Using Pooled Exposure Assessment to Improve Efficiency in Case‐Control Studies
- 1 September 1999
- journal article
- Published by Oxford University Press (OUP) in Biometrics
- Vol. 55 (3) , 718-726
- https://doi.org/10.1111/j.0006-341x.1999.00718.x
Abstract
Summary. Assays can be so expensive that interesting hypotheses become impractical to study epidemiologically. One need not, however, perform an assay for everyone providing a biological specimen. We propose pooling equal‐volume aliquots from randomly grouped sets of cases and randomly grouped sets of controls, and then assaying the smaller number of pooled samples. If an effect modifier is of concern, the pooling can be done within strata defined by that variable. For covariates assessed on individuals (e.g., questionnaire data), set‐based counterparts are calculated by adding the values for the individuals in each set. The pooling set then becomes the unit of statistical analysis. We show that, with appropriate specification of a set‐based logistic model, standard software yields a valid estimated exposure odds ratio, provided the multiplicative formulation is correct. Pooling minimizes the depletion of irreplaceable biological specimens and can enable additional exposures to be studied economically. Statistical power suffers very little compared with the usual, individual‐based analysis. In settings where high assay costs constrain the number of people an investigator can afford to study, specimen pooling can make it possible to study more people and hence improve the study's statistical power with no increase in cost.Keywords
This publication has 18 references indexed in Scilit:
- Association Mapping of Disease Loci, by Use of a Pooled DNA Genomic ScreenAmerican Journal of Human Genetics, 1997
- Serum dioxin levels in Seveso, Italy, population in 1976Teratogenesis, Carcinogenesis, and Mutagenesis, 1997
- A Two-Stage Adaptive Group-Testing Procedure for Estimating Small ProportionsJournal of the American Statistical Association, 1994
- Screening with Cost-Effective Quality Control: Potential Applications to HIV and Drug TestingJournal of the American Statistical Association, 1994
- Screening for the Presence of a Disease by Pooling Sera SamplesJournal of the American Statistical Association, 1994
- Estimating prevalence by group testing using generalized linear modelsStatistics in Medicine, 1992
- Serum concentrations of 2,3,7,8‐tetrachlorodibenzo‐p‐dioxin and test results from selected residents of Seveso, ItalyJournal of Toxicology and Environmental Health, 1991
- Statistical Comparison of Multiple Analytic Procedures: Application to Clinical ChemistryTechnometrics, 1979
- Separate sample logistic discriminationBiometrika, 1972