Title: Overall and subgroup analysis
1Overall and subgroup analysis
- If the OVERALL results show highly significant
evidence of a worthwhile effect of treatment, but
a few subgroups of the overview unexpectedly
indicate no benefit (which could well happen by
chance), then the appropriate question is whether
there is good evidence that this life-saving
treatment should be denied to these patients. - REVERSAL of the usual demand that there should be
proof of worthwhile benefit.
Courtesy of Dr. K. Wheatley
2Meta-analysis vs. randomized controlled trials
internal validity vs. generalizibility
- Have complimentary roles
- RCT, large adequately powered
- If our desire is to assess the efficacy of
treatment (i.e. understand a measure of benefit
of the treatment under ideal conditions of a
clinical trial using narrow defined eligibility
criteria) - Meta-analysis (of totality of evidence)
- If our goal is to obtain reliable estimate about
the treatment effectiveness (i.e. understand the
extent to which a given treatment can produce a
beneficial effect under variety of circumstances
and eligibility criteria)
3Meta-analysis vs. randomized controlled trials
Small CTs
To study mechanisms
To generate hypotheses for more reliable RCTs
Meta-analyses of small RCTs
To obtain reliable overall answers under
specific conditions of a trial
Large RCts
To obtain a typical and unbiased and
generalizible estimate of treatment effect and
to explore interactions among subgroups
Meta-analyses of large RCTs
4Literature-based vs. individual patient data
meta-analysis?
- IPD MA gold-standard
- LMA may be misleading
- Data extraction, patient exclusion, length of
follow-up, method analysis may be less accurate
in LMA
Lancet 1993341418-22 Stat Med 1998142057-2079
5IV Ethical obligations to account of whats
already known
- To avoid unnecessary trials if reliable knowledge
already exists - Conversely, to determine if there is true
uncertainty about relative values of competing
treatment alternatives - A new trial should be conducted if there is a
substantial uncertainty which of the trial
treatments would benefit the patient better - Requirement that equipoise (uncertainty
principle) is met
6Ethical obligation of building systematically on
what is already known
- Clinical trials should be preceded by a
systematic review and should be reported with a
discussion of assessing the trials results in
the context what is already known - Ethical requirement for updating systematic
reviews - UK, Denmark, Holland now mandates search or
conduct of SR before a new clinical trial is done
JAMA 1998280280-282Lancet 20013581648
7V Knowledge resources
8Archie Cochrane
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 randomised
controlled trials.
9Cochrane Database of Systematic Reviews -
- The Cochrane Collaboration - an international
network of individuals and institutions committed
to preparing, maintaining, and promoting the
accessibility of systematic reviews of the
effects of health care interventions.
Cochrane Systematic Reviews (2,796) (January
2003) Database of Abstracts of Reviews of
Effectiveness (3,875) Registry of Randomized
Controlled Trials (353,809)
10How many systematic reviews are needed to cover
whole medicine?
- 10,000 systematic reviews to provide broad
coverage of most health care topics
Clarke M, personal communication
11Cochrane Centres
Canadian
Nordic
San Francisco
German
UK
Dutch
French
Italian
Iberoamerican
Chinese
San Antonio
New England
Brazilian
South African
Australasian
12Cochrane Systematic reviews
- Cochrane reviews have been shown to be
methodologically superior to non-Cochrane
systematic reviews
BMJ 2000320537-40, JAMA 1998280278-80
13The Cancer Library
Cochrane Cancer Network with Update Software Ltd
Courtesy of Dr. Chris Williams
14Meta-analyses in radiation oncology
- 100 meta-analyses in the Cochrane Database of
Systematic Reviews - 22 Cochrane Reviews
- 78 DARE reviews
- MEDLINE (Clinical Queries) search
- 616 systematic reviews
15Meta-analyses in radiation oncology an example
of reliable review with long-term (20 years)
follow-up
- Favourable and unfavourable effects on long-term
survival of radiotherapy for early breast cancer
an overview of the randomised trials
Early Breast Cancer Trialists' Collaborative
Group
Lancet 2000 355 175770 (20 May 2000 )
16Proportional effects on all-cause mortality in 40
trials of radiotherapy
17Lancet 2000 355 175770 (20 May 2000 )
18(No Transcript)
19Absolute effects of radiotherapy on
cause-specific survival
20Absolute benefits and hazards
21Part VIEvidence and decision-making
22Clinical Decision Making
Patient circumstances
Evidence from research
Preferences, values and rights
Courtesy of Dr. G. Lyman
23Reporting data on benefits and harms
- If evidence on benefits and harms are not
reported or is of poor quality, one has to wonder
how physicians make decisions and recommendations
for their patients
Eddy D. JAMA 19902641737-39
24Reporting data on benefits and harms RCTs in
myeloma
- Survival outcomes
- 111/136 (82)
- Survival beyond 5 years
- 15/111 (14)
- Treatment-related mortality
33/136 (24) - Non-fatal adverse events
- 91/136 (67)
Annals Oncol 2001121611-1617
25Reporting harms in RTOG randomized trials
N 44
N 51
N 54
26HOW TO INTEGRATE BENEFITS AND RISKS OF AVAILABLE
THERAPEUTIC OPTIONS
- Should we always use the option with the best
benefit/risk ratio? - Efficacy80 Toxicity10 E/R8
- Efficacy20 Toxicity1 E/R20
27Decision-making at the bedside
- Minimal conditions for treatment benefit at which
therapy is worth considering is met when - Absolute benefitsgtabsolute harms (adjusted for
the probability of bad event, e.g. relapse) - Never administer treatment or order diagnostic
test if treatment harm is greater than its
efficacy
28Integrating benefits and harms of radiation
therapy of breast cancer
- Threshold for administering radiation therapy
(RT) - probability of breast cancer recurrence (without
RT)gt - Deaths due to (RT) ()
Deaths due to breast cancer without RT- deaths
due to breast cancer on RT
4.3
89.6 (actual relapse30.1)
51.4-46.6 (4.8)