Collaboration Web Development: The Next Phase
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Transcript Collaboration Web Development: The Next Phase
How to do Cochrane systematic
reviews: Introductory workshop
Dr Jeremy Grimshaw
Canadian Cochrane Network and Centre
University of Ottawa
1
Outline of the course
Introductions
Introduction to systematic reviews
Introduction to The Cochrane
Collaboration
Steps in doing a Cochrane review
Coffee Break
Advanced methods
Appraising the risk of bias
- Locating and selecting studies for
your systematic review
© 2005 The Canadian Cochrane Network and Centre
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Introductions
Name
Background
Previous experience of systematic
reviews
What you want to get out of the
training?
© 2005 The Canadian Cochrane Network and Centre
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Session 1: Outline
Introduction to systematic reviews
Introduction to The Cochrane
Collaboration
Rationale for developing a protocol
Format of a protocol
Resources to support reviewers
© 2005 The Canadian Cochrane Network and Centre
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Problems of information
management in healthcare
Over 20,000 health journals published
per year
Published research of variable quality
and relevance
Research users (consumers, health care
professionals and policy makers) often
poorly trained in critical appraisal skills
Average time professionals have
available to read = <1 hour/week
© 2005 The Canadian Cochrane Network and Centre
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Systematic reviews
Systematic reviews use rigorous
scientific methods to identify, assess
and synthesise the worldwide available
evidence
© 2005 The Canadian Cochrane Network and Centre
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Systematic reviews
A review of a clearly formulated
question that uses systematic and
explicit methods to identify, select, and
critically appraise relevant research,
and to collect and analyse data from the
studies that are included in the review.
Cochrane Collaboration (2005) Glossary of Terms in The Cochrane Collaboration
© 2005 The Canadian Cochrane Network and Centre
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Meta-analysis
The use of statistical techniques in
a systematic review to integrate
the results of included studies.
Cochrane Collaboration (2005) Glossary of Terms in The Cochrane Collaboration
© 2005 The Canadian Cochrane Network and Centre
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Meta-analysis
© 2005 The Canadian Cochrane Network and Centre
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Systematic reviews
Systematic reviews involve:
stating the objectives of the research
defining eligibility criteria for studies to be
included
identifying (all) potentially eligible studies
applying eligibility criteria
assembling the most complete dataset
feasible
analysing this dataset, using statistical
synthesis and sensitivity analyses, if
appropriate and possible
preparing a structured report of the research.
© 2005 The Canadian Cochrane Network and Centre
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Systematic reviews
Reduce bias
Reduce random error
Explore variability
Provide reliable basis for making
decisions
Inform and influence future research
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Traditional vs systematic
reviews
Traditional
lack rigor
methodology not
transparent
different
reviewers reach
different
conclusions
become out of
date
Systematic
scientific rigor to
minimise bias
explicit and
reproducible
methodology
regularly updated
(Cochrane)
© 2005 The Canadian Cochrane Network and Centre
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The Cochrane Collaboration
“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, 1979
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The Prototype - Effective Care
in Pregnancy and Childbirth
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The Cochrane Collaboration
The Cochrane Collaboration is an
international organization that
aims to help people make wellinformed decisions about
healthcare by preparing,
maintaining, and promoting the
accessibility of systematic reviews
of the effects of healthcare
interventions.
© 2005 The Canadian Cochrane Network and Centre
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Structure of The Cochrane
Collaboration
Centres
Consumer
Network
Review
Groups
Steering
Group
Fields
Methods
Groups
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Cochrane Centres
Promote awareness and support of The
Cochrane Collaboration on a geographical
basis
support individual review authors
support review groups in that area
provide a unique function e.g. software
development, consumer support
link to government and other agencies
not a production house for reviews
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Canadian Cochrane Centre staff
© 2005 The Canadian Cochrane Network and Centre
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Cochrane Review Groups
International and multidisciplinary
Produce reviews
Focused around health problems
51, covering most of health care
Editorial base facilitates process
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Cochrane Review Groups
Worldwide there are over 11,000 review
authors working with 51 registered
review groups
5 review groups have their editorial
base in Canada
Back Group
Effective Practice and Organisation of
Care Group (EPOC)
Hypertension Group
Inflammatory Bowel Disease and
Functional Bowel Disorders Group
Musculoskeletal Group
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Cochrane Fields
Represents a population, group, or type
of care that overlaps multiple review
group areas
E.g., primary care, health
promotion and public health, health
care of older people
Child Health Field and the Health
Equity Field are located in Canada
Ensures that their priorities are
reflected in the work of review groups
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Cochrane Methods Groups
Develops methodology and advise the
Collaboration on how the validity and
precision of systematic reviews can be
improved
Examples: Statistical Methods, NonRandomized Studies, Information
Retrieval
Reporting Bias Methods Group is
located in Canada
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Cochrane Consumer Network
Facilitates the dissemination of
information to patients, their families,
friends and advocates throughout the
world
Plays an integral part to all activities
within The Cochrane Collaboration
Supports the role of consumers within
The Cochrane Collaboration
Liz Whamond (NB) current chair of The
Cochrane Consumer Network
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Cochrane reviews
Cochrane reviews are conducted using
standardised rigorous approaches
including detailed critical appraisal of all
studies
Cochrane reviews are reported using
standardised structure including
abstract and consumer summary
© 2005 The Canadian Cochrane Network and Centre
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Steps of a Cochrane
systematic review
STEP 1: formulate the problem and register the
title with CRG
STEP 2: write protocol, submit for peer review
and publish
STEP 3:
locate and select studies
STEP 4:
critically appraise studies for risk of bias
STEP 5:
collect data
STEP 6:
analyse and present results
STEP 7:
interpret results and write review
STEP 8:
improve and update review
© 2005 The Canadian Cochrane Network and Centre
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Title registration
Decide which Cochrane CRG would be
responsible
relevant CRG may be obvious
most groups are disease (or organ) focused
if unsure which CRG, contact CCN/C for
advice
Information on CRGs
The Cochrane Library
www.cochrane.org
Contact CRG directly
Complete title registration form (from CRG)
© 2005 The Canadian Cochrane Network and Centre
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Tips for titles
Titles for Cochrane reviews have a set
format
Format ‘intervention’ for ‘problem’ in
‘category’
‘Caffeine’ for ‘daytime sluggishness’ in
‘adults’ (hypothetical for today)
Keep it short
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Why have a protocol?
Systematic reviews are scientific
research
Plan methods
Reduce bias
Access to peer review
Avoid duplication of effort
Rest of review follows
focus for thinking about review
planning and allocating tasks
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Format of a Cochrane protocol
Standard format
to help review authors be systematic
to help people reading the reviews to
find information quickly
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Format of a Cochrane protocol
1.
2.
3.
4.
5.
6.
Title/review authors
Background
Objectives
Selection criteria
Search strategy
Methods
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Background, objectives and
selection criteria
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Background (Handbook Section 3)
Description of the condition and its
significance
Description of the intervention and its
role in practice
How the intervention might work
Why it is important to do the review
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Objectives (Handbook Section 3)
Follow naturally from the background
What are the questions?
does it work?
is the effect consistent or variable?
Questions should be clearly framed
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Lumping and splitting
Systematic review question can be
framed broadly or narrowly:
Effects of audit and feedback to
improve chronic diseases across all
health care settings and professionals
Effects of audit and feedback to
improve chronic diseases within
primary care
Effects of audit and feedback to
improve diabetes care within primary
care
© 2005 The Canadian Cochrane Network and Centre
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Lumping and splitting
The ‘lumping’ rationale - systematic reviews
aim to identify the common generalisable
features within similar interventions, minor
differences in trial design are not important.
‘Lumped’ reviews allow generalisability and
consistency of findings to be assessed
across wide range of settings and
populations – this reduces risk of bias or
chance results
The ‘lumping principle’ is that the results of
two interventions should be combined
unless there are good grounds to believe
they will have opposing effects.
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Lumping and splitting
The ‘splitting’ rationale is that it is only
appropriate to combine trials which are very
similar in design, patient selection,
intervention characteristics and outcome
recording.
Split reviews avoid combining ‘apples and
oranges’
Reviews can be split by participants,
interventions or outcome
Very narrowly focused reviews are de facto
subgroup analyses
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Lumping and splitting
Practical considerations
Lumped reviews
Logistically challenging (large
number of included studies)
Analytically challenging
Heterogeneity expected
Interpretation maybe challenging –
seeing the woods for the trees
Split reviews
Easier, quicker, cleaner
© 2005 The Canadian Cochrane Network and Centre
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Lumping and splitting
Effects of audit and feedback (85
studies)
Effects of audit and feedback to improve
chronic diseases across all health care
settings and professionals (18 studies)
Effects of audit and feedback to improve
chronic diseases within primary care
(14 studies)
Effects of audit and feedback to improve
diabetes care within primary care (3
studies)
© 2005 The Canadian Cochrane Network and Centre
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Selection criteria
(Handbook Section 4)
Follow naturally from the
objectives
type of participants
type of interventions
type of outcomes
type of studies
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Purpose of selection criteria
Help you design the search
Selecting studies
Start thinking about the analysis
One way to minimise bias
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Small group exercises
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Writing the methods and
completing the protocol
(Handbook sections 6,7,8)
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Purpose of methods
(Handbook sections 6,7,8)
Plan what you will do before you start
Divide work among review authors
and establish timeline
Minimise bias
Start thinking about the analysis
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Methods
(Handbook sections 6,7,8)
Inclusion of trials
- how?
- by who?
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Methods
(Handbook sections 6,7,8)
Assessment of risk of bias
- type of assessment
- by who?
- how to incorporate in the review?
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Methods
(Handbook sections 6,7,8)
Data extraction
- what will be extracted?
- by who?
- how to deal with missing data?
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Methods
(Handbook sections 6,7,8)
Data synthesis
- what type of synthesis to do?
- what summary measures to use?
- what comparisons to make?
- plans to investigate for differences
in study results (heterogeneity) or
potential for missing studies
(publication bias)
- plans for subgroup or sensitivity
analyses?
© 2005 The Canadian Cochrane Network and Centre
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Writing your protocol
Make sure all sections are completed
- title/review authors, background,
objectives, selection criteria, search
strategy, methods
Don’t forget the other bits and pieces
- contact details of review authors,
acknowledgements, conflict of
interest, sources of support,
references, additional tables
© 2005 The Canadian Cochrane Network and Centre
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Resources for Cochrane
reviewers
The Cochrane Handbook
Open learning support
Revman
Support from CRGs:
Trial search co-ordinators
Review group co-ordinators
Contact editor
Support from CCN/C
Training
Whatever else we can do!
© 2005 The Canadian Cochrane Network and Centre
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After protocol is complete
Submit to CRG for editorial process
Internal and external peer review 1-2
months
May receive critical comments to respond
to
Protocol published on The Cochrane
Library
Reward yourself then start the review
Note - if you need to change your plan –
report it and justify it (be transparent)
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COFFEE!
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Session 2: Outline
Locating and selecting studies for your
systematic review
Appraising the risk of bias
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Locating and selecting
studies for your
systematic review
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Why is a rigorous approach
to searching important
To achieve up-to-date, relevant,
unbiased systematic reviews of the
effects of interventions
To overcome problems with limited
searching
bias
lack of precision and generalisability
© 2005 The Canadian Cochrane Network and Centre
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Finding as much as possible
and being strategic
Use multiple sources and start with the
highest yield
Electronic databases
Cochrane Review Group register
Cochrane Central Register of Controlled
Trials (CENTRAL)
MEDLINE
EMBASE
Other databases – depending on your topic
Reference lists of trials and reviews
Handsearching journals and conferences
Personal communication
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Designing a search strategy
Work with TSC of review group
Formulate your question (PICO)
Identify your search terms
Put it all together
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Formulate the question
Translate the clinical problem into a
structured question and identify the key
concepts
Participants
Interventions
Outcomes
Studies
Develop search terms (commonly based
on participants, interventions, study
design)
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Searching tip
Searching is often a matter of trying
terms and seeing what result you get
Find additional terms from the citations
you find that are helpful: how are they
indexed; what are the keywords used?
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Documenting your search
Important for you, so you can
remember what you’ve done
Important for users of your review
Document
what you searched
when you searched
how you searched
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Additional points
No right time to stop searching; be
guided by returns and resources
Ideas for search terms from citations
you know of; try them and check
returns
Use a referencing database to manage
citations
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Minimising bias when searching
Don’t limit search on
language
source (which journal, database etc)
publication status (full article,
conference abstract, unpublished etc)
publication date
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Inclusion and exclusion of
studies
Develop and pilot a form based on your
selection criteria
Scan and retrieve possibly relevant
studies
Decide if studies meet inclusion criteria
and record reasons for exclusion
How reproducible are the decisions?
Done by two independent review
authors
Beware of duplicates
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Appraising the risk of bias
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What is bias?
Bias is systematic (non-random) error
arising from the design or conduct of a
trial
Previously termed ‘methodological
quality’; updated to ‘susceptibility to
bias’ or ‘risk of bias’
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Bias vs Quality
Bias
Systematic error influencing
trial estimate of the ‘true’
effect of an intervention
Quality
Based on the conduct of the
trial; did trialists go to sufficient
lengths to minimise potential bias?
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Why assess susceptibility to
bias?
To determine whether biases could have
affected the results
Studies with less susceptibility to bias
better estimate the ‘truth’ about the
effect of an intervention
Biased primary studies that provide
misleading results could generate
misleading systematic reviews
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Which biases make a difference to trial
results?
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Biases
Selection
Performance
Detection
Attrition
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Biases
Target Population
Allocation
Selection
Intervention group
Control group
Performance
Exposed to
intervention
Not exposed
to intervention
Detection
Outcome
Outcome
Follow up
Follow up
Attrition
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Biases
Critical appraisal
Target Population
Allocation
Selection
Random sequence
Allocation
concealment
Intervention group
Control group
Performance
Blinding of
investigator/
subject
Exposed to
intervention
Not exposed
to intervention
Detection
Blinding of
outcome
assessment
Outcome
Outcome
Attrition
Intention-to-treat
Follow up
Follow up
Follow up
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Biases
Target Population
Allocation
Selection
Intervention group
Control group
Performance
Exposed to
intervention
Not exposed
to intervention
Detection
Outcome
Outcome
Follow up
Follow up
Attrition
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Selection bias
systematic differences in participant
characteristics at the start of a trial
Intervention group
Control group
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Selection bias
Occurs during allocation into
comparison groups
Avoiding selection bias
random ‘unpredictable’ sequence
allocation concealment
(protection of the sequence –
most important)
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Selection bias
Adequate allocation concealment
central computer randomisation
on-site computer from which
assignment can only be determined
after entering patient data
serially numbered, sealed, opaque
envelopes
Inadequate allocation
concealment
non opaque envelopes
odd or even date of birth or
medical record number
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Biases
Target Population
Allocation
Selection
Intervention group
Control group
Performance
Exposed to
intervention
Not exposed
to intervention
Detection
Outcome
Outcome
Follow up
Follow up
Attrition
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Performance bias
Occurs during the intervention phase
Systematic differences, other than the
intervention being investigated, in the
treatment of the two groups
Participant expectations influencing their
response to treatment
Avoiding performance
bias
- blinding the provider
- blinding the participant
Schulz KF & Grimes DA 2002 Lancet
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Allocation concealment vs
blinding
Randomisation
Time
Concealment
of allocation
Blinding
Selection bias
Performance bias
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Biases
Target Population
Allocation
Selection
Intervention group
Control group
Performance
Exposed to
intervention
Not exposed
to intervention
Detection
Outcome
Outcome
Follow up
Follow up
Attrition
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Detection bias
Occurs during the follow up phase
Systematic differences in the outcome
assessment between groups
Avoiding detection bias
- blinding the outcome assessor
- blinding data analyst/investigator?
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Biases
Target Population
Allocation
Selection
Intervention group
Control group
Performance
Exposed to
intervention
Not exposed
to intervention
Detection
Outcome
Outcome
Follow up
Follow up
Attrition
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Attrition bias
Occurs over the duration of follow up
Systematic differences in the loss of
participants to follow up between groups
Completeness of follow up
- participants lost to follow up/ not
included in outcome assessment, could
be different from those who remained in
the trial
avoiding attrition bias
- describe proportion of participants lost
to follow-up
- use intention-to-treat analyses
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Attrition bias
Intention-to-treat (ITT) analysis
- “once randomised, analysed”
- regardless of whether participants:
received the intervention
deviated from the protocol
withdrew from the study
- maintains randomised allocation of
participants
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What is the evidence for these biases
influencing trial results?
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Empirical evidence that bias affects
results
Selection bias
Inadequate/unclear allocation concealment
associated with exaggerated treatment effect
(average 29% increased benefit)1,2,3,4
Performance bias
‘Open trials’ (no blinding) exaggerate benefits
of treatment (average 14% increased benefit)
1,2,3,4
1.
2.
3.
4.
5.
Schulz et al, JAMA 1995
Moher et al, Lancet, 1998
Kjaergard et al, Ann Intern Med, 2001
Egger et al, HTA, 2003
Juni et al, JAMA, 1999
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Empirical evidence that bias affects
results
Detection bias
Open outcome assessment exaggerated treatment
effects (17%1 and 35%5)
Attrition bias
Handling of dropouts did not affect results1,5
however, compared whole group differences (not
between group differences). Not an exclusion but
important to report.
1.
2.
3.
4.
5.
Schulz et al, JAMA 1995
Moher et al, Lancet, 1998
Kjaergard et al, Ann Intern Med, 2001
Egger et al, HTA, 2003
Juni et al, JAMA, 1999
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Assessing susceptibility to
bias
How do we assess susceptibility to
bias?
- Scales
- Checklists
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Beware of quality scales….
Different scales are available (>50)
- vary in dimensions covered, size,
complexity
- some provide composite numerical
score
Reliability and validity of many scales not
established
May lead to different conclusions
regarding the susceptibility to bias of the
same trial (Juni 1999)
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Treatment estimates from
high-quality trials
Treatment estimates from
low-quality trials
Same group of
trials
divided into high
and
low quality using
25 different
Quality
Assessment
Scales
Juni P, Witschi A,
Bloch R, Egger M.
The hazards of
scoring the quality
of clinical trials for
meta-analysis.
JAMA
1999;282(11):105460
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How to assess susceptibility to
bias
Component approach: assessment
against individual criteria
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Assessing susceptibility to bias
in reviews
Was the allocation sequence adequately
generated (randomised)?
Was the allocation adequately concealed?
Was there blinding of participants,
personnel
Was there blinding of outcome assessors?
Were dropouts and exclusions adequately
addressed?
Other (including selective outcome
reporting and other criteria for addressing
topic-specific or design-specific biases)
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How do we incorporate susceptibility to
bias in meta-analysis?
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Incorporating susceptibility to
bias in meta-analysis
Exclude trials with high susceptibility to bias
- critical a priori cutoff for inclusion (e.g. only
trials with adequate allocation concealment
or blinding)
- may be problematic if few trials
Sensitivity analysis
- analyse separately above and below a certain
a priori level and compare results (does it
change conclusions?)
- for instance, analyse the impact of allocation
concealment, blinding, use of ITT analysis, on
results
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Example of sensitivity analysis
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But beware…
Scant empirical evidence about which biases are
important
Reporting of susceptibility to bias is not always the
same as the susceptibility to bias in the conduct of
the trial
- allocation concealment unclear in 87% of trials as per
published report (Pildal et al, 2005)
- allocation concealment unclear in about 80% of trials
(Middleton 2001)
CONSORT statement (1994, 2001) www.consort-
statement.org
Possible discrimination against older trials
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Important points for your
review
Plan criteria and how you will
incorporate susceptibility to bias at the
protocol stage
Assessment undertaken once trials are
included and prior to data extraction
2 independent review authors
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