Illustrating bias due to conditioning on a collider

Stephen R. Cole, Robert W. Platt, Enrique F. Schisterman, Haitao Chu, Daniel Westreich, David Richardson, Charles Poole

Research output: Contribution to journalArticle

340 Scopus citations

Abstract

That conditioning on a common effect of exposure and outcome may cause selection, or collider-stratification, bias is not intuitive. We provide two hypothetical examples to convey concepts underlying bias due to conditioning on a collider. In the first example, fever is a common effect of influenza and consumption of a tainted egg-salad sandwich. In the second example, case-status is a common effect of a genotype and an environmental factor. In both examples, conditioning on the common effect imparts an association between two otherwise independent variables; we call this selection bias.

Original languageEnglish (US)
Article numberdyp334
Pages (from-to)417-420
Number of pages4
JournalInternational journal of epidemiology
Volume39
Issue number2
DOIs
StatePublished - Apr 2010

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    Cole, S. R., Platt, R. W., Schisterman, E. F., Chu, H., Westreich, D., Richardson, D., & Poole, C. (2010). Illustrating bias due to conditioning on a collider. International journal of epidemiology, 39(2), 417-420. [dyp334]. https://doi.org/10.1093/ije/dyp334