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Updated: Jul 31, 2026

Sample Preparation to Bioinformatics Analysis of DNA Methylation: Association Strategy for Obesity and Related Trait Studies
Published on: May 6, 2022
Covariates and confounding in epidemiologic studies using metabolic gene polymorphisms.
Emanuela Taioli1, Seymour Garte
1Molecular and Genetic Epidemiology Unit, Ospedale Policlinico IRCCS, University of Milano, Milano, Italy. sget@iol.it
Biomarkers in epidemiologic studies change how we understand exposure and disease relationships. Careful management of confounding factors is crucial when biologic markers are involved in the exposure-disease pathway.
Area of Science:
- Epidemiology
- Molecular Epidemiology
- Biostatistics
Background:
- Biologic measurements (biomarkers) are integral to molecular epidemiology.
- Biomarkers indicate exposure, disease status, or susceptibility.
- The introduction of biomarkers can alter the traditional management of confounding factors.
Purpose of the Study:
- To explore and summarize the relationship between exposure and disease when biomarkers are included in epidemiologic studies.
- To review the concept of confounders in the context of biomarkers.
- To present models of exposure-disease association incorporating biomarkers.
Main Methods:
- Conceptual review of confounding in molecular epidemiology.
- Presentation of statistical models for exposure-disease associations with biomarkers.
- Analysis of the role of biomarkers in the causal pathway between exposure and disease.
Main Results:
- Biomarkers can be intermediate variables, not always confounders.
- The relationship between exposure and biomarkers requires careful consideration.
- Traditional confounding definitions may need modification when biomarkers are present.
Conclusions:
- Biomarkers significantly impact the interpretation of exposure-disease relationships in epidemiology.
- Understanding the role of biomarkers as potential mediators is key.
- Revised approaches to confounding are necessary for accurate molecular epidemiologic research.
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