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Spin, lies, and truths:
observational data in
medicine and
anesthesiology
Brian D. Sites, MD MS
No Conflicts
Special Thanks to Gil Welch, MD from
The Dartmouth Institute
“It’s all about the denominator”
Objective
• Cite one really scary example where
observational data got it wrong and
people were injured.
In vitro
Animal research
Opinions, editorials
Case reports, series
Cross-sectional
Case control
Cohort
RCT
SR
Increasing
strength of
evidence
It’s everywhere
• Cohort Studies and case-control studies
• QA database reviews/clinical registries
• Cross-sectional surveys (Patient
surveys)
• Medicare claims data
• EMR feeds
• Cost-analysis data
One month before the second
Obama election, the
unemployment rate unexpectedly
dropped from
8.2% 7.7%
“Excluding those not looking
for work, the unemployment
rate dropped to its lowest....”
82 people
unemployed
1000 people in
population
= 8.2%
77 people
unemployed
1000 people in
population
= 7.7%
5 people
leave work
force
Hormonal Replacement
Therapy (HRT)
“Therapy for menopause
syndrome should not only relieve
the psychic instability attendent
the condition, but the vasomotor
instability....The patient is not
alone in her devotion to this
natural estrogen. Doctors,
husbands, and family all like what
it does for the patient, the wife,
and the homemaker.”
Originally for relief of
menopause symptoms
Circa 1950s
JAMA
Hormonal Replacement
Therapy (HRT)
• Expanded into a multi-billion dollar industry
• Use shifted from TREATMENT of
menopausal symptoms to PREVENTION of
dementia, cardiovascular disease, and hip
fractures
• Millions and Millions of women WITHOUT
disease consumed hormonal replacement
therapy
HRT for the prevention of dementia: The
Cache County study
Recruitment
of elderly
patients
without
dementia and
assessed
for HRT
Hormone replacement and the incidence of Alzheimer disease. JAMA
2002;288:2123
1066 exposed
to HRT
800 not exposed
to HRT
26 get
dementia
58 get
dementia
(Classic Prospective Cohort)
Risk of Dementia with Hormones = 26/1066
Risk of Dementia with no Hormones = 58/800
Relative Risk of
Dementia (RR)
26/1086
58/800
= = 0.33
That’s a 67%
reduction in risk
Association (p<.05) DOES
NOT prove Causation!
Drinking Depression
Drinkers (compared to non drinkers)
have a RR of 1.5 for depression, p value
< 0.0001
Depression Drinking
Hill criteria supporting
causality
• Magnitude of the effect
• Dose response
• Biological plausibility
• Consistency
• Temporality
• Experiment
“Oh my”
“More drug more effect”
“Whiff test”
“I’ve seen similar”
Drinkers didn’t have depression
A real study
Story grows for
10,000,000 womenDozens and Dozens of
articles emerged suggesting
that HRT reduced a women’s
chance of developing heart
disease!
“Most, but not all, studies of hormone replacement
therapy in postmenopausal women show around a
50% reduction in risk of a coronary event in women
using unopposed oral estrogen.” JAMA 1991
“There is extensive and consistent observational
evidence that estrogen use reduces risks for CHD about
35%.” Ann Inter Med 1991
“...a recent update from the Nurse’s Health Study
again confirmed a 40% to 60% reduction in
cardiovascular events in women taking HRT.”
Circulation 2001
JAMA 1997 Fancy
Computer Model
Predicting Years
Gained!
“Hormonal replacement therapy should
increase life expectancy for nearly all
postmenopausal women, with some gains
exceeding 3 years….”
Women’s Health Initiative
Women
50-79
Postmenopaus
al
16,608
Risks and Benefits of Estrogen Plus Progestin in Healthy Postmenopausal
Women JAMA 2002 288: 321-333.
HRT
No HRT
Classic RCT
No Change in
death
A Few less
-Hip fx
-Colon Ca
A Few More
-MIs
-Strokes
-DVTs
-Breast Ca
No change in
-Sleep disturbance
-Depression
-Sexual
Satisfaction
-Energy
5.2 years
Don’t Forget About the Original Fuel: Dementia
Post-
Menopausal
women free of
dementia
Estrogen Plus Progestin and the Incidence of Dementia in Postmenopausal
Women JAMA 2003 289: 2651-2662.
2229
HRT
2303
No HRT
Classic RCT
Risk of Dementia with Hormones = 40/2229
Risk of Dementia with no Hormones = 21/2303
Relative Risk of
Dementia (RR)
=
Estrogen Plus Progestin and the Incidence of Dementia in Postmenopausal
Women JAMA 2003 289: 2651-2662.
2.05, 95% CI 1.2-3.5
Hormone Replacement & Alzheimer's Disease
Cache County Study – A Prospective Cohort
Study
0.33 0.66Adjustment Unmeasured
Confounders 2.05
Cache County RCT
• neurotrophic and neuroprotective influences!
• enhancement of synaptic plasticity!
• effects on several neurotransmitter systems!
• reduction in β-amyloid formation from its precursor protein!
• and modulation of regional cerebral glucose metabolism!
• the pattern of brain activation during memory processing!
• increases regional cerebral blood flow and glucose metabolism
• modulates brain activity in specific brain regions affected in the
Humans:
Animals:
Looking back: “The Discussion”
“The reversal of established medical
practice is common and occurs across all
classes of medical practice. This
investigation sheds light on low-value
practices and patterns of medical
research.”
of the 363 gold
standards, 146 (40.2%)
were reversed!
Anesthesia is in there
too!
• Two articles contraindicated routine use
of PA catheters
• 2 articles found worse outcomes with
recommended glycemic standards
• Stenting of stable CAD was reversed
• No go for routine arthroscopy for OA
Too reliant on observational (flawed) data
Why would we ever want
observational data?
• Rare outcomes
• Harmful treatments
• No experimental control
possible (QA data)
• Hypothesis generating
• Validation of expert opinion
and RCT
What should target Hgb A1C be?
7% or less
7% to 8%
6% to 7%
7% or less
6.5%
or less
Around 7%
Ann Intern Med. 2007;147(6):417-422
The AGREE appraisal instrument asks 23 questions in 6
domains: scope and purpose, stakeholder involvement,
rigor of development, clarity and presentation,
applicability, and editorial independence
“To prevent microvascular complications of
diabetes, the goal for glycemic control should
be as low as is feasible without undue risk for
adverse events or an unacceptable burden on
patients. A hemoglobin A1c level less than 7%
based on individualized assessment is a
reasonable goal”
Is “good control”
actually safe?
More than 47,000 patients getting intensified diabetes
therapy in the UK were studied from a National Health
Database
Lancet 2010; 375: 481-89
Relative
Risk of
Death
Mean Hemoglobin A1c
following intensification
Is “good control” actually safe?
783 Intensive
Insulin Therapy
783
conventional
2229
HRT
These findings translated
into real world morbidity
and mortality
More death
More life!!
Root cause via a systemic review suggested that the
Van Den Berghe trial likely succeeded because of
“In their over enthusiams to implement the IIT, the
researchers, clinicians went overboard with their own half-
baked protocols.”
Editorial: Anaesthesia 2015; 2.2:77-81.
• Pumps for delivery
• ICU nurse training
• How glucose technically measured
• Frequency of sampling
• Patients were always fasting
Summary
• Be skeptical
• Unmeasured
confounders are real
• Fancy biological
mechanisms are not
proof of anything
• Bar should be set very
high for healthy patients
You can use observational data and
“PRAGMATIC” approaches to validate
traditional RCTs in your health system!
Thanks!

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Spins, lies and truths - observational data in medicine and anesthesiology - Brian Sites - SSAI2017

  • 1. Spin, lies, and truths: observational data in medicine and anesthesiology Brian D. Sites, MD MS
  • 3. Special Thanks to Gil Welch, MD from The Dartmouth Institute “It’s all about the denominator”
  • 4. Objective • Cite one really scary example where observational data got it wrong and people were injured.
  • 5. In vitro Animal research Opinions, editorials Case reports, series Cross-sectional Case control Cohort RCT SR Increasing strength of evidence
  • 6. It’s everywhere • Cohort Studies and case-control studies • QA database reviews/clinical registries • Cross-sectional surveys (Patient surveys) • Medicare claims data • EMR feeds • Cost-analysis data
  • 7.
  • 8. One month before the second Obama election, the unemployment rate unexpectedly dropped from 8.2% 7.7%
  • 9. “Excluding those not looking for work, the unemployment rate dropped to its lowest....” 82 people unemployed 1000 people in population = 8.2% 77 people unemployed 1000 people in population = 7.7% 5 people leave work force
  • 11. “Therapy for menopause syndrome should not only relieve the psychic instability attendent the condition, but the vasomotor instability....The patient is not alone in her devotion to this natural estrogen. Doctors, husbands, and family all like what it does for the patient, the wife, and the homemaker.” Originally for relief of menopause symptoms Circa 1950s JAMA
  • 12. Hormonal Replacement Therapy (HRT) • Expanded into a multi-billion dollar industry • Use shifted from TREATMENT of menopausal symptoms to PREVENTION of dementia, cardiovascular disease, and hip fractures • Millions and Millions of women WITHOUT disease consumed hormonal replacement therapy
  • 13. HRT for the prevention of dementia: The Cache County study Recruitment of elderly patients without dementia and assessed for HRT Hormone replacement and the incidence of Alzheimer disease. JAMA 2002;288:2123 1066 exposed to HRT 800 not exposed to HRT 26 get dementia 58 get dementia (Classic Prospective Cohort)
  • 14. Risk of Dementia with Hormones = 26/1066 Risk of Dementia with no Hormones = 58/800 Relative Risk of Dementia (RR) 26/1086 58/800 = = 0.33 That’s a 67% reduction in risk
  • 15.
  • 16. Association (p<.05) DOES NOT prove Causation! Drinking Depression Drinkers (compared to non drinkers) have a RR of 1.5 for depression, p value < 0.0001 Depression Drinking
  • 17. Hill criteria supporting causality • Magnitude of the effect • Dose response • Biological plausibility • Consistency • Temporality • Experiment “Oh my” “More drug more effect” “Whiff test” “I’ve seen similar” Drinkers didn’t have depression A real study
  • 18. Story grows for 10,000,000 womenDozens and Dozens of articles emerged suggesting that HRT reduced a women’s chance of developing heart disease!
  • 19. “Most, but not all, studies of hormone replacement therapy in postmenopausal women show around a 50% reduction in risk of a coronary event in women using unopposed oral estrogen.” JAMA 1991 “There is extensive and consistent observational evidence that estrogen use reduces risks for CHD about 35%.” Ann Inter Med 1991 “...a recent update from the Nurse’s Health Study again confirmed a 40% to 60% reduction in cardiovascular events in women taking HRT.” Circulation 2001
  • 20. JAMA 1997 Fancy Computer Model Predicting Years Gained!
  • 21. “Hormonal replacement therapy should increase life expectancy for nearly all postmenopausal women, with some gains exceeding 3 years….”
  • 22. Women’s Health Initiative Women 50-79 Postmenopaus al 16,608 Risks and Benefits of Estrogen Plus Progestin in Healthy Postmenopausal Women JAMA 2002 288: 321-333. HRT No HRT Classic RCT
  • 23. No Change in death A Few less -Hip fx -Colon Ca A Few More -MIs -Strokes -DVTs -Breast Ca No change in -Sleep disturbance -Depression -Sexual Satisfaction -Energy 5.2 years
  • 24.
  • 25. Don’t Forget About the Original Fuel: Dementia Post- Menopausal women free of dementia Estrogen Plus Progestin and the Incidence of Dementia in Postmenopausal Women JAMA 2003 289: 2651-2662. 2229 HRT 2303 No HRT Classic RCT
  • 26. Risk of Dementia with Hormones = 40/2229 Risk of Dementia with no Hormones = 21/2303 Relative Risk of Dementia (RR) = Estrogen Plus Progestin and the Incidence of Dementia in Postmenopausal Women JAMA 2003 289: 2651-2662. 2.05, 95% CI 1.2-3.5
  • 27. Hormone Replacement & Alzheimer's Disease Cache County Study – A Prospective Cohort Study 0.33 0.66Adjustment Unmeasured Confounders 2.05 Cache County RCT
  • 28. • neurotrophic and neuroprotective influences! • enhancement of synaptic plasticity! • effects on several neurotransmitter systems! • reduction in β-amyloid formation from its precursor protein! • and modulation of regional cerebral glucose metabolism! • the pattern of brain activation during memory processing! • increases regional cerebral blood flow and glucose metabolism • modulates brain activity in specific brain regions affected in the Humans: Animals: Looking back: “The Discussion”
  • 29. “The reversal of established medical practice is common and occurs across all classes of medical practice. This investigation sheds light on low-value practices and patterns of medical research.” of the 363 gold standards, 146 (40.2%) were reversed!
  • 30. Anesthesia is in there too! • Two articles contraindicated routine use of PA catheters • 2 articles found worse outcomes with recommended glycemic standards • Stenting of stable CAD was reversed • No go for routine arthroscopy for OA
  • 31. Too reliant on observational (flawed) data
  • 32. Why would we ever want observational data? • Rare outcomes • Harmful treatments • No experimental control possible (QA data) • Hypothesis generating • Validation of expert opinion and RCT
  • 33. What should target Hgb A1C be? 7% or less 7% to 8% 6% to 7% 7% or less 6.5% or less Around 7%
  • 34. Ann Intern Med. 2007;147(6):417-422 The AGREE appraisal instrument asks 23 questions in 6 domains: scope and purpose, stakeholder involvement, rigor of development, clarity and presentation, applicability, and editorial independence “To prevent microvascular complications of diabetes, the goal for glycemic control should be as low as is feasible without undue risk for adverse events or an unacceptable burden on patients. A hemoglobin A1c level less than 7% based on individualized assessment is a reasonable goal”
  • 35. Is “good control” actually safe? More than 47,000 patients getting intensified diabetes therapy in the UK were studied from a National Health Database Lancet 2010; 375: 481-89
  • 36. Relative Risk of Death Mean Hemoglobin A1c following intensification Is “good control” actually safe?
  • 37. 783 Intensive Insulin Therapy 783 conventional 2229 HRT These findings translated into real world morbidity and mortality More death More life!!
  • 38. Root cause via a systemic review suggested that the Van Den Berghe trial likely succeeded because of “In their over enthusiams to implement the IIT, the researchers, clinicians went overboard with their own half- baked protocols.” Editorial: Anaesthesia 2015; 2.2:77-81. • Pumps for delivery • ICU nurse training • How glucose technically measured • Frequency of sampling • Patients were always fasting
  • 39. Summary • Be skeptical • Unmeasured confounders are real • Fancy biological mechanisms are not proof of anything • Bar should be set very high for healthy patients You can use observational data and “PRAGMATIC” approaches to validate traditional RCTs in your health system!

Editor's Notes

  1. of the 363 testing standard of care 146 (40.2%) were reversed! CII 35-45
  2. Surely, there must be another explanation. In my view, the error stems from our interpretation of evidence. Have you noticed how the guidelines that have become the backbone of our medical practice, as scientific and rigorous as they claim to be, are often laden with opinions and interpretations? Let’s consider the most recent recommendations from the Canadian Diabetes Association,5 ranked among the most credible and widely recognized guidelines. The most recent edition, released in April 2013, contains more than 100 grade D, consensus recommendations. This means that these recommendations are based solely on expert opinions and not on scientifically rigorous data (absence of level I, II, or III). So, if 40% of medical practices are reversed within 10 years of appearing in the New England Journal of Medicine, imagine the reversal rate of practices based essentially on expert opinion! It’s not hard to imagine that their reversal rate will be even higher.
  3. This was kind of a systematic review of guidelines where a team of experts parsed through the guidelines from other organizaitons looking for strengths and weaknesses. We followed the Appraisal of Guidelines, Research and Evaluation in Europe (AGREE) collaboration method to produce this report (6). The AGREE appraisal instrument asks 23 questions in 6 domains: scope and purpose, stakeholder involvement, rigor of development, clarity and presentation, applicability, and editorial independence. The AGREE criteria do not consider information about the guideline development process that lies outside of the guideline document and is not specifically mentioned in the guideline document. Each guideline is scored by using a simple additive metric. Before conducting the evaluation, members of the guiding team from the ACP and the authors agreed on a method of stratifying the ratings into 3 main categories;