Generalized causal mediation and path analysis: Extensions and practical considerations. (June 2019)

• Record Type: Journal Article
• Authors: Albert, Jeffrey M; Cho, Jang Ik; Liu, Yiying; Nelson, Suchitra
• Is Part Of: Statistical methods in medical research. Volume 28:Number 6(2019)
• Page Start: 1793
• Page End: 1807
• Publication Date: 2019-06
• Subjects: Causal inference -- dental caries -- mediation analysis -- mediation formula -- generalized linear model -- potential outcome -- sensitivity analysis; Medicine -- Research -- Statistical methods -- Periodicals; Research -- Periodicals; Review Literature -- Periodicals; Statistics -- methods -- Periodicals; Médecine -- Recherche -- Méthodes statistiques -- Périodiques; 610.727
• DOI: 10.1177/0962280218776483
• Languages: English
• ISSNs: 0962-2802

Abstract

Causal mediation analysis seeks to decompose the effect of a treatment or exposure among multiple possible paths and provide casually interpretable path-specific effect estimates. Recent advances have extended causal mediation analysis to situations with a sequence of mediators or multiple contemporaneous mediators. However, available methods still have limitations, and computational and other challenges remain. The present paper provides an extended causal mediation and path analysis methodology. The new method, implemented in the new R package, gmediation (described in a companion paper), accommodates both a sequence (two stages) of mediators and multiple mediators at each stage, and allows for multiple types of outcomes following generalized linear models. The methodology can also handle unsaturated models and clustered data. Addressing other practical issues, we provide new guidelines for the choice of a decomposition, and for the choice of a reference group multiplier for the reduction of Monte Carlo error in mediation formula computations. The new method is applied to data from a cohort study to illuminate the contribution of alternative biological and behavioral paths in the effect of socioeconomic status on dental caries in adolescence.