bcc4: delaney on stats and trials "stuff"

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STATS AND TRIALS STUFF Anthony Delaney MBBS MSc FACEM FCICM Staff Specialist Malcolm Fisher Department of Intensive Care Medicine

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Delaney shares insights into the mysterious world of statistics and trials. This 12 minute podcast is particularly useful for Registrars preparing for their exams and was recorded at BCC4. For similar podcasts and audio; head to www.intensivecarenetwork.com and to rego for BCC5 in Cairns, check out www.bedsidecriticalcare.com

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Page 1: BCC4: Delaney on Stats and Trials "Stuff"

STATS AND TRIALS STUFF

Anthony Delaney MBBS MSc FACEM FCICM

Staff Specialist Malcolm Fisher Department of Intensive Care Medicine

Page 2: BCC4: Delaney on Stats and Trials "Stuff"

Disclaimer

I ain’t a statistician More of an enthusiastic amateur

Page 3: BCC4: Delaney on Stats and Trials "Stuff"

So…..

Difference between mortality and survival? How to interpret a “negative” trial result?

Page 4: BCC4: Delaney on Stats and Trials "Stuff"

Mortality or survival?

Mortality: Number of deaths/number at risk at the end of a period

of time 28 day mortality Rate

Survival: Time to event analysis How long it takes for the event to happen If you have survived for x time, what are your chances of

dying in x+1 time Hazard

Page 5: BCC4: Delaney on Stats and Trials "Stuff"

Population: >18 yo Source of infection Temperature >38.3oC or <35.6oC Heart rate > 90bpm SBP <90 mmHg for 1 hour if adequate fluids and some pressors Urine output <0.5 ml/kg/hr for > 1 hr or PaO2/FiO2 <280 Lactate >2 mmol/L Ventilated Excluded:

pregnant, contra/indication to steroids, advanced cancer, AMI, PE, AIDS,

Page 6: BCC4: Delaney on Stats and Trials "Stuff"

Intervention: Hydrocortisone mg q6h ivi Fludrocortisone 50mg po daily For 7 days

Comparison: Placebo For 7 days

Page 7: BCC4: Delaney on Stats and Trials "Stuff"

Outcome: The primary endpoint was the 28-day survival

distribution from randomisation in non-responders to the short corticotropin test

Page 8: BCC4: Delaney on Stats and Trials "Stuff"

Point one Post-randomisation sub groups are dubious

Page 9: BCC4: Delaney on Stats and Trials "Stuff"

Is the subgroup variable a characteristic measured at baseline or after randomisation?

“The credibility of subgroup hypotheses based on post-randomisation characteristics is severely compromised, and can be rejected simply on this criterion”

Page 10: BCC4: Delaney on Stats and Trials "Stuff"

Subdivision of patients in ISIS-2 with respect to birth signs

Gemini and Libra shows an adverse effect on mortality

Page 11: BCC4: Delaney on Stats and Trials "Stuff"
Page 12: BCC4: Delaney on Stats and Trials "Stuff"

Results: 300 participants In non-responders

Placebo 73/115 (63%) Steroids 60/114 (53%) Hazard ratio 0.67 95% CI 0.47-0.95; P=0.02

Conclusion: Treatment with hydrocortisone and

fludrocortisone significantly reduced the risk of death in patients with septic shock and adrenal insufficiency

Page 13: BCC4: Delaney on Stats and Trials "Stuff"

Date of download: 9/11/2013Copyright © 2012 American Medical Association.

All rights reserved.

From: Effect of Treatment With Low Doses of Hydrocortisone and Fludrocortisone on Mortality in Patients With Septic Shock

JAMA. 2002;288(7):862-871. doi:10.1001/jama.288.7.862

Results are according to the response to the short corticotropintest. In nonresponders, the median time to death was 12 days in the placeboand 24 days in the corticosteroid groups; in responders, 14 days in the placeboand 16.5 days in the corticosteroid groups; and in all patients, 13 days inthe placebo and 19.5 in the corticosteroid groups.

Figure Legend:

Page 14: BCC4: Delaney on Stats and Trials "Stuff"

In nonresponders, the median time to death was 12 days in the placebo and 24 days in the corticosteroid groups;

in responders, 14 days in the placebo and 16.5 days in the corticosteroid groups;

and in all patients, 13 days in the placebo and 19.5 in the corticosteroid groups.

Page 15: BCC4: Delaney on Stats and Trials "Stuff"

Mortality or Survival

Time (days)28

Survival

1.0

0.5

Page 16: BCC4: Delaney on Stats and Trials "Stuff"
Page 17: BCC4: Delaney on Stats and Trials "Stuff"

i

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Page 19: BCC4: Delaney on Stats and Trials "Stuff"

How big a difference in mortality do you think putting a tracheostomy in at Day 4 compared to Day 10 would make on 30 day mortality?

50% RRR (15% ARR) 25% RRR (7.5% ARR) 10% RRR (3% ARR) 5% RRR (1.5% ARR)

Page 20: BCC4: Delaney on Stats and Trials "Stuff"

“Negative trials”

n

Page 21: BCC4: Delaney on Stats and Trials "Stuff"

Population: Mechanically ventilated adults Had been ventilated for 4 days and thought to

require at least 7 more days of ventilation Excluded:

Those requiring a tracheostomy, contraindication to tracheostomy, respiratory failure due to chronic neurological disease

Page 22: BCC4: Delaney on Stats and Trials "Stuff"

Intervention: Trachesotomy by Day 4

Comparison: Tracheostomy after Day 10 if still required

Outcome: All cause mortality 30 days from randomisation

Page 23: BCC4: Delaney on Stats and Trials "Stuff"

Sample Size Calculation: Baseline mortality of 30% Absolute risk reduction 6.3% (21% RRR) Power 80% Alpha 5% 4% loss to follow up

N=1692

Page 24: BCC4: Delaney on Stats and Trials "Stuff"

Due to study fatigue and exhaustion of funding

N=899

Page 25: BCC4: Delaney on Stats and Trials "Stuff"
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“Tracheostomy within 4 days of critical care admission was not associated with an improvement in 30 day mortality”

Page 27: BCC4: Delaney on Stats and Trials "Stuff"

We are 95% certain that early tracheostomy might be between

5.4% worse to 6.7% better in absolute risk About 20% better or worse in terms of relative

risk

Page 28: BCC4: Delaney on Stats and Trials "Stuff"

6.3% of patients had a complication of tracheostomy

53% of patients who were randomised to delayed trache didn’t need one

2 year mortality was 52.3% Only 5 lost to follow up

Page 29: BCC4: Delaney on Stats and Trials "Stuff"

Conclusions: Unable to rule out a clinically important difference

between early and late trache It probably doesn’t make a big difference to

mortality Unknown about patient perspective

Useful information about the patient cohort

Not really a “negative trial”

Page 30: BCC4: Delaney on Stats and Trials "Stuff"

QUESTIONS??