2007Mar201 Journal Club for Analysis of Complex Datasets Cui Y, Shu X-O, Gao Y-T, Cai H, Tao M-H,...
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Transcript of 2007Mar201 Journal Club for Analysis of Complex Datasets Cui Y, Shu X-O, Gao Y-T, Cai H, Tao M-H,...
2007Mar20 1
Journal Club for Analysis of Complex Datasets
Cui Y, Shu X-O, Gao Y-T, Cai H, Tao M-H, Zheng W. Assocation of ginseng use with survival and quality of
life among breast cancer patients. Am J Epidemiol 2006; 163: 645-653.
2007Mar20 2
Summary
• Objective: evaluate effects of ginseng use on breast cancer survival & survivors’ QOL.
• Design: cohort study.• Setting: Shanghai Breast Cancer Study.
– Population-based case-control study.
• Subjects: women aged 25-64 years w/ newly diagnoses breast cancer Aug1996 – Mar1998 (N=1455).– Cases from Shanghai Study.– Followed through Dec2002.
2007Mar20 3
Summary (2)• In-person interviews conducted ~66 days post-dx.• Exposure: ginseng use.
– Type, duration, & frequency of use.
• Outcome:– Overall survival.– Disease-free survival.– QOL.
• Assessed during in-person follow-up interviews for 1065 of 1248 surviving patients.
• Sociodemographic, medical, & other CAM info collected as well.
2007Mar20 4
Analysis
• Overall survival & disease-free survival:– Kaplan-Meier plots & log-rank tests.– Proportional hazards regression.
• Adjusted for age, education, income, stage of disease, estrogen & progesterone receptor status, & std cancer tx’s.
• QOL:– Linear regression.
• Adjusted for age, marital status, education, income, menopausal status, recurrence of disase, time since cancer dx, & use of other CAM.
2007Mar20 5
Results: survival
• Ginseng use:– 398 (27.4%) regular use.– 1057 (72.6%) nonusers (never used before
cancer dx).– All ginseng users received 1+ mainstream
tx.
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Results: QOL
• Ginseng use:– Before/after dx:
• Never use before or after.• Use before but not after.• Use after but not before.• Use both before & after.
– Ever/current use after dx.– Cumulative use by current users.
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Strengths
• Large population-based sample.• Excellent participation rate.• All ginseng users received mainstream tx:
– provides well-defined sample to evaluate ginseng as complementary rather than alternative therapy.
• Differentiate between types of ginseng & use:– Red (hot) used for short periods.– White Asian & American (cold) used for longer
periods.
2007Mar20 12
Strengths (2)
• QOL:– Assessed timing of ginseng use (before/after dx).– Assessed ever/current use:
• Ever users quit using ginseng?• Placebo/healthy user effect for current users?
– Assessed dose-response.• “…caution is required in interpreting the results…
findings need to be confirmed in more rigorous and randomized clinical trials.”
2007Mar20 13
Limitations
• Lack of info on ginseng use after dx for patients who died before follow-up interview.
• Unable to exclude confounding by other CAM.
• Self-reported data: potential recall & self-report bias.
• Could not evalute methods of ginseng use.
2007Mar20 14
Suggestions: Survival
• Adjusted survival curves.
• Time-dependent ginseng use (eg, QOL analysis).
• Account for timing of cancer tx.
• Adjustment for other “healthy patient” factors possibly associated with ginseng?
2007Mar20 15
Suggestions: QOL
• “…lack of ginseng’s effect on physical well-being obsrved in this study may be due to the fact that patients had already fully recovered physically by the time the survey was conducted.”– Time-dependent analysis of ginseng use &
physical state.– Authors state need to further study effect of
ginseng on physical well-being at earlier time points.
2007Mar20 16
Sensitivity analysis
• Lin DY, Psaty BM, Kronmal RA. Assessing the sensitivity of regression results to unmeasured confounders in observational studies. Biometrics 1998; 54: 948-963.
• Assess effect of unmeasured binary or normal confounder.– For binary confounder, effect is function of
prevalence & effect among E+/E- groups.
2007Mar20 17
Example from Lin et al. (1998)