Matched Case-Control Study Duanping Liao, MD, Ph.D Phone: 531-4149.

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Presentation transcript:

Matched Case-Control Study Duanping Liao, MD, Ph.D Phone:

2 Learning Objectives Strategies to select cases and controls and to analyze data in pair-matched case-control studies. Identify strengths and limitations of case-control studies.

Case-Control Study An epidemiological study in which a group of persons with the disease of interest (case group) and a group of persons similar to the case group but not having the disease (control group) are selected to compare the proportion of persons exposed to a risk factor of interest in order to elucidate the causal relationship of the risk factor of interest and the disease. Interpretation of Odds Ratio - same as relative risk: OR = 1: exposure is not related to disease. OR > 1: a positive association (E is associated with increased risk of D). OR < 1: a negative association (E is associated with a lower risk of D).

From Table 2 of the AJE Paper (Costello et al) 1974 – 1989 Exposed to both agent vs. not exposed What we need to know about a case-control study Odds ratio =(74*113)/(39*93)=2.31 The authors reported OR=2.14 (1.24, 3.68). Why different from 2.31 above? They adjusted for age, sex, nonwhite race, education, and smoking status! Why?

5 Matching Select controls who are identical to cases on potential confounders – Pair match, frequency match – Better control for confounding, especially when the distributions of a confounder do not have much overlap between the cases and the source population (e.g., if cases of myocardial infarction tend to be older) – Matched controls represent the source population within each level of the matched variable

Pair-matched data (Koepsell and Weiss, P 389) –Odds ratio = b/c 1:n matched data, see a biostatistics or advanced epidemiology textbook 6 Controls CasesExposedNon-exposed Exposedab Non-exposedcd

Pair-matched data: estrogens and endometrial carcinoma; matched on age at diagnosis (within 4 years) and year of diagnosis (within 2 years) (Hennekens and Buring, P 300) –Odds ratio = 113/15 = 7.5 Unmatched analysis of pair-matched data: estrogens and endometrial carcinoma (Hennekens and Buring, P 302) –Odds ratio = (152*263)/(54*165)= 4.5, biased towards null –The stronger the confounding, the stronger the bias. 7 Controls CasesExposedNon-exposedTotal Exposed Non-exposed Total CasesControlsTotal Exposed Non-exposed Total

Pair-matched data: Tobacco use and acoustic neuroma (Bergenheim M, et al, AJE, 2012;175: ) Matched on age (within 5 years), sex, and place of residence 2 controls were attempted to be enrolled for 1 case Analysis: conditional logistic regression stratified by matched set with adjustment for potential confounders (Table 2 on P 1247) 8

9 Strengths (compared to cohort studies) - Efficient Small sample size (rare disease) Less time (disease with long induction and latent period) Less expensive (small N, efficient for exposure that is expensive to measure) Limitations - Inefficient for rare exposure - Selection bias (Are cases representative? Do controls represent the source population?) - Challenge in measurement of exposure (measure exposure after the occurrence of disease) - Difficulty in determine temporality - Only one disease is studied - Incidence of disease cannot be studied, though OR is intended to estimate the relative risk (incidence ratio).

10 Summary of Observational Studies Cross-sectional Study Cohort Study Case-control study Matched case-control study Things to remember: Low response rate in cross-sectional study Low follow-up rate in cohort study Selection bias in case-control study Information (misclassification) bias in all studies Confounding bias in all studies Use the most appropriate analytical methods Work with your epidemiologists and biostatisticians early.