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A brief, birdseye overview of new Cochrane methodologies

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Title: A brief, birdseye overview of new Cochrane methodologies


1
A brief, birds-eye overview of new Cochrane
methodologies
  • Part 1
  • Assessing the risk of bias
  • GRADE, GRADEpro, and the Summary of
    findings table

The new Cochrane Handbook explains all of this in
detail. If anything in this presentation seems
unclear or is confusing, the Handbook will
clarify it for you. http//www.cochrane-handbook.o
rg
2
WHAT IS HAPPENING?
  • You will assess the risk of bias in an included
    study by asking yourself a series of
    questions about it. Your answers will be
    Yes, No, or Unclear.
  • You will mark these answers in RevMan.
  • You will enter other data in RevMan, as usual.
  • RevMan will create a color-coded Risk of Bias
    summary (or graph), which will appear in your
    review.
  • The GRADE approach software (GRADEpro) will
    retrieve data from your review
  • You will enter some other data, and comments,
    into GRADEpro
  • GRADEpro will create a Summary of Findings
    table
  • You can import the Summary of Findings table
    into RevMan

3
Assessing the Risk of Bias Key Points
  • Numerous tools are available for assessing
    methodological quality of clinical trials.
    Cochrane now explicitly recommends against the
    use of scales yielding a summary score (this
    includes the Jadad scale)
  • The Cochrane Collaboration recommends a
    specific tool for assessing risk of bias in
    each included study. This comprises a description
    and a judgment for each entry in a Risk of
    bias table, where each entry addresses a
    specific feature of the study.
  • The judgment for each entry involves answering
    a question, with answers Yes indicating
    low risk of bias, No indicating high risk of
    bias, and Unclear indicating either lack of
    information or uncertainty over the
    potential for bias
  • Plots of Risk of bias assessments can be
    created in RevMan.

4
Quality or Risk of bias?
  • Quality did they do the best they could?
  • Bias should I believe the result?
  • We never know biases, but there is rationale for
    considering risk of bias
  • Key consideration in Cochrane reviews is
    believability risk of bias targets this question
    squarely
  • High quality research methods can still leave
    a study at important risk of bias. (e.g. when
    blinding is impossible)
  • Some markers of quality in medical research are
    unlikely to have direct implications for risk of
    bias (e.g ethical approval, sample size
    calculation)
  • Overcomes ambiguity between quality of reporting
    and the quality of the underlying research
  • The new tool principles
  • Provides a framework for assessing the whole
    trial
  • Explicitly judgmental but separates the facts
    from the judgments
  • Transparent, and so repeatable

NB Summary of findings tables use Quality of
evidence to assess something different
5
The new tool items to address
1. Sequence generation (randomization) 2.
Allocation concealment 3. Blinding of
participants, personnel and outcomes 4.
Incomplete outcome data (attrition and
exclusions) 5. Selective outcome reporting 6.
Other (including topic-specific, design-specific)
6
The new tool the questions
  • Was the allocation sequence adequately
    generated?
  • Was allocation adequately concealed?
  • Was knowledge of the allocated intervention
    adequately prevented during the study?
  • Were incomplete outcome data adequately
    addressed?
  • Are reports of the study free of suggestion of
    selective outcome reporting?
  • Was the study apparently free of other problems
    that could put it at a high risk of bias?

7
The new tool how to assess them
  • Two components
  • 1. Description of what happened
  • Possibly including done, probably done,
    probably not done or not done for some
    items
  • 2. Review authors judgment
  • Whether bias unlikely to be introduced
    through this item (Yes, No, Unclear)
  • Yes Low risk of bias
  • No High risk of bias
  • Blinding and Incomplete outcome data may need
    separate assessments for different outcomes

8
Risk of bias assessment in Cochrane reviews
9
Risk of bias summary
Here Blinding and Incomplete outcomes data
have been assessed for two sets of outcomes
10
Risk of bias graph
11
Summary assessment by outcome
12
What about non-randomized studies?
  • For some reviews, the question of interest cannot
    be answered by randomized trials, and review
    authors may be justified in including
    non-randomized studies
  • Potential biases are likely to be greater for
    non-randomized studies compared with randomized
    trials, so results should always be interpreted
    with caution when they are included in reviews
    and meta-analyses.
  • Particular concerns arise with respect to
    differences between people in different
    intervention groups (selection bias) and studies
    that do not explicitly report having had a
    protocol (reporting bias)

13
Non-randomized, continued
  • Cochrane recommends that eligibility criteria,
    data collection and critical assessment of
    included studies place an emphasis on
    specific features of study design (e.g. which
    parts of the study were prospectively
    designed) rather than labels for study designs
    (such as case-control versus cohort)
  • Risk of bias in non-randomized studies can be
    assessed in a similar manner to that used for
    randomized trials, although more attention
    must be paid to the possibility of selection
    bias
  • Meta-analyses of non-randomized studies must
    consider how potential confounders are
    addressed, and consider the likelihood of
    increased heterogeneity resulting from other
    biases that vary across studies.

14
Bias in non-randomized studies
  • Bias may be present in findings from
    non-randomized studies in many of the same ways
    as in poorly designed or conducted randomized
    trials.
  • For example, numbers of exclusions in
    non-randomized studies are frequently unclear,
    intervention and outcome assessment are often not
    conducted according to standardized protocols,
    and outcomes may not be assessed blind. The
    biases caused by these problems are likely to be
    similar to those that occur in randomized trials.
  • In non-randomized studies, use of allocation
    mechanisms other than concealed randomization
    means that groups are unlikely to be comparable.
    These potential systematic differences between
    characteristics of participants in different
    intervention groups are likely to be the issue
    of key concern in most non-randomized studies.
  • Statistical methods are sometimes used to counter
    bias introduced from confounding by producing
    adjusted estimates of intervention effects, and
    part of the assessment of study quality may
    involve making judgments about the
    appropriateness of the analysis as well as the
    design and execution of the study.
  • The variety of study designs classified as
    non-randomized, and their varying susceptibility
    to different biases, makes it difficult to
    produce a generic robust tool that can be used to
    evaluate risk of bias. Within a review that
    includes non-randomized studies of different
    designs, several tools for assessment of risk of
    bias may need to be created.

15
GRADE What is it?
  • The Grades of Recommendation, Assessment,
    Development and Evaluation Working Group (GRADE
    Working Group) has developed a system for grading
    the quality of evidence.
  • Over 20 organizations including the World Health
    Organization (WHO), BMJ Clinical Evidence,
    National Institutes of Health and Clinical
    Excellence (NICE) in the UK, many others, have
    adopted the GRADE system in its original format
    or with minor modifications.
  • The BMJ encourages authors of clinical guidelines
    to use the GRADE system.
  • The Cochrane Collaboration has adopted the
    principles of the GRADE system for evaluating the
    quality of evidence for outcomes reported in
    systematic reviews.

16
GRADE
  • For purposes of systematic reviews, the GRADE
    approach defines the quality of a body of
    evidence as the extent to which one can be
    confident that an estimate of effect or
    association is close to the quantity of specific
    interest.
  • Quality of a body of evidence involves
    consideration of within-study risk of bias
    (methodological quality), directness of evidence,
    heterogeneity, precision of effect estimates and
    risk of publication bias.
  • The GRADE system entails an assessment of the
    quality of a body of evidence for each individual
    outcome.

17
GRADE
  • The GRADE approach specifies four levels of
    quality. The highest quality rating is for
    randomized trial evidence.
  • Review authors can, however, downgrade randomized
    trial evidence to moderate, low, or even very low
    quality evidence, depending on the presence of
    five factors.
  • Usually, quality rating will fall by one level
    for each factor, up to a maximum of three levels.
  • If there are very severe problems for any one
    factor (e.g. when assessing limitations in design
    and implementation, all studies were unconcealed,
    unblinded, and lost over 50 of their patients to
    follow-up), randomized trial evidence may fall by
    two levels due to that factor alone.
  • They can also upgrade evidence from other kinds
    of studies, depending on the presence of three
    factors.

18
GRADE
  • Five factors that may decrease the quality level
    of a body of evidence
  • Limitations in the design and implementation of
    available studies suggesting high likelihood of
    bias.
  • Indirectness of evidence (indirect population,
    intervention, control, outcomes).
  • Unexplained heterogeneity or inconsistency of
    results (including problems with subgroup
    analyses).
  • Imprecision of results (wide confidence
    intervals).
  • High probability of publication bias.

19
GRADE
  • Three factors that may increase the quality level
    of a body of evidence
  • Large magnitude of effect.
  • All plausible confounding would reduce a
    demonstrated effect or suggest a spurious effect
    when results show no effect.
  • Dose-response gradient.

20
Good news
  • An additional piece of software, GRADEprofiler
    (GRADEpro), is available to assist Cochrane
    review authors in the preparation of Summary of
    findings tables.
  • GRADEpro is able to retrieve data from RevMan and
    to combine this with user-entered control group
    risks to produce the relative effects and
    absolute risks associated with interventions.
  • It performs many of the calculations necessary
    to present the key results of systematic
    reviews in a table format, and guides users
    through the process of grading the quality of the
    evidence using the GRADE approach.
  • Before very long, GRADEpro will actually be
    incorporated into RevMan.

21
Cochrane Summary of findings tables include the
following six elements, using a fixed format
  • A list of all important outcomes, both desirable
    and undesirable (up to seven outcomes)
  • A measure of the typical burden of these outcomes
    (e.g. illustrative risk, or illustrative mean, on
    control intervention)
  • Absolute and relative magnitude of effect (if
    both are appropriate)
  • Numbers of participants and studies addressing
    these outcomes
  • A rating of the overall quality of evidence for
    each outcome (which may vary by outcome) and
  • Space for comments.

22
Summaryoffindingstable
23
  • Title
  • Question (PICO)

24
Important outcomes (up to 7)
25
Results Number of Participants/studies
26
Results Relative effect
27
Results Baseline risks (Assumed Risk)
28
Results Risk with intervention (Corresponding
Risk)
29
Results Dichotomous outcomes
30
Results Continuous outcomes
31
Results Outcomes not reported/not
measured/ not pooled
32
Comments
33
Quality of the evidence for each outcome
34
THE ENDfor now. Please be sure to consult the
newest version of the Cochrane Handbook, which
will clarify all these things and
more. http//www.cochrane-handbook.org
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