripheral ischaemia
G733.00 Ischaemic foot
G734.00 Peripheral arterial disease
G73y.00 Other specified peripheral vascular disease
G73yz00 Other specified peripheral vascular disease NOS
G73z.00 Peripheral vascular disease NOS
G73z000 Intermittent claudication
G73z011 Claudication
G73z012 Vascular claudication
G73zz00 Peripheral vascular disease NOS
G784.00 Occlusion of artery of lower limb
G784000 Occlusion of dorsalis pedis artery
G784100 Occlusion of anterior tibial artery
G784200 Occlusion of posterior tibial artery
Gyu7400 [X]Other specified peripheral vascular diseases
Non-ASCVD
T2DM
66A3.00 Diabetic on diet only
66A4.00 Diabetic on oral treatment
66Ao.00 Diabetes type 2 review
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66At100 Type II diabetic dietary review
66At111 Type 2 diabetic dietary review
C100100 Diabetes mellitus, adult onset, no mention of comp
C100111 Maturity onset diabetes
C100112 Non-insulin dependent diabetes mellitus
C101100 Diabetes mellitus, adult onset, with ketoacidosis
C102.00 Diabetes mellitus with hyperosmolar coma
C102100 Diabetes mellitus, adult onset, with hyperosmolar
C103100 Diabetes mellitus, adult onset, with ketoacidotic
C105100 Diabetes mellitus, adult onset, + ophthalmic manif
C106100 Diabetes mellitus, adult onset, + neurological man
C107100 Diabetes mellitus, adult, + peripheral circulatory
C107200 Diabetes mellitus, adult with gangrene
C109.00 Non-insulin dependent diabetes mellitus
C109.11 NIDDM - Non-insulin dependent diabetes mellitus
C109.12 Type 2 diabetes mellitus
C109.13 Type II diabetes mellitus
C109200 Non-insulin-dependent diabetes mellitus with neuro
C109211 Type II diabetes mellitus with neurological compli
C109212 Type 2 diabetes mellitus with neurological complic
C109300 Non-insulin-dependent diabetes mellitus with multi
C109311 Type II diabetes mellitus with multiple complicati
C109312 Type 2 diabetes mellitus with multiple complicatio
C109400 Non-insulin dependent diabetes mellitus with ulcer
C109411 Type II diabetes mellitus with ulcer
C109412 Type 2 diabetes mellitus with ulcer
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C109500 Non-insulin dependent diabetes mellitus with gangr
C109511 Type II diabetes mellitus with gangrene
C109512 Type 2 diabetes mellitus with gangrene
C109700 Non-insulin dependent diabetes mellitus - poor con
C109711 Type II diabetes mellitus - poor control
C109712 Type 2 diabetes mellitus - poor control
C109900 Non-insulin-dependent diabetes mellitus without co
C109911 Type II diabetes mellitus without complication
C109912 Type 2 diabetes mellitus without complication
C109A00 Non-insulin dependent diabetes mellitus with monon
C109A11 Type II diabetes mellitus with mononeuropathy
C109A12 Type 2 diabetes mellitus with mononeuropathy
C109B00 Non-insulin dependent diabetes mellitus with polyn
C109B11 Type II diabetes mellitus with polyneuropathy
C109B12 Type 2 diabetes mellitus with polyneuropathy
C109D00 Non-insulin dependent diabetes mellitus with hypog
C109D11 Type II diabetes mellitus with hypoglycaemic coma
C109D12 Type 2 diabetes mellitus with hypoglycaemic coma
C109E00 Non-insulin depend diabetes mellitus with diabetic
C109E11 Type II diabetes mellitus with diabetic cataract
C109E12 Type 2 diabetes mellitus with diabetic cataract
C109F11 Type II diabetes mellitus with peripheral angiopat
C109F12 Type 2 diabetes mellitus with peripheral angiopath
C109G00 Non-insulin dependent diabetes mellitus with arthr
C109G11 Type II diabetes mellitus with arthropathy
C109G12 Type 2 diabetes mellitus with arthropathy
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C109H11 Type II diabetes mellitus with neuropathic arthrop
C109H12 Type 2 diabetes mellitus with neuropathic arthropa
C109J00 Insulin treated Type 2 diabetes mellitus
C109J11 Insulin treated non-insulin dependent diabetes mel
C109J12 Insulin treated Type II diabetes mellitus
C109K00 Hyperosmolar non-ketotic state in type 2 diabetes
C10C.00 Diabetes mellitus autosomal dominant
C10C.11 Maturity onset diabetes in youth
C10D.00 Diabetes mellitus autosomal dominant type 2
C10D.11 Maturity onset diabetes in youth type 2
C10F.00 Type 2 diabetes mellitus
C10F.11 Type II diabetes mellitus
C10F200 Type 2 diabetes mellitus with neurological complic
C10F211 Type II diabetes mellitus with neurological compli
C10F300 Type 2 diabetes mellitus with multiple complicatio
C10F311 Type II diabetes mellitus with multiple complicati
C10F400 Type 2 diabetes mellitus with ulcer
C10F411 Type II diabetes mellitus with ulcer
C10F500 Type 2 diabetes mellitus with gangrene
C10F511 Type II diabetes mellitus with gangrene
C10F700 Type 2 diabetes mellitus - poor control
C10F711 Type II diabetes mellitus - poor control
C10F900 Type 2 diabetes mellitus without complication
C10F911 Type II diabetes mellitus without complication
C10FA00 Type 2 diabetes mellitus with mononeuropathy
C10FA11 Type II diabetes mellitus with mononeuropathy
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C10FB00 Type 2 diabetes mellitus with polyneuropathy
C10FB11 Type II diabetes mellitus with polyneuropathy
C10FD00 Type 2 diabetes mellitus with hypoglycaemic coma
C10FD11 Type II diabetes mellitus with hypoglycaemic coma
C10FE00 Type 2 diabetes mellitus with diabetic cataract
C10FE11 Type II diabetes mellitus with diabetic cataract
C10FF00 Type 2 diabetes mellitus with peripheral angiopath
C10FF11 Type II diabetes mellitus with peripheral angiopat
C10FG00 Type 2 diabetes mellitus with arthropathy
C10FG11 Type II diabetes mellitus with arthropathy
C10FH00 Type 2 diabetes mellitus with neuropathic arthropa
C10FH11 Type II diabetes mellitus with neuropathic arthrop
C10FJ00 Insulin treated Type 2 diabetes mellitus
C10FJ11 Insulin treated Type II diabetes mellitus
C10FK00 Hyperosmolar non-ketotic state in type 2 diabetes
C10FK11 Hyperosmolar non-ketotic state in type II diabetes
C10FN00 Type 2 diabetes mellitus with ketoacidosis
C10FN11 Type II diabetes mellitus with ketoacidosis
C10FP00 Type 2 diabetes mellitus with ketoacidotic coma
C10FP11 Type II diabetes mellitus with ketoacidotic coma
C10FR00 Type 2 diabetes mellitus with gastroparesis
C10FR11 Type II diabetes mellitus with gastroparesis
C10FS00 Maternally inherited diabetes mellitus
C10N.00 Secondary diabetes mellitus
C10N000 Secondary diabetes mellitus without complication
C10y100 Diabetes mellitus, adult, + other specified manife
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C10z100 Diabetes mellitus, adult onset, + unspecified comp
L180600 Pre-existing diabetes mellitus, non-insulin-depend
C104100 Diabetes mellitus, adult onset, with renal manifes
C109000 Non-insulin-dependent diabetes mellitus with renal
C109011 Type II diabetes mellitus with renal complications
C109012 Type 2 diabetes mellitus with renal complications
C109C00 Non-insulin dependent diabetes mellitus with nephr
C109C11 Type II diabetes mellitus with nephropathy
C109C12 Type 2 diabetes mellitus with nephropathy
C10F000 Type 2 diabetes mellitus with renal complications
C10F011 Type II diabetes mellitus with renal complications
C10FC00 Type 2 diabetes mellitus with nephropathy
C10FC11 Type II diabetes mellitus with nephropathy
C10FL00 Type 2 diabetes mellitus with persistent proteinur
C10FL11 Type II diabetes mellitus with persistent proteinu
C10FM00 Type 2 diabetes mellitus with persistent microalbu
C10FM11 Type II diabetes mellitus with persistent microalb
C109100 Non-insulin-dependent diabetes mellitus with ophth
C109111 Type II diabetes mellitus with ophthalmic complica
C109112 Type 2 diabetes mellitus with ophthalmic complicat
C109600 Non-insulin-dependent diabetes mellitus with retin
C109611 Type II diabetes mellitus with retinopathy
C109612 Type 2 diabetes mellitus with retinopathy
C10F100 Type 2 diabetes mellitus with ophthalmic complicat
C10F111 Type II diabetes mellitus with ophthalmic complica
C10F600 Type 2 diabetes mellitus with retinopathy
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C10F611 Type II diabetes mellitus with retinopathy
C10FQ00 Type 2 diabetes mellitus with exudative maculopath
C10FQ11 Type II diabetes mellitus with exudative maculopat
T1DM
66An.00 Diabetes type 1 review
66At000 Type I diabetic dietary review
66At011 Type 1 diabetic dietary review
66AV.00 Diabetic on insulin and oral treatment
C100000 Diabetes mellitus, juvenile type, no mention of co
C100011 Insulin dependent diabetes mellitus
C101000 Diabetes mellitus, juvenile type, with ketoacidosi
C102000 Diabetes mellitus, juvenile type, with hyperosmola
C103000 Diabetes mellitus, juvenile type, with ketoacidoti
C105000 Diabetes mellitus, juvenile type, + ophthalmic man
C106000 Diabetes mellitus, juvenile, + neurological manife
C107000 Diabetes mellitus, juvenile +peripheral circulator
C108.00 Insulin dependent diabetes mellitus
C108.11 IDDM-Insulin dependent diabetes mellitus
C108.12 Type 1 diabetes mellitus
C108.13 Type I diabetes mellitus
C108200 Insulin-dependent diabetes mellitus with neurologi
C108211 Type I diabetes mellitus with neurological complic
C108212 Type 1 diabetes mellitus with neurological complic
C108300 Insulin dependent diabetes mellitus with multiple
C108311 Type I diabetes mellitus with multiple complicatio
C108312 Type 1 diabetes mellitus with multiple complicatio
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C108400 Unstable insulin dependent diabetes mellitus
C108411 Unstable type I diabetes mellitus
C108412 Unstable type 1 diabetes mellitus
C108500 Insulin dependent diabetes mellitus with ulcer
C108511 Type I diabetes mellitus with ulcer
C108512 Type 1 diabetes mellitus with ulcer
C108600 Insulin dependent diabetes mellitus with gangrene
C108611 Type I diabetes mellitus with gangrene
C108612 Type 1 diabetes mellitus with gangrene
C108800 Insulin dependent diabetes mellitus - poor control
C108811 Type I diabetes mellitus - poor control
C108812 Type 1 diabetes mellitus - poor control
C108900 Insulin dependent diabetes maturity onset
C108911 Type I diabetes mellitus maturity onset
C108912 Type 1 diabetes mellitus maturity onset
C108A00 Insulin-dependent diabetes without complication
C108A11 Type I diabetes mellitus without complication
C108A12 Type 1 diabetes mellitus without complication
C108B00 Insulin dependent diabetes mellitus with mononeuro
C108B11 Type I diabetes mellitus with mononeuropathy
C108B12 Type 1 diabetes mellitus with mononeuropathy
C108C00 Insulin dependent diabetes mellitus with polyneuro
C108C11 Type I diabetes mellitus with polyneuropathy
C108C12 Type 1 diabetes mellitus with polyneuropathy
C108E00 Insulin dependent diabetes mellitus with hypoglyca
C108E11 Type I diabetes mellitus with hypoglycaemic coma
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C108E12 Type 1 diabetes mellitus with hypoglycaemic coma
C108F00 Insulin dependent diabetes mellitus with diabetic
C108F11 Type I diabetes mellitus with diabetic cataract
C108F12 Type 1 diabetes mellitus with diabetic cataract
C108G11 Type I diabetes mellitus with peripheral angiopath
C108G12 Type 1 diabetes mellitus with peripheral angiopath
C108H00 Insulin dependent diabetes mellitus with arthropat
C108H11 Type I diabetes mellitus with arthropathy
C108H12 Type 1 diabetes mellitus with arthropathy
C108J11 Type I diabetes mellitus with neuropathic arthropa
C108J12 Type 1 diabetes mellitus with neuropathic arthropa
C10C.12 Maturity onset diabetes in youth type 1
C10E.00 Type 1 diabetes mellitus
C10E.11 Type I diabetes mellitus
C10E.12 Insulin dependent diabetes mellitus
C10E200 Type 1 diabetes mellitus with neurological complic
C10E211 Type I diabetes mellitus with neurological complic
C10E212 Insulin-dependent diabetes mellitus with neurologi
C10E300 Type 1 diabetes mellitus with multiple complicatio
C10E311 Type I diabetes mellitus with multiple complicatio
C10E312 Insulin dependent diabetes mellitus with multiple
C10E400 Unstable type 1 diabetes mellitus
C10E411 Unstable type I diabetes mellitus
C10E412 Unstable insulin dependent diabetes mellitus
C10E500 Type 1 diabetes mellitus with ulcer
C10E511 Type I diabetes mellitus with ulcer
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C10E512 Insulin dependent diabetes mellitus with ulcer
C10E600 Type 1 diabetes mellitus with gangrene
C10E611 Type I diabetes mellitus with gangrene
C10E612 Insulin dependent diabetes mellitus with gangrene
C10E800 Type 1 diabetes mellitus - poor control
C10E811 Type I diabetes mellitus - poor control
C10E812 Insulin dependent diabetes mellitus - poor control
C10E900 Type 1 diabetes mellitus maturity onset
C10E911 Type I diabetes mellitus maturity onset
C10E912 Insulin dependent diabetes maturity onset
C10EA00 Type 1 diabetes mellitus without complication
C10EA11 Type I diabetes mellitus without complication
C10EA12 Insulin-dependent diabetes without complication
C10EB00 Type 1 diabetes mellitus with mononeuropathy
C10EB11 Type I diabetes mellitus with mononeuropathy
C10EB12 Insulin dependent diabetes mellitus with mononeuro
C10EC00 Type 1 diabetes mellitus with polyneuropathy
C10EC11 Type I diabetes mellitus with polyneuropathy
C10EC12 Insulin dependent diabetes mellitus with polyneuro
C10EE00 Type 1 diabetes mellitus with hypoglycaemic coma
C10EE11 Type I diabetes mellitus with hypoglycaemic coma
C10EE12 Insulin dependent diabetes mellitus with hypoglyca
C10EF00 Type 1 diabetes mellitus with diabetic cataract
C10EF11 Type I diabetes mellitus with diabetic cataract
C10EF12 Insulin dependent diabetes mellitus with diabetic
C10EG00 Type 1 diabetes mellitus with peripheral angiopath
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C10EG11 Type I diabetes mellitus with peripheral angiopath
C10EH00 Type 1 diabetes mellitus with arthropathy
C10EH11 Type I diabetes mellitus with arthropathy
C10EH12 Insulin dependent diabetes mellitus with arthropat
C10EJ00 Type 1 diabetes mellitus with neuropathic arthropa
C10EJ11 Type I diabetes mellitus with neuropathic arthropa
C10EK00 Type 1 diabetes mellitus with persistent proteinur
C10EK11 Type I diabetes mellitus with persistent proteinur
C10EL00 Type 1 diabetes mellitus with persistent microalbu
C10EL11 Type I diabetes mellitus with persistent microalbu
C10EM00 Type 1 diabetes mellitus with ketoacidosis
C10EM11 Type I diabetes mellitus with ketoacidosis
C10EN00 Type 1 diabetes mellitus with ketoacidotic coma
C10EN11 Type I diabetes mellitus with ketoacidotic coma
C10EQ00 Type 1 diabetes mellitus with gastroparesis
C10EQ11 Type I diabetes mellitus with gastroparesis
C10y000 Diabetes mellitus, juvenile, + other specified man
C10z000 Diabetes mellitus, juvenile type, + unspecified co
L180500 Pre-existing diabetes mellitus, insulin-dependent
C104000 Diabetes mellitus, juvenile type, with renal manif
C108000 Insulin-dependent diabetes mellitus with renal com
C108011 Type I diabetes mellitus with renal complications
C108012 Type 1 diabetes mellitus with renal complications
C108D00 Insulin dependent diabetes mellitus with nephropat
C108D11 Type I diabetes mellitus with nephropathy
C108D12 Type 1 diabetes mellitus with nephropathy
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C10E000 Type 1 diabetes mellitus with renal complications
C10E011 Type I diabetes mellitus with renal complications
C10E012 Insulin-dependent diabetes mellitus with renal com
C10ED00 Type 1 diabetes mellitus with nephropathy
C10ED11 Type I diabetes mellitus with nephropathy
C10ED12 Insulin dependent diabetes mellitus with nephropat
C108100 Insulin-dependent diabetes mellitus with ophthalmi
C108111 Type I diabetes mellitus with ophthalmic complicat
C108112 Type 1 diabetes mellitus with ophthalmic complicat
C108700 Insulin dependent diabetes mellitus with retinopat
C108711 Type I diabetes mellitus with retinopathy
C108712 Type 1 diabetes mellitus with retinopathy
C10E100 Type 1 diabetes mellitus with ophthalmic complicat
C10E111 Type I diabetes mellitus with ophthalmic complicat
C10E112 Insulin-dependent diabetes mellitus with ophthalmi
C10E700 Type 1 diabetes mellitus with retinopathy
C10E711 Type I diabetes mellitus with retinopathy
C10E712 Insulin dependent diabetes mellitus with retinopat
C10EP00 Type 1 diabetes mellitus with exudative maculopath
C10EP11 Type I diabetes mellitus with exudative maculopath
CKD
1Z12.00 Chronic kidney disease stage 3
1Z15.00 Chronic kidney disease stage 3A
1Z16.00 Chronic kidney disease stage 3B
1Z1B.00 Chronic kidney disease stage 3 with proteinuria
1Z1B.11 CKD stage 3 with proteinuria
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1Z1C.00 Chronic kidney disease stage 3 without proteinuria
1Z1C.11 CKD stage 3 without proteinuria
1Z1D.00 Chronic kidney disease stage 3A with proteinuria
1Z1D.11 CKD stage 3A with proteinuria
1Z1E.00 Chronic kidney disease stage 3A without proteinuria
1Z1E.11 CKD stage 3A without proteinuria
1Z1F.00 Chronic kidney disease stage 3B with proteinuria
1Z1F.11 CKD stage 3B with proteinuria
1Z1G.00 Chronic kidney disease stage 3B without proteinuria
1Z1G.11 CKD stage 3B without proteinuria
K053.00 Chronic kidney disease stage 3
1Z1H.00 Chronic kidney disease stage 4 with proteinuria
1Z1H.11 CKD stage 4 with proteinuria
1Z1J.00 Chronic kidney disease stage 4 without proteinuria
1Z1J.11 CKD stage 4 without proteinuria
K054.00 Chronic kidney disease stage 4
1Z1K.00 Chronic kidney disease stage 5 with proteinuria
1Z1K.11 CKD stage 5 with proteinuria
1Z1L.00 Chronic kidney disease stage 5 without proteinuria
1Z1L.11 CKD stage 5 without proteinuria
7L1A.11 Dialysis for renal failure
7L1A000 Renal dialysis
7L1A100 Peritoneal dialysis
7L1A200 Haemodialysis NEC
7L1A400 Automated peritoneal dialysis
7L1A500 Continuous ambulatory peritoneal dialysis
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7L1A600 Peritoneal dialysis NEC
K055.00 Chronic kidney disease stage 5
SP06B00 Continuous ambulatory peritoneal dialysis associated perit
SP0E.00 Disorders associated with peritoneal dialysis
K05..12 End stage renal failure
K050.00 End stage renal failure
ACS, acute coronary syndrome; ASCVD, atherosclerotic cardiovascular disease; CHD, coronary heart
disease; CKD, chronic kidney disease; PAD, peripheral arterial disease; T1DM, type 1 diabetes mellitus;
T2DM, type 1 diabetes mellitus
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SUPPLEMENTAL TABLE S2. Categorisation of Lipid Modifying Therapy (LMT)
High-intensity statin Atorvastatin 20, 40, and 80 mg; rosuvastatin 10, 20, and 40 mg; simvastatin 80
mg
Medium-intensity statin Atorvastatin 10 mg; rosuvastatin 5 mg; simvastatin 20 and 40 mg; fluvastatin
80 mg
Low-intensity statin Simvastatin 10 mg; pravastatin 10, 20, and 40 mg; fluvastatin 20 and 40 mg
Nonstatin LMT Ezetimibe, nicotinic acid (niacin, acipimox), fibrates (benzafibrate, ciprofibrate,
fenofibrate, and gemfibrozil), bile acid sequestrants (cholestyramine,
colesevelam, and colestipol)
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SUPPLEMENTAL TABLE S3. Baseline Characteristics for the Overall ASCVD
Cohort and Prevalent Subgroups
Recent ACS
(n = 3112)
Other CHD (n = 60 347)
Ischaemic stroke / TIA (n = 26 146)
PAD (n = 19 830)
Total ASCVD
(n = 91 479)
Demographic characteristics
Age, mean, years (SD) 67.8 (12.8) 72.6 (10.6) 73.9 (11.5) 73.5 (10.3) 72.6 (10.9)
Male, % 66.5 63.7 52.3 65.4 60.7
Social deprivation index*, mean (SD)
2.7 (1.4)
2.7 (1.4)
2.6 (1.4)
2.8 (1.4)
2.7 (1.4)
Ethnicity, %
White 28.3 30.3 29.5 30.6 30.0
South Asian† 15.1 14.0 13.8 12.9 13.9
Black Caribbean / African
0.3 0.3 0.5 0.4 0.3
Chinese 0.0 0.1 0.1 0.1 0.1
Not recorded 56.4 55.4 56.1 56.1 55.8
Current smoker, % 15.2 12.1 13.5 26.6 14.1
BMI, mean, kg/m2 (SD) 28.4 (5.4) 28.5 (5.3) 27.8 (5.4) 27.7 (5.3) 28.3 (5.4)
Systolic BP, mean (SD)
128.9 (17.8)
131.4 (15.8)
132.8 (16.0)
133.5 (16.4)
132.1 (15.9)
Baseline clinical characteristics
Recent ACS, % 100.0 3.3 0.9 1.6 3.4
Other CHD, % 64.2 100.0 24.0 34.0 66.0
Ischaemic stroke / TIA, %
7.6 10.4 100.0 21.5 28.6
PAD, % 10.1 11.2 16.3 100.0 21.7
DM, % 27.0 30.0 27.3 34.5 29.4
Hypertension, % 50.4 61.2 64.0 66.7 61.5
History of CHF, % 14.0 11.3 6.9 8.9 9.1
CKD stage III 17.2 24.4 22.1 23.0 23.5
CKD stage IV- V‡ 0.2 0.3 0.2 0.4 0.2
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Concomitant medication use¶
Beta-blockers, % 81.4 60.1 23.5 22.4 48.7
ACEI/ARBs, % 85.0 65.3 52.1 52.4 61.7
Antiplatelets,# % 52.5 13.5 29.7 15.4 18.5
* Social deprivation index is defined by Townsend deprivation index score, 1 = most affluent and 5 = least
affluent;
† Includes Indian, Pakistani, Bangladeshi, and other South Asian individuals; ‡ Stage V CKD includes
end-stage renal disease and dialysis. ¶ Medication use on index date. # Clopidogrel/ticagrelor/prasugrel
ACEI, angiotensin converting enzyme inhibitor; ACS, acute coronary syndrome; ARB, angiotensin II
receptor blocker; ASCVD, atherosclerotic cardiovascular disease; BMI, body-mass index; BP, blood
pressure; CHD, coronary heart disease; CHF, congestive heart failure; CKD, chronic kidney disease; DM,
diabetes mellitus; PAD, peripheral arterial disease; SD, standard deviation; TIA, transient ischaemic
attack
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SUPPLEMENTAL TABLE S4. Use of LMT in the Overall ASCVD Cohort and
Prevalent Subgroups
Recent ACS
(n = 3112)
Other CHD (n = 60 347)
Ischaemic stroke / TIA (n = 26 146)
PAD (n = 19 830)
Total ASCVD
(n = 91 479)
High-intensity statin, % 62.4 35.5 24.7 30.2 31.4
Monotherapy, % 93.3 91.9 92.6 91.1 92.2
Plus Ezetimibe, % 1.0 4.5 3.5 4.7 4.1
Plus other nonstatin LMT, % 5.8 3.5 3.9 4.2 3.7
Medium-intensity statin, % 22.6 40.7 44.8 42.8 42.1
Monotherapy, % 98.6 97.9 98.4 98.4 98.2
Plus Ezetimibe, % 0.6 1.2 0.9 0.8 1.0
Plus other nonstatin LMT, % 0.9 0.9 0.7 0.8 0.8
Low-intensity statin, % 2.1 5.7 5.8 5.4 5.6
Monotherapy, % 93.8 95.8 96.6 96.3 96.3
Plus Ezetimibe, % 6.3 3.3 2.6 3.0 2.8
Plus other nonstatin LMT, % 0.0 0.9 0.9 0.7 0.8
Nonstatins only, % 0.9 2.0 1.8 1.9 1.9
Ezetimibe, monotherapy, % 70.4 61.5 65.4 60.1 61.6
Other nonstatin LMT, % 29.6 38.5 34.6 39.9 38.4
Not currently treated by LMT, % 12.1 16.0 22.9 19.7 19.0
Previously on high-intensity statin, %
20.7 16.7 10.1 12.7 13.2
Previously on medium-intensity statin, %
22.8 40.5 38.9 36.7 38.4
Previously on low-intensity statin, %
5.6 9.9 7.7 7.6 8.5
Previously on nonstatin LMT, % 4.8 7.2 5.6 5.7 5.9
No previous LMT, % 46.1 25.7 37.7 37.3 34.0
Numbers in the grey bars denote absolute percentages, and add up to 100% vertically. Numbers in the
white bars are relative percentages of the absolute percentages in the grey bars.
ACS, acute coronary syndrome; ASCVD, atherosclerotic cardiovascular disease; CHD, coronary heart
disease; LMT, lipid modifying therapy; PAD, peripheral arterial disease; TIA, transient ischaemic attack
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SUPPLEMENTAL TABLE S5. Lipid Level Achievement by LMT in the Overall
ASCVD Cohort and Prevalent Subgroups
Recent ACS
(n = 3112)
Other CHD (n = 58 348)
Ischaemic stroke / TIA (n = 19 785)
PAD (n = 10 234)
Total ASCVD
(n = 91 479)
Mean LDL-C, mmol/L
High-intensity statin 1.8 2.1 2.1 2.1 2.1
Medium-intensity statin 2.0 2.0 2.0 2.1 2.0
Low-intensity statin 2.5 2.3 2.4 2.4 2.3
Nonstatin LMT only 3.0 3.0 3.0 3.0 3.0
No current LMT 2.9 3.1 3.1 3.1 3.1
Total 2.0 2.2 2.3 2.4 2.3
LDL-C <1.8 mmol/L, %
High-intensity statin 52.6 36.8 35.1 33.2 37.3
Medium-intensity statin 38.7 38.2 37.8 35.1 37.8
Low-intensity statin 23.4 23.6 21.4 21.5 22.9
Nonstatin LMT only 11.1 6.3 4.7 9.2 6.4
No current LMT 14.9 8.7 6.5 7.4 8.0
Total 43.9 31.5 27.9 26.4 30.6
Mean non-HDL-C, mmol/L
High-intensity statin 2.4 2.8 2.8 2.9 2.8
Medium-intensity statin 2.7 2.6 2.6 2.7 2.6
Low-intensity statin 3.2 2.9 3.0 3.0 2.9
Nonstatin LMT only 3.9 3.7 3.7 3.7 3.7
No current LMT 3.6 3.7 3.8 3.8 3.8
Total 2.6 2.9 3.0 3.1 2.9
Non-HDL-C <2.6 mmol/L, %
High-intensity statin 64.8 47.2 46.6 42.9 47.9
Medium-intensity statin 50.0 51.8 54.9 48.6 52.1
Low-intensity statin 26.6 37.6 36.6 33.1 36.8
Nonstatin LMT only 7.4 12.3 10.8 14.1 12.1
No current LMT 20.7 14.9 13.8 13.6 14.5
Total 54.8 42.6 41.0 36.9 42.0
ACS, acute coronary syndrome; ASCVD, atherosclerotic cardiovascular disease; CHD, coronary heart
disease; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; LMT,
lipid modifying therapy; PAD, peripheral arterial disease; TIA, transient ischaemic attack
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SUPPLEMENTAL TABLE S6. Lipid Level Achievement by LMT in the Overall
ASCVD Cohort and Hierarchical Subgroups
Recent ACS
(n = 3112)
Other CHD (n = 60 347)
Ischaemic stroke / TIA (n = 26 146)
PAD (n = 19 830)
Total ASCVD
(n = 91 479)
Mean LDL-C, mmol/L
High-intensity statin 1.8 2.1 2.1 2.1 2.1
Medium-intensity statin 2.0 2.0 2.0 2.0 2.0
Low-intensity statin 2.5 2.3 2.3 2.3 2.3
Nonstatin LMT only 3.0 3.0 3.0 3.0 3.0
No current LMT 2.9 3.1 3.1 3.1 3.1
Total 2.0 2.2 2.3 2.3 2.3
LDL-C <1.8 mmol/L, %
High-intensity statin 52.6 37.7 36.2 36.6 37.3
Medium-intensity statin 38.7 38.3 38.9 37.3 37.8
Low-intensity statin 23.4 23.5 23.6 22.0 22.9
Nonstatin LMT only 11.1 6.3 5.2 9.4 6.4
No current LMT 14.9 8.9 7.0 8.4 8.0
Total 43.8 32.0 28.4 26.4 30.6
Mean non-HDL-C, mmol/L
High-intensity statin 2.4 2.7 2.8 2.8 2.8
Medium-intensity statin 2.7 2.6 2.6 2.7 2.6
Low-intensity statin 3.2 2.9 2.9 3.0 2.9
Nonstatin LMT only 3.9 3.7 3.7 3.7 3.7
No current LMT 3.6 3.7 3.8 3.7 3.8
Total 2.6 2.9 3.0 3.0 2.9
Non-HDL-C <2.6 mmol/L, %
High-intensity statin 64.8 48.2 47.1 45.9 47.9
Medium-intensity statin 50.0 51.8 55.0 51.0 52.1
Low-intensity statin 26.6 37.4 39.5 34.6 36.8
Nonstatin LMT only 7.4 12.3 11.7 14.4 12.1
No current LMT 20.7 15.0 14.3 14.9 14.5
Total 54.5 43.0 41.5 36.9 42.0
ACS, acute coronary syndrome; ASCVD, atherosclerotic cardiovascular disease; CHD, coronary heart
disease; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; LMT,
lipid modifying therapy; PAD, peripheral arterial disease; TIA, transient ischaemic attack
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SUPPLEMENTAL TABLE S7. Lipid Level Achievement by LMT in the Overall Non-
ASCVD Cohort and Subgroups
T2DM and QRISK2
>10% with CKD
(n = 11 102)
T2DM and QRISK 2
>10% without
CKD (n = 52
556)
T1DM and age >40
years with CKD
(n = 749)
T1DM and age >40 years
without CKD
(n = 4204)
CKD without
DM criteria (n = 23
475)
Total non-ASCVD (n = 92
086)
Mean LDL-C, mmol/L
High-intensity statin 2.0 2.1 1.9 2.1 2.2 2.1
Medium-intensity statin 1.9 2.0 1.8 2.0 2.2 2.0
Low-intensity statin 2.1 2.3 2.0 2.3 2.5 2.3
Nonstatin LMT only 2.8 2.9 2.5 2.7 3.1 2.9
No current LMT 2.9 3.0 2.7 2.7 3.3 3.1
Total 2.2 2.4 2.1 2.3 2.8 2.4
LDL-C <1.8 mmol/L, %
High-intensity statin 41.8 36.7 41.9 36.2 29.9 36.4
Medium-intensity statin 49.9 41.3 52.0 35.3 29.1 39.7
Low-intensity statin 32.5 26.6 45.9 25.1 16.3 25.1
Nonstatin LMT only 11.3 5.9 20.7 8.1 5.2 7.1
No current LMT 10.3 7.5 17.6 11.5 3.7 6.7
Total 35.7 28.4 39.8 25.9 15.7 26.0
Mean non-HDL-C, mmol/L
High-intensity statin 2.8 2.9 2.6 2.7 2.9 2.9
Medium-intensity statin 2.6 2.7 2.4 2.6 2.8 2.7
Low-intensity statin 2.9 3.0 2.6 2.9 3.1 3.0
Nonstatin LMT only 3.5 3.8 3.2 3.4 3.8 3.7
No current LMT 3.6 3.8 3.3 3.2 3.9 3.8
Total 2.94 3.1 2.7 2.9 3.4 3.2
Non-HDL-C <2.6 mmol/L, %
High-intensity statin 44.5 40.8 51.4 49.4 39.5 41.8
Medium-intensity statin 57.5 48.9 69.1 57.6 43.2 49.4
Low-intensity statin 42.7 35.2 51.4 43.6 27.0 34.8
Nonstatin LMT only 12.7 8.7 31.0 17.6 8.1 10.1
No current LMT 16.1 12.1 26.8 26.2 8.5 11.9
Total 41.9 34.3 52.0 43.2 24.3 33.2
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Page 41 of 41
ASCVD, atherosclerotic cardiovascular disease; CKD, chronic kidney disease; HDL-C, high-density
lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; LMT, lipid modifying therapy; T1DM,
type 1 diabetes mellitus; T2DM, type 2 diabetes mellitus
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The RECORD statement – checklist of items, extended from the STROBE statement, that should be reported in observational studies using
routinely collected health data.
Item
No.
STROBE items Location in
manuscript where
items are reported
RECORD items Location in
manuscript
where items are
reported
Title and abstract
1 (a) Indicate the study’s design
with a commonly used term in
the title or the abstract (b)
Provide in the abstract an
informative and balanced
summary of what was done and
what was found
Abstract p3
RECORD 1.1: The type of data used
should be specified in the title or
abstract. When possible, the name of
the databases used should be included.
RECORD 1.2: If applicable, the
geographic region and timeframe within
which the study took place should be
reported in the title or abstract.
RECORD 1.3: If linkage between
databases was conducted for the study,
this should be clearly stated in the title
or abstract.
Abstract p3
Abstract p3
Not applicable
(n/a)
Introduction
Background
rationale
2 Explain the scientific background
and rationale for the investigation
being reported
Intro p5/6 Intro p5/6
Objectives 3 State specific objectives,
including any prespecified
hypotheses
Intro p5/6 Intro p5/6
Methods
Study Design 4 Present key elements of study
design early in the paper
Methods p7-11 Methods p7-11
Setting 5 Describe the setting, locations,
and relevant dates, including
periods of recruitment, exposure,
follow-up, and data collection
Methods p7-11 Methods p7-11
Participants 6 (a) Cohort study - Give the
eligibility criteria, and the
Methods p7-11 plus
supplemental files
RECORD 6.1: The methods of study
population selection (such as codes or
Methods p7-11
plus supplemental
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sources and methods of selection
of participants. Describe methods
of follow-up
Case-control study - Give the
eligibility criteria, and the
sources and methods of case
ascertainment and control
selection. Give the rationale for
the choice of cases and controls
Cross-sectional study - Give the
eligibility criteria, and the
sources and methods of selection
of participants
(b) Cohort study - For matched
studies, give matching criteria
and number of exposed and
unexposed
Case-control study - For matched
studies, give matching criteria
and the number of controls per
case
algorithms used to identify subjects)
should be listed in detail. If this is not
possible, an explanation should be
provided.
RECORD 6.2: Any validation studies
of the codes or algorithms used to select
the population should be referenced. If
validation was conducted for this study
and not published elsewhere, detailed
methods and results should be provided.
RECORD 6.3: If the study involved
linkage of databases, consider use of a
flow diagram or other graphical display
to demonstrate the data linkage process,
including the number of individuals
with linked data at each stage.
files
Supplement
n/a
Variables 7 Clearly define all outcomes,
exposures, predictors, potential
confounders, and effect
modifiers. Give diagnostic
criteria, if applicable.
Methods p7-11 plus
supplemental files
RECORD 7.1: A complete list of codes
and algorithms used to classify
exposures, outcomes, confounders, and
effect modifiers should be provided. If
these cannot be reported, an explanation
should be provided.
Supplement
Data sources/
measurement
8 For each variable of interest, give
sources of data and details of
methods of assessment
(measurement).
Describe comparability of
assessment methods if there is
more than one group
Methods p7-11 Methods p7-11
Bias 9 Describe any efforts to address
potential sources of bias
Addressed in Results
p15 and Discussion
p21
Addressed in
Results p15 and
Discussion p21
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Study size 10 Explain how the study size was
arrived at
Methods p7-8 Methods p7-8
Quantitative
variables
11 Explain how quantitative
variables were handled in the
analyses. If applicable, describe
which groupings were chosen,
and why
Methods p7-11 Methods p7-11
Statistical
methods
12 (a) Describe all statistical
methods, including those used to
control for confounding
(b) Describe any methods used to
examine subgroups and
interactions
(c) Explain how missing data
were addressed
(d) Cohort study - If applicable,
explain how loss to follow-up
was addressed
Case-control study - If
applicable, explain how matching
of cases and controls was
addressed
Cross-sectional study - If
applicable, describe analytical
methods taking account of
sampling strategy
(e) Describe any sensitivity
analyses
Methods p7-11, with
specific stats
methods on p10-11.
Methods p7-11,
with specific stats
methods on p10-
11.
Data access and
cleaning methods
.. P10, patient
involvement section
RECORD 12.1: Authors should
describe the extent to which the
investigators had access to the database
population used to create the study
population.
RECORD 12.2: Authors should provide
information on the data cleaning
methods used in the study.
P10, patient
involvement
section
As above
Linkage .. n/a RECORD 12.3: State whether the study n/a
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included person-level, institutional-
level, or other data linkage across two
or more databases. The methods of
linkage and methods of linkage quality
evaluation should be provided.
Results
Participants 13 (a) Report the numbers of
individuals at each stage of the
study (e.g., numbers potentially
eligible, examined for eligibility,
confirmed eligible, included in
the study, completing follow-up,
and analysed)
(b) Give reasons for non-
participation at each stage.
(c) Consider use of a flow
diagram
P12 and Figure 2 RECORD 13.1: Describe in detail the
selection of the persons included in the
study (i.e., study population selection)
including filtering based on data
quality, data availability and linkage.
The selection of included persons can
be described in the text and/or by means
of the study flow diagram.
P12 and Figure 2
Descriptive data 14 (a) Give characteristics of study
participants (e.g., demographic,
clinical, social) and information
on exposures and potential
confounders
(b) Indicate the number of
participants with missing data for
each variable of interest
(c) Cohort study - summarise
follow-up time (e.g., average and
total amount)
P12 P12
Outcome data 15 Cohort study - Report numbers of
outcome events or summary
measures over time
Case-control study - Report
numbers in each exposure
category, or summary measures
of exposure
Cross-sectional study - Report
numbers of outcome events or
summary measures
P12-15 P12-15
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Main results 16 (a) Give unadjusted estimates
and, if applicable, confounder-
adjusted estimates and their
precision (e.g., 95% confidence
interval). Make clear which
confounders were adjusted for
and why they were included
(b) Report category boundaries
when continuous variables were
categorized
(c) If relevant, consider
translating estimates of relative
risk into absolute risk for a
meaningful time period
P12-15 Results p12-15
Other analyses 17 Report other analyses done—e.g.,
analyses of subgroups and
interactions, and sensitivity
analyses
Results p12-15 Results p12-15
Discussion
Key results 18 Summarise key results with
reference to study objectives
P16 P16
Limitations 19 Discuss limitations of the study,
taking into account sources of
potential bias or imprecision.
Discuss both direction and
magnitude of any potential bias
P20 RECORD 19.1: Discuss the
implications of using data that were not
created or collected to answer the
specific research question(s). Include
discussion of misclassification bias,
unmeasured confounding, missing data,
and changing eligibility over time, as
they pertain to the study being reported.
P20
Interpretation 20 Give a cautious overall
interpretation of results
considering objectives,
limitations, multiplicity of
analyses, results from similar
studies, and other relevant
evidence
P16-20, summary on
p21
P16-20, summary
on p21
Generalisability 21 Discuss the generalisability
(external validity) of the study
P16-21 P16-21
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results
Other Information
Funding 22 Give the source of funding and
the role of the funders for the
present study and, if applicable,
for the original study on which
the present article is based
P22 P22
Accessibility of
protocol, raw
data, and
programming
code
.. Information provided
within supplement
RECORD 22.1: Authors should provide
information on how to access any
supplemental information such as the
study protocol, raw data, or
programming code.
Information
provided within
supplement
*Reference: Benchimol EI, Smeeth L, Guttmann A, Harron K, Moher D, Petersen I, Sørensen HT, von Elm E, Langan SM, the RECORD Working
Committee. The REporting of studies Conducted using Observational Routinely-collected health Data (RECORD) Statement. PLoS Medicine 2015;
in press.
*Checklist is protected under Creative Commons Attribution (CC BY) license.
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