Skip to main content
Erschienen in: European Journal of Epidemiology 11/2008

01.11.2008 | Methods

A sufficient cause based approach to the assessment of mediation

verfasst von: Danella M. Hafeman

Erschienen in: European Journal of Epidemiology | Ausgabe 11/2008

Einloggen, um Zugang zu erhalten

Abstract

The minimal sufficient cause (MSC) model, also known as the sufficient component cause model, has been used to facilitate understanding of several key concepts in epidemiology. To improve the understanding of mediation, we introduce a causal model for mediation that is grounded in the MSC approach. First, we describe an unbiased model for mediation, to clarify the causal meaning of previously described indirect effects. Through the use of potential outcomes and response types, we express each indirect (and direct) effect in terms of component causes within the MSC model. Second, we use an MSC-based model to illustrate a common cause of the mediator and outcome, i.e. a confounder of the mediator–outcome relationship. By describing this potential source of bias within the MSC-based model, important complexities are noted that impact the magnitude of plausible confounding. In conclusion, an MSC-based approach leads to several important insights concerning the interpretation of indirect and direct effects, as well as the potential sources of bias in mediation analysis.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat Skrabanek P. The emptiness of the black box. Epidemiology. 1994;5(5):553–5.PubMed Skrabanek P. The emptiness of the black box. Epidemiology. 1994;5(5):553–5.PubMed
2.
Zurück zum Zitat Susser M, Susser E. Choosing a future for epidemiology: II. From black box to Chinese boxes and eco-epidemiology. Am J Public Health. 1996;86(5):674–7.PubMedCrossRef Susser M, Susser E. Choosing a future for epidemiology: II. From black box to Chinese boxes and eco-epidemiology. Am J Public Health. 1996;86(5):674–7.PubMedCrossRef
4.
Zurück zum Zitat Hafeman D. Opening the black box: a reassessment of mediation from a counterfactual perspective. Dissertation. Columbia University, New York; 2008. Hafeman D. Opening the black box: a reassessment of mediation from a counterfactual perspective. Dissertation. Columbia University, New York; 2008.
5.
Zurück zum Zitat Susser E, et al. Psychiatric epidemiology: searching for causes of mental disorders. London: Oxford University Press; 2006. p. 422–8. Susser E, et al. Psychiatric epidemiology: searching for causes of mental disorders. London: Oxford University Press; 2006. p. 422–8.
8.
Zurück zum Zitat Lynch JW, et al. Income inequality and mortality: importance to health of individual income, psychosocial environment, or material conditions. BMJ. 2000;320:1200–4. Lynch JW, et al. Income inequality and mortality: importance to health of individual income, psychosocial environment, or material conditions. BMJ. 2000;320:1200–4.
9.
Zurück zum Zitat MacKinnon DP. Analysis of mediating variables in prevention and intervention research. NIDA Res Monogr. 1994;139:127–53.PubMed MacKinnon DP. Analysis of mediating variables in prevention and intervention research. NIDA Res Monogr. 1994;139:127–53.PubMed
10.
Zurück zum Zitat Rothman KJ, Greenland S. Modern epidemiology. 2nd ed. Philadelphia, PA: Lippincott Williams and Wilkins; 1998. 738 pp. Rothman KJ, Greenland S. Modern epidemiology. 2nd ed. Philadelphia, PA: Lippincott Williams and Wilkins; 1998. 738 pp.
11.
Zurück zum Zitat Szklo M, Nieto FJ. Epidemiology: beyond the basics. Gaithersburg, MD: Aspen Publishers; 2000. Szklo M, Nieto FJ. Epidemiology: beyond the basics. Gaithersburg, MD: Aspen Publishers; 2000.
12.
Zurück zum Zitat Rothman KJ, Greenland S, Lash TL. Modern epidemiology. 3rd ed. Philadelphia, PA: Lippincott Williams and Wilkins; 2008. p. 200–2. Rothman KJ, Greenland S, Lash TL. Modern epidemiology. 3rd ed. Philadelphia, PA: Lippincott Williams and Wilkins; 2008. p. 200–2.
13.
Zurück zum Zitat Pearl J. Direct and indirect effects. In: Proceedings of the American Statistical Association Joint Statistical Meetings. Minneapolis, MN: MIRA Digital Publishing; 2001. Pearl J. Direct and indirect effects. In: Proceedings of the American Statistical Association Joint Statistical Meetings. Minneapolis, MN: MIRA Digital Publishing; 2001.
16.
Zurück zum Zitat Darroch J. Biologic synergism and parallelism. Am J Epidemiol. 1997;145(7):661–8.PubMed Darroch J. Biologic synergism and parallelism. Am J Epidemiol. 1997;145(7):661–8.PubMed
18.
Zurück zum Zitat Miettinen OS. Causal and preventive interdependence. Elementary principles. Scand J Work Environ Health. 1982;8(3):159–68.PubMed Miettinen OS. Causal and preventive interdependence. Elementary principles. Scand J Work Environ Health. 1982;8(3):159–68.PubMed
19.
20.
Zurück zum Zitat Mackie JL. The cement of the Universe: a study of causation. New York: Oxford University Press; 1974. Mackie JL. The cement of the Universe: a study of causation. New York: Oxford University Press; 1974.
23.
Zurück zum Zitat Greenland S, Poole C. Invariants and noninvariants in the concept of interdependent effects. Scand J Work Environ Health. 1988;14(2):125–9.PubMed Greenland S, Poole C. Invariants and noninvariants in the concept of interdependent effects. Scand J Work Environ Health. 1988;14(2):125–9.PubMed
24.
26.
28.
Zurück zum Zitat Flanders WD. On the relationship of sufficient component cause models with potential outcome (counterfactual) models. Eur J Epidemiol. 2006;21:847–53. Flanders WD. On the relationship of sufficient component cause models with potential outcome (counterfactual) models. Eur J Epidemiol. 2006;21:847–53.
32.
Zurück zum Zitat Pearl J. Causality: models, reasoning and inference. Cambridge: Cambridge University Press; 2000. p. 78–85. Pearl J. Causality: models, reasoning and inference. Cambridge: Cambridge University Press; 2000. p. 78–85.
Metadaten
Titel
A sufficient cause based approach to the assessment of mediation
verfasst von
Danella M. Hafeman
Publikationsdatum
01.11.2008
Verlag
Springer Netherlands
Erschienen in
European Journal of Epidemiology / Ausgabe 11/2008
Print ISSN: 0393-2990
Elektronische ISSN: 1573-7284
DOI
https://doi.org/10.1007/s10654-008-9286-7

Weitere Artikel der Ausgabe 11/2008

European Journal of Epidemiology 11/2008 Zur Ausgabe