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Meta Analysis

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Title: Meta Analysis


1
Meta Analysis
  • OT 653
  • Fall 2003

2
Meta-Analysis
  • Definition
  • A specific subset of systematic reviews that
    statistically combine data from many studies in
    order to find a common effect(p.117).

3
Meta-Analysis
  • Definition
  • Meta-analysis refers to the analysis of
    analysesthe statistical analysis of a large
    collection of analysis results from individual
    studies for the purpose of integrating findings
    (Glass, 1976, as cited in Law, 2002, p.117).

4
Meta-Analysis
  • Definition
  • Meta-analysis is a name that is given to any
    review article in which the results of several
    independent studies are combined statistically to
    produce a single estimate of the effect of a
    particular intervention or health care situation
    (Jadad, 1998, as cited in Law, 2002, p.118).

5
Meta-Analysis
  • A type of systematic review
  • Uses statistical summary
  • Synthesizes findings from several studies on the
    same topic.

6
Meta-Analysis
  • Select a proper outcome measure
  • Choose a variable in the data is present in all
    studies and
  • Is a good indicator for the study
  • Manipulate the data from several studies to
    organize the data in a unified fashion
  • Choose a standard or measure
  • Format data so it fits within that standard of
    measure
  • Dialogue with researchers
  • Diagram a Forest Plot

7
What is a Forest Plot?
  • A forest plot is a vertical line with a number
    of horizontal lines running across it. it
    represents the pooled odds ratio of all the
    studies in the review (p.118).

8
Odds-ratios are primarily used in epidemiological
studies cohort and case-comparison studies
9
An odds ratio is used to estimate the odds of
membership in an identified group (i.e. persons
with stroke) from a sample given the presence of
specific independent variables
10
Odds-ratio values of less than one means an
individual is not in the target group (persons
with stroke) A value of 1 means the individual
could be in either group(with or without
stroke)A value of gt1 means the individual is in
the target group (is a person with a stroke).
11
Forest Plot
  • Lines show the confidence Interval - 95
    certainty of the effects of a study
  • Shorter the line, the more certain the results
  • Diamond combined results
  • Shows the treatment in question has had an effect
    because the diamond is to the left of the
    vertical line

Attempted reproduction of the Cochrane
Collaboration Logo an example of a Forest Plot
12
Remember confidence intervals???
13
And just in case you forgot confidence
intervals..
Confidence intervals are a range of possible
values in which the population mean is likely to
fall. A 95 confidence interval indicates that
the true mean of whatever you are trying to
measure is likely to fall in this range 95 of
the time.
14
(No Transcript)
15
Cochrane Collaboration
  • Named for Archie Cochrane a British
    epidemiologist
  • He believed that systematic reviews were
    important and necessary to help stay on top of
    the rapid changes in health care and to change
    health care practice for the better.
  • He also believed that they should be organized
    and distributed to make sure knowledge about the
    best health care is readily available.
  • Cochrane Collaboration, named after him, does
    systematic reviews using meta-analysis.

16
Questions and Answers
  • ?

17
So how do systematic reviews differ from
metaanalyses??
18
Systematic Analysis
  • Usually carried out by 2 or more people
  • Criteria for study inclusion are decided either
    in advance, or after doing a search and seeing
    what evidence exists.
  • Stronger systematic reviews are those carried out
    on RCTs, but this is not always possible

19
More on systematic reviews
  • Once types of research designs to be included in
    the review are agreed upon
  • Reviewers analyze articles independently, scoring
    them on whether or not they include specific
    criteria

20
Some Specific Criteria
  • Sampling strategies
  • Sample size
  • Treatment variables
  • Outcome measures
  • Duration of study/study phases
  • Length of follow-up
  • Significant or non-significant findings

21
Article Scoring
  • Reviewers then compare scores
  • Often, articles that do not meet a pre-set score
    (5 out of 10 scored criteria) are then discarded
  • Articles where authors disagree on criteria
    scores are either discussed or given to an
    outside party to score

22
Remaining Articles
  • The articles left in the analysis are then
    written up in a format which includes multiple
    tables which compare the scoring criteria across
    studies.
  • A summary is then written which compares the
    articles across criteria for strengths and
    weaknesses

23
A final summary draws conclusions about the kinds
of evidence and the strength of that evidence to
support the topic under review.
24
Critically Appraised Topics (CATs)
  • OT 675
  • Fall 2003

25
Definition
  • A Critically Appraised Topic (CAT) is a one- or
    two page summary of a search and critical
    appraisal of the literature related to a focused
    clinical question, which should be kept in an
    easily accessible place so that it can be used to
    help make clinical decisions (Center For
    Evidence-Based Medicine, n.d.a., as cited in Law,
    2002, p.186).

26
Definition
  • A CAT is a one- or two page summary of all the
    preceding steps involved in your evidence-based
    approach to the literature,. It provides
    immediate access to your method and results
    (Center For Evidence-Based Medicine, n.d.b., as
    cited in Law, 2002, p.186).

27
CATs and the Steps of the Evidence-Based Practice
Process
  • To do evidence-based practice you need to
  • 1. Have a focused question
  • 2. Categorize the evidence found
  • 3. Allow for evaluation of that evidence
  • 4. Produce a clinical bottom line to be developed
    into practice (Law, 2002, p.186)
  • Note the above 4 steps are part of the CAT
    process
  • 5. Review CATs regularly and analyze successes
    further.

28
Five Major Types of CATs
  • 1. Diagnosis
  • 2. Prognosis
  • 3. Evaluating risk and harm in a case-control
    study
  • 4. Evaluating risk and harm in a cohort study
  • 5. Intervention Studies (treatment, prevention,
    and screening). (Law, 2002, p.186).

29
Six Necessary Elements of CATs
  • 1. Date of completion (of the CAT)
  • 2. Question
  • The person or problem being addressed
  • The intervention or exposure being considered
  • The comparison of the intervention or exposure,
    when relevant
  • The outcomes of interest.
  • 3. Clinical Bottom Line (CAT summary should
    include applicability of results to your client)
  • 4. Evidence (CAT summary should include a summary
    of evidence)
  • 5. Gold Standard (For Diagnosis or Screening -
    compare to best test out there for Risk and Harm
    - compare to existing treatments.
  • 6. Notes (important issues, your reflections).

30
Drawbacks of CATs
  • 1. Subject to bias, error, and other limitations
  • 2. Become dated fairly quickly as new research is
    published

31
Strengths of CATs
  • 1. Brief
  • 2. Informative
  • 3. Useful
  • 4. Quick
  • 5. Easy
  • 6. Intuitive tool
  • 7. Can use old CATs as a starting point when
    looking again at a clinical question.

32
Questions and Answers
  • ?
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