topic and design considerations in epidemiologic research shi wu wen university of ottawa/ottawa...
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Topic and design considerations in epidemiologic research
Shi Wu Wen
University of Ottawa/Ottawa Hospital Research Institute
July 3, 2015
Some diseases lack animal models: preeclampsia, autism, psychological issues such as preference (prostate cancer)
Animal models cannot be repeated in human studies because of the ethical issues
Design/implementation issues
Inter-species difference huge and beyond imagination: transfusion research of fresh versus old blood
Importance of epidemiologic research
Effects of antibiotics were demonstrated without formal evaluation: hundreds and thousands deaths formed the basis of background comparison, so a consecutive recovery of 5 TB or pneumonia cases is sufficient
Even non-infectious diseases can have such a dramatic effect as well
Historically effects are relatively easy to be detected
James Lind
Born 1716Died 1794
Scottish physician
British Naval Surgeon•Surgeon’s Mate in 1739•HMS Salisbury in 1747
James Lind allocated 12 sailors to 6 interventions:
• 2 received oranges and lemons
• 2 received cider
• 2 received vinegar
• 2 received elixir vitriol
• 2 received spices and garlic
• 2 received sea water
Results
•Within six days, the 2 sailors given oranges
and lemons became well
•The 10 others did not do well
•The 2 that became well looked after the sick
•Took 40 years (1795) before findings adopted
and implemented by Royal Navy – 2/3rd of an
ounce of lemon juice mixed in “grog” daily
Therapeutical effects become smaller and smaller
Gaps exist and therefore opportunities
Increased exposure to previously not existing risks (e.g., chemicals, radiations, obesity, “super-hygiene” environment such as asthma and polio theory)
Side effects
Quality of life
Challenges and opportunities in modern epidemiologic research
Categories of epidemiologic studies – by study design
Epidemiologic studies
Observational Studies Experimental Studies
Descriptive Studies Analytic Studies
Case report
Case Series
Cross sectional studies
Case control
Cohort
RCTs
Cross-sectional
Purposes of clinical studies
Treatment effects (main or intended effects): RCTs (confounding by indication)
Evaluation of diagnostic tools: RCTs or observational studies
Etiologic risk factors: observational studies (ethical issues)
Patient’s need/satisfaction: observational studies (surveys)
Confounding by indication for intended treatment effects by observational studies
Occurrence of thrombosis in relation to warfarin use, as indicated by histories of warfarin use among cases and reference subjects
Warfarin use No useCases 17 5References 213 1571
Rate ratio estimate:Crude: 25Controlling age: 27Controlling history: 4.5Controlling history, age, and sex: 3.9
Miettinen, Statistics in Medicine 1983
Storage Time:Is fresh better?
Berezina LT et al. Influence of Storage on Red Blood Cell Rheological Properties. Journal of Surgical Research 102: 6-12, 2002
RBCs Day 5 RBCs Day 14
– Numerous (but not all) animal studies point to deleterious effects of older red cells
The ARIPI Trial:Age of Red Cells In Premature Infants
ARIPI Trial
Design: Randomized, double blind ‑ Setting: 377 infants from 6 Canadian NICUs Population: neonates (<1250 grams) who
require at least one red cell transfusion 1° Outcome: campsite of major
morbidity/mortality up to 90 days– high risk of transfusion (50-80%)– very high risk of serious morbidities
(50-80%)
Primary Outcome
(0.82, 1.21)1.00Composite (any of above)
(0.61, 1.54)0.97 Death
(0.72, 1.28)0.96Bronchopulmonary dysplasia
(0.50, 1.45)0.85Retinopathy of prematurity (Stage ≥ 3)
(0.80, 3.39)1.65Intraventricular hemorrhage (Papile grade ≥ 3)
(0.48, 2.12)1.00Necrotizing enterocolitis (Bell stage ≥ 2)
Risk Ratio (95% CI)
52.7%9952.9%100
16.03016.431
31.96033.363
11.72213.826
9.6185.811
8.0157.915
%N%N
Fresh (n=188)
Standard (n=189)
Fergusson et al, JAMA, 2012
Study example – comparing alternative treatments
Percent distribution of characteristics among patients delivered by vacuum, forcepts, and naturally
Vacuum (n=31015) Forceps (n=18727) Natural (n=255649)Age< 20 years 4.8 4.5 4.7>= 35 years 7.5 9.5 8.7Dystocia 30.4 34.5 6.6Fetal distress 30.2 36.7 8.6Gestational diabetes 2.9 2.9 2.9PIH 4.0 4.3 2.7Labor induction 16.1 19.4 13.1
Wen et al AJE 2001
Study example – comparing alternative treatments
Occurrence (per 1000 births) of major adverse maternal and infant outcomes among patients delivered by vacuum, forcepts, and naturally
Vacuum (n=31015) Forceps (n=18727) Natural (n=255649)
Severe perineal laceration 173.9 308.0 46.2IVH 0.1 0.1 0.1Facial-nervus injury 1.2 5.1 0.4Cephalhematoma 128.2 68.2 13.8Neonatal death 0.3 0.3 0.2
Wen et al AJE 2001
Study example – evaluating a diagnostic tool
The product: Al-sense blue pad The purpose: if Al-sense blue device can reliably rule in
or rule out amniotic fluid leak as a cause of vaginal wetness in pregnancy, and therefore thus, can be adopted by hospitals as Standard of Care for as an amniotic fluid leak detection tool, and can be used in a home usage setting amniotic fluid leak detection
The design: prospective study The patients: pregnant women ages 18 and above
attending the triage/delivery room
Study example – evaluating a diagnostic tool
The comparison: with unidentified wetness (undetermined whether this is amniotic fluid leakage or urinary incontinence) versus no unidentified wetness
The evaluation: color change (the indicator changes color to blue-green and fades back to yellow in case of urine and changes to stable blue-green in case of amniotic fluid)
The analysis?
Study example – assessing a screening program
Gestationals diabetes and pre-pregnancy diabetes in Canada, 1984-1996
0
0.5
1
1.5
2
2.5
3
1 2 3 4 5 6 7
Study example – assessing a screening program
Gestational diabetes in Metro-Hamilton versus the rest of Ontario, 1984-1996
0
0.5
1
1.5
2
2.5
1 2 3 4 5 6 7
Study example – assessing a screening program
Fetal macrosomia in Metro-Hamilton versus the rest of Ontario, Canada, 1984-11996
10
10.511
11.512
12.513
13.514
14.5
1 2 3 4 5 6 7
Study example – etiologic risk factors
Herbst AL, Ulfelder H, Poskanzer DC. Adenocarcinoma of the vagina. Association of maternal stilbestrol therapy with tumor appearance in young women. N Engl J Med. 1971;284(15):878-81
Background: adenocarcinoma of the vagina is rare and normally occur in women > 50. Between 1966 and 1969, 7 girls 15-22 years of age with this condition were seen in Vincent Memorial Hospital in Boston and another in a neighboring hospital
Purpose of the study: to identify the etiologic risk factors of this rare disease
Study example – etiologic risk factors
Study design: case control (four matched controls for each patient: girls born within 5 days and on the same service), exposure data by structured interview of all mothers
No difference in maternal age (26.1 vs 29.3), smoking (7/8 vs 21/32), breast feeding (3/8 vs 3/32), intrauterine X-ray (1/8 vs 4/32) exposure was found
Significantly high rates of bleeding of the index pregnancy (3/8 vs 1/32), history of pregnancy loss (6/8 vs 5/32), and (especially) estrogen use in the index pregnancy (7/8 vs 0/32) in the cases than in the controls
Study example – etiologic risk factors
Landmark study Appropriate design: rare events Biological rationale Strength of the association Specificity of the association
Challenges for clinicians to conduct research
Time management See trees not forests Often have a lot of clinical questions but the questions
are often too big and complex and don’t know how to translate it into a simple research question
How to dissect a complex clinical question, tease out the most relevant issue, when thinking about a question think about a study design, and select/modify a question that is answerable is the key for success
Occurrence, clinical predictors, and outcomes in cesarean delivery for the second twin after vaginal delivery of the first twin
Objectives
To estimate the occurrence of cesarean delivery for the second twin after vaginal delivery of the first twin
To assess clinical predictors of cesarean delivery for the second twin after vaginal delivery of the first twin
To assess outcomes of cesarean delivery for the second twin after vaginal delivery of the first twin
Methods
Population-based retrospective cohort study, using the 1995-1997 linked mother/infant twin data of the United States
The adjusted risk ratios and population attributable risks of clinical predictors of emergent cesarean delivery in the second twin were estimated in the overall study sample and after stratifying the data by gestational age (preterm and term births)
Maternal and fetal characteristics for the second twins, United States, 1995-1997
Characteristics Number Percent
Delivery method
Vaginal birth 56003 90.55
Cesarean delivery 5842 9.45
Breech/other malpresentations
No 51841 83.82
Yes 10004 16.18
Operative vaginal delivery of first twin
No 53290 86.17
Yes 8555 13.83
Predictors of emergent cesarean section for the second twin after vaginal birth of the first twin, United States, 1995-1997, overall study samples
Predictors Number (%) Cesarean section
Adjusted odds ratios (95% CIs)
Population attributable Risks (95% CIs) expressed as percent
Breech/other malpresentations
No 3495 (6.74) Reference Reference
Yes 2347 (23.46) 4.10 (3.86, 4.360 33.2 (31.8, 34.6)
Cephalo-pelvic disproportion
No 5784 (9.35) Reference Reference
Yes 58 (44.96) 8.93 (6.16, 12.96) 1.6 (1.2, 1.9)
Comparison of neonatal mortality rates (asphyxia-related deaths) in second twin according to gestational age at birth and mode of delivery, United States, 1995-1997
Mode of delivery and gestational age birth Number (%)
Neonatal death
Adjusted odds
Ratios (95% CIs)
Preterm births:
Both twins cesarean delivery 18 (0.07) Reference
Both twins vaginal delivery 25 (0.13) 2.79 (1.48, 5.25)
First twin vaginal and second twin cesarean delivery
8 (0.33) 4.04 (1.72, 9.51)
Term births:
Both twins cesarean delivery 4 (0.01) Reference
Both twins vaginal delivery 6 (0.02) 1.76 (0.48, 6.42)
First twin vaginal and second twin cesarean delivery
8 (0.24) 13.22 (3.50, 49.89)
Example of topic choice: Association of infant sex and postpartum depression (PPD)
Example of topic choice: Infant sex, social support, and PPD
The reasons for the increased risk of PPD in Chinese women who gave birth to a female infant as compared with those who gave birth to a male infant are unclear.
We hypothesize that the lack of social support after childbirth for Chinese women who give birth to a female infant, secondary to the male-preference in Chinese society, is the underlying cause of increased risk of PPD in them.
Example of topic choice: Association between infant sex and PPD
Conclusion- TIPS
Topic
Intervention
Persistency
Success