Literature DB >> 19926667

Illustrating bias due to conditioning on a collider.

Stephen R Cole1, Robert W Platt, Enrique F Schisterman, Haitao Chu, Daniel Westreich, David Richardson, Charles Poole.   

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.

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Year:  2009        PMID: 19926667      PMCID: PMC2846442          DOI: 10.1093/ije/dyp334

Source DB:  PubMed          Journal:  Int J Epidemiol        ISSN: 0300-5771            Impact factor:   7.196


  15 in total

Review 1.  Confounding in health research.

Authors:  S Greenland; H Morgenstern
Journal:  Annu Rev Public Health       Date:  2001       Impact factor: 21.981

2.  Causal knowledge as a prerequisite for confounding evaluation: an application to birth defects epidemiology.

Authors:  Miguel A Hernán; Sonia Hernández-Díaz; Martha M Werler; Allen A Mitchell
Journal:  Am J Epidemiol       Date:  2002-01-15       Impact factor: 4.897

3.  Fallibility in estimating direct effects.

Authors:  Stephen R Cole; Miguel A Hernán
Journal:  Int J Epidemiol       Date:  2002-02       Impact factor: 7.196

4.  Data, design, and background knowledge in etiologic inference.

Authors:  J M Robins
Journal:  Epidemiology       Date:  2001-05       Impact factor: 4.822

5.  Marginal structural models and causal inference in epidemiology.

Authors:  J M Robins; M A Hernán; B Brumback
Journal:  Epidemiology       Date:  2000-09       Impact factor: 4.822

6.  'Mendelian randomization': can genetic epidemiology contribute to understanding environmental determinants of disease?

Authors:  George Davey Smith; Shah Ebrahim
Journal:  Int J Epidemiol       Date:  2003-02       Impact factor: 7.196

7.  Quantifying biases in causal models: classical confounding vs collider-stratification bias.

Authors:  Sander Greenland
Journal:  Epidemiology       Date:  2003-05       Impact factor: 4.822

8.  A structural approach to selection bias.

Authors:  Miguel A Hernán; Sonia Hernández-Díaz; James M Robins
Journal:  Epidemiology       Date:  2004-09       Impact factor: 4.822

Review 9.  Nontraditional epidemiologic approaches in the analysis of gene-environment interaction: case-control studies with no controls!

Authors:  M J Khoury; W D Flanders
Journal:  Am J Epidemiol       Date:  1996-08-01       Impact factor: 4.897

Review 10.  Design and analysis of case-control studies.

Authors:  N Breslow
Journal:  Annu Rev Public Health       Date:  1982       Impact factor: 21.981

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  278 in total

1.  Two-step epigenetic Mendelian randomization: a strategy for establishing the causal role of epigenetic processes in pathways to disease.

Authors:  Caroline L Relton; George Davey Smith
Journal:  Int J Epidemiol       Date:  2012-02       Impact factor: 7.196

2.  Gestational Weight Gain and Offspring Longitudinal Growth in Early Life.

Authors:  Jill C Diesel; Cara L Eckhardt; Nancy L Day; Maria M Brooks; Silva A Arslanian; Lisa M Bodnar
Journal:  Ann Nutr Metab       Date:  2015       Impact factor: 3.374

3.  Environmental confounding in gene-environment interaction studies.

Authors:  Tyler J Vanderweele; Yi-An Ko; Bhramar Mukherjee
Journal:  Am J Epidemiol       Date:  2013-05-21       Impact factor: 4.897

4.  Causal inference in occupational epidemiology: accounting for the healthy worker effect by using structural nested models.

Authors:  Ashley I Naimi; David B Richardson; Stephen R Cole
Journal:  Am J Epidemiol       Date:  2013-09-27       Impact factor: 4.897

5.  Confounding control in healthcare database research: challenges and potential approaches.

Authors:  M Alan Brookhart; Til Stürmer; Robert J Glynn; Jeremy Rassen; Sebastian Schneeweiss
Journal:  Med Care       Date:  2010-06       Impact factor: 2.983

6.  A Time-to-Death Analysis of Older Adults after Emergency Department Intubation.

Authors:  Naomi George; Guruprasad D Jambaulikar; Justin Sanders; Kei Ouchi
Journal:  J Palliat Med       Date:  2019-08-01       Impact factor: 2.947

Review 7.  A critical review of the epidemiology of Agent Orange/TCDD and prostate cancer.

Authors:  Ellen T Chang; Paolo Boffetta; Hans-Olov Adami; Philip Cole; Jack S Mandel
Journal:  Eur J Epidemiol       Date:  2014-07-27       Impact factor: 8.082

8.  Type 2 Diabetes and Hypertension.

Authors:  Dianjianyi Sun; Tao Zhou; Yoriko Heianza; Xiang Li; Mengyu Fan; Vivian A Fonseca; Lu Qi
Journal:  Circ Res       Date:  2019-03-15       Impact factor: 17.367

9.  Acute Cardiovascular Events Associated With Influenza in Hospitalized Adults : A Cross-sectional Study.

Authors:  Eric J Chow; Melissa A Rolfes; Alissa O'Halloran; Evan J Anderson; Nancy M Bennett; Laurie Billing; Shua Chai; Elizabeth Dufort; Rachel Herlihy; Sue Kim; Ruth Lynfield; Chelsea McMullen; Maya L Monroe; William Schaffner; Melanie Spencer; H Keipp Talbot; Ann Thomas; Kimberly Yousey-Hindes; Carrie Reed; Shikha Garg
Journal:  Ann Intern Med       Date:  2020-08-25       Impact factor: 25.391

10.  Association of Serum Lipids and Coronary Heart Disease in Contemporary Observational Studies.

Authors:  Lisandro D Colantonio; Vera Bittner; Kristi Reynolds; Emily B Levitan; Robert S Rosenson; Maciej Banach; Shia T Kent; Stephen F Derose; Hui Zhou; Monika M Safford; Paul Muntner
Journal:  Circulation       Date:  2015-12-09       Impact factor: 29.690

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