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What is EBM?

“The conscientious, explicit and judicious
  use of current best evidence in
  making decisions about the care of
  individual patients”

Prof. David L. Sackett, 1997
Why EBM?
Primum non nocere
 “First do no harm”

Hippocrates, Epidemics
Sources of Evidence in Medicine

• Traditional Teaching
• Textbooks
• Basic sciences
• Observational studies
• Computer simulation
• Decision Analysis
• Case-Control Studies
• Randomised Controlled Trials (RCT)
• Meta-analyses
RCOG Classification of Evidence Levels

1++ High quality meta-analyses of RCT's
1+ Meta-a. Or RCT's at low risk of bias
1- Meta-a. Or RCT's at high risk of bias
2++ High quality meta-analyses of CC's
2+ Well-conducted cc or cohort studies
2- Case-control or cohort studies with ? bias
3 Case reports
4 Expert opinion
Archie Cochrane (1909-88)

             “Effectiveness and
             Efficiency: Random
             Reflections of Health
             Services “, 1971
Randomized Controlled Trials


 “Gold standard” in evaluating new
 therapies or surgical techniques
 May also be applied to new diagnostic
 tests
Randomized Controlled Trials
Objectives of RCT:
   Minimize bias by randomisation
   Achieve statistical power through
   adequate sample size
   “Blinding “ - single or double
   Analysis by intention to treat
Randomized Controlled Trials

Randomisation
   Several techniques available
   Computer software linked to central
   monitoring station
   “Block “ randomisation
   Sealed envelope method
RCT’s and Observational Studies

• Two studies published in the NEJM in 2000 suggested that
RCTs and observational studies overall produced similar
results

• JAMA 2001: “discrepancies beyond chance do occur and
differences in estimated magnitude of treatment effect are
very common”

• RCTs may be unnecessary for treatments that have
dramatic and rapid effects relative to the expected
RCT’s and Industry Funding

•RCT’s funded by industry are significantly more likely to
report positive results

•Possibly due to publication bias

•RCTs may be unnecessary for treatments that have
dramatic and rapid effects relative to the expected
RCT’s and Statistical Error



• Type I error – “false positive”

• Type II error – “false negative”

• Sample size calculations often inaccurate
Diagnostic Tests
2 X 2 Table

            Disease   Disease
            present   absent
Test            a         b
Positive
Test            c         d
Negative
2 X 2 Table
           Disease   Disease
           present   absent
Test          a          b
Positive
Test          c          d
Negative



 Sensitivity = TP =
2 X 2 Table
           Disease   Disease
           present   absent
Test          a          b
Positive
Test          c          d
Negative

Sensitivity = TP = a/(a+c)
2 X 2 Table
            Disease   Disease
            present   absent
Test           a          b
Positive
Test           c          d
Negative



False Positive Rate = FP =
2 X 2 Table
            Disease   Disease
            present   absent
Test           a          b
Positive
Test           c          d
Negative


      FP = b/(d+b)
2 X 2 Table
              Disease   Disease
              present   absent
  Test           a          b
  Positive
  Test           c          d
  Negative


Specificity = 1 - FP =
2 X 2 Table
            Disease   Disease
            present   absent
 Test          a          b
 Positive
 Test          c          d
 Negative


Specificity = 1 - FP = d/(d+b)
2 X 2 Table
           Disease   Disease
           present   absent
Test          a          b
Positive
Test          c          d
Negative



Positive predictive value (PPV) =
2 X 2 Table
              Disease   Disease
              present   absent
  Test           a          b
  Positive
  Test           c          d
  Negative



PPV = a/(a+b)
2 X 2 Table
                 Disease   Disease
                 present   absent
      Test          a          b
      Positive
      Test          c          d
      Negative



Negative predictive value (NPV) =
2 X 2 Table
           Disease   Disease
           present   absent
Test          a          b
Positive
Test          c          d
Negative



           NPV = d/(c+d)
PPV and Prevalence



Steep drop in positive predictive
value as disease prevalence
decreases
The Likelihood Ratio

Single value to indicate the
clinical utility of a test
 Independent of prevalence
LR = Sensitivity/(1- Spec.)
LR >8 : tests usually clinically
useful
The Likelihood Ratio

LR is an odds modifier:

Posterior odds =
       prior odds x LR
Odds and Probability


   Inter-convertible:

   Odds = p/(1-p)
Can tests be combined ?


Rare conditions: high rates of
false positives
Lead to excessive unnecessary
intervention
Can be reduced by combining
tests e.g. intrapartum
monitoring
Impact of new diagnostic
test on clinical outcomes:


  RCT
  Cohort study
  Case-control study
  Before and after study
SYSTEMATIC REVIEWS
"It is surely a great criticism of our
  profession that we have not organised
  a critical summary, by specialty or
  subspecialty, adapted periodically, of
  all relevant randomized controlled
  trials."
           Archie Cochrane, 1972
Role of systematic reviews
Before commencing a new project: to determine
whether further studies are really indicated: ‘state-
of-the-art’ literature review.
Gain in statistical power for average estimates.
'Cumulative' meta-analysis can determine when
further studies are no longer indicated.
Design of subsequent studies.
Setting policy for treatment and health care –
making the best use of the data available.
Can Studies be Combined?

 Identification of optimal inclusion criteria can be
difficult.
 The most critical step is choosing the appropriate
research question.
 A fairly general question is more preferable to a very
specific one.
 Tukey : "...far better an approximate answer to the
right question, than an exact answer to the wrong
question.."
Publication Bias

Entire research studies may fail to reach publication
because of the nature of the results.

Identification of unpublished trials can be very
difficult - in one study it accounted for 22% of the
papers included in the meta-analysis.

 Failure to publish rests with the investigators rather
than editors.
PREDICTIVE ABILITY OF META-ANALYSES
         Villar et al, Lancet 1995

Comparison of the meta-analyses of smaller studies
with the corresponding result of the largest study.
 30 meta-analyses including a total of 185 randomised
controlled studies (RCT) obtained from the Cochrane
pregnancy and childbirth database. The meta-
analyses were only included if they had at least one
trial with a total sample size of over 1000.
 Calculations differ from the Cochrane database in
that the largest trial was excluded, this being used as
the 'gold standard' for outcome
The Cochrane Collaboration




 •   Established in 1993 by Sir Iain Chalmers
 •   International: 100 countries
 •   Independent
 •   Not-for-profit
 •   Over 27000 contributors
RANZCOG and EBM


“RANZCOG endorses the principles of Evidence-
based Medicine and recognizes the NHMRC levels of
evidence and grades of recommendations”

College Statement C-Gen 15, Nov. 2009
…a scientific idea can never be proven true,
because no matter how many observations seem to
agree with it, it may still be wrong. On the other
hand, a single contrary experiment can prove a
theory forever false


                               Sir Karl Popper

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The ABC of Evidence-Based Medicine

  • 1.
  • 2. What is EBM? “The conscientious, explicit and judicious use of current best evidence in making decisions about the care of individual patients” Prof. David L. Sackett, 1997
  • 4. Primum non nocere “First do no harm” Hippocrates, Epidemics
  • 5. Sources of Evidence in Medicine • Traditional Teaching • Textbooks • Basic sciences • Observational studies • Computer simulation • Decision Analysis • Case-Control Studies • Randomised Controlled Trials (RCT) • Meta-analyses
  • 6. RCOG Classification of Evidence Levels 1++ High quality meta-analyses of RCT's 1+ Meta-a. Or RCT's at low risk of bias 1- Meta-a. Or RCT's at high risk of bias 2++ High quality meta-analyses of CC's 2+ Well-conducted cc or cohort studies 2- Case-control or cohort studies with ? bias 3 Case reports 4 Expert opinion
  • 7. Archie Cochrane (1909-88) “Effectiveness and Efficiency: Random Reflections of Health Services “, 1971
  • 8. Randomized Controlled Trials “Gold standard” in evaluating new therapies or surgical techniques May also be applied to new diagnostic tests
  • 9. Randomized Controlled Trials Objectives of RCT: Minimize bias by randomisation Achieve statistical power through adequate sample size “Blinding “ - single or double Analysis by intention to treat
  • 10. Randomized Controlled Trials Randomisation Several techniques available Computer software linked to central monitoring station “Block “ randomisation Sealed envelope method
  • 11.
  • 12. RCT’s and Observational Studies • Two studies published in the NEJM in 2000 suggested that RCTs and observational studies overall produced similar results • JAMA 2001: “discrepancies beyond chance do occur and differences in estimated magnitude of treatment effect are very common” • RCTs may be unnecessary for treatments that have dramatic and rapid effects relative to the expected
  • 13. RCT’s and Industry Funding •RCT’s funded by industry are significantly more likely to report positive results •Possibly due to publication bias •RCTs may be unnecessary for treatments that have dramatic and rapid effects relative to the expected
  • 14. RCT’s and Statistical Error • Type I error – “false positive” • Type II error – “false negative” • Sample size calculations often inaccurate
  • 16. 2 X 2 Table Disease Disease present absent Test a b Positive Test c d Negative
  • 17. 2 X 2 Table Disease Disease present absent Test a b Positive Test c d Negative Sensitivity = TP =
  • 18. 2 X 2 Table Disease Disease present absent Test a b Positive Test c d Negative Sensitivity = TP = a/(a+c)
  • 19. 2 X 2 Table Disease Disease present absent Test a b Positive Test c d Negative False Positive Rate = FP =
  • 20. 2 X 2 Table Disease Disease present absent Test a b Positive Test c d Negative FP = b/(d+b)
  • 21. 2 X 2 Table Disease Disease present absent Test a b Positive Test c d Negative Specificity = 1 - FP =
  • 22. 2 X 2 Table Disease Disease present absent Test a b Positive Test c d Negative Specificity = 1 - FP = d/(d+b)
  • 23. 2 X 2 Table Disease Disease present absent Test a b Positive Test c d Negative Positive predictive value (PPV) =
  • 24. 2 X 2 Table Disease Disease present absent Test a b Positive Test c d Negative PPV = a/(a+b)
  • 25. 2 X 2 Table Disease Disease present absent Test a b Positive Test c d Negative Negative predictive value (NPV) =
  • 26. 2 X 2 Table Disease Disease present absent Test a b Positive Test c d Negative NPV = d/(c+d)
  • 27. PPV and Prevalence Steep drop in positive predictive value as disease prevalence decreases
  • 28. The Likelihood Ratio Single value to indicate the clinical utility of a test Independent of prevalence LR = Sensitivity/(1- Spec.) LR >8 : tests usually clinically useful
  • 29. The Likelihood Ratio LR is an odds modifier: Posterior odds = prior odds x LR
  • 30. Odds and Probability Inter-convertible: Odds = p/(1-p)
  • 31. Can tests be combined ? Rare conditions: high rates of false positives Lead to excessive unnecessary intervention Can be reduced by combining tests e.g. intrapartum monitoring
  • 32. Impact of new diagnostic test on clinical outcomes: RCT Cohort study Case-control study Before and after study
  • 34. "It is surely a great criticism of our profession that we have not organised a critical summary, by specialty or subspecialty, adapted periodically, of all relevant randomized controlled trials." Archie Cochrane, 1972
  • 35. Role of systematic reviews Before commencing a new project: to determine whether further studies are really indicated: ‘state- of-the-art’ literature review. Gain in statistical power for average estimates. 'Cumulative' meta-analysis can determine when further studies are no longer indicated. Design of subsequent studies. Setting policy for treatment and health care – making the best use of the data available.
  • 36. Can Studies be Combined? Identification of optimal inclusion criteria can be difficult. The most critical step is choosing the appropriate research question. A fairly general question is more preferable to a very specific one. Tukey : "...far better an approximate answer to the right question, than an exact answer to the wrong question.."
  • 37. Publication Bias Entire research studies may fail to reach publication because of the nature of the results. Identification of unpublished trials can be very difficult - in one study it accounted for 22% of the papers included in the meta-analysis. Failure to publish rests with the investigators rather than editors.
  • 38. PREDICTIVE ABILITY OF META-ANALYSES Villar et al, Lancet 1995 Comparison of the meta-analyses of smaller studies with the corresponding result of the largest study. 30 meta-analyses including a total of 185 randomised controlled studies (RCT) obtained from the Cochrane pregnancy and childbirth database. The meta- analyses were only included if they had at least one trial with a total sample size of over 1000. Calculations differ from the Cochrane database in that the largest trial was excluded, this being used as the 'gold standard' for outcome
  • 39.
  • 40. The Cochrane Collaboration • Established in 1993 by Sir Iain Chalmers • International: 100 countries • Independent • Not-for-profit • Over 27000 contributors
  • 41. RANZCOG and EBM “RANZCOG endorses the principles of Evidence- based Medicine and recognizes the NHMRC levels of evidence and grades of recommendations” College Statement C-Gen 15, Nov. 2009
  • 42. …a scientific idea can never be proven true, because no matter how many observations seem to agree with it, it may still be wrong. On the other hand, a single contrary experiment can prove a theory forever false Sir Karl Popper