Literature DB >> 25435642

Commentary on "Mediation analysis without sequential ignorability: Using baseline covariates interacted with random assignment as instrumental variables" by Dylan Small.

Elizabeth L Ogburn.   

Abstract

I applaud Dr. Small for advancing causal mediation analysis and thank the editors for the opportunity to comment on this valuable article. Small's project was to relax and test the assumptions on which a previously proposed model relies; in the second half of this discussion I will assess those assumptions and others on which the model hinges. But first I will review the various schools of mediation analysis and situate the estimand considered by Small within the somewhat esoteric domain of mediation estimands.

Entities:  

Year:  2012        PMID: 25435642      PMCID: PMC4244702     

Source DB:  PubMed          Journal:  J Stat Res        ISSN: 0256-422X


  5 in total

1.  The causal mediation formula--a guide to the assessment of pathways and mechanisms.

Authors:  Judea Pearl
Journal:  Prev Sci       Date:  2012-08

2.  Causal mediation analyses with rank preserving models.

Authors:  Thomas R Ten Have; Marshall M Joffe; Kevin G Lynch; Gregory K Brown; Stephen A Maisto; Aaron T Beck
Journal:  Biometrics       Date:  2007-09       Impact factor: 2.571

3.  Bias formulas for sensitivity analysis for direct and indirect effects.

Authors:  Tyler J VanderWeele
Journal:  Epidemiology       Date:  2010-07       Impact factor: 4.822

4.  Confounding of indirect effects: a sensitivity analysis exploring the range of bias due to a cause common to both the mediator and the outcome.

Authors:  Danella M Hafeman
Journal:  Am J Epidemiol       Date:  2011-06-07       Impact factor: 4.897

5.  The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations.

Authors:  R M Baron; D A Kenny
Journal:  J Pers Soc Psychol       Date:  1986-12
  5 in total
  11 in total

1.  High-dimensional multivariate mediation with application to neuroimaging data.

Authors:  Oliver Y Chén; Ciprian Crainiceanu; Elizabeth L Ogburn; Brian S Caffo; Tor D Wager; Martin A Lindquist
Journal:  Biostatistics       Date:  2018-04-01       Impact factor: 5.899

2.  Mediation analysis for count and zero-inflated count data.

Authors:  Jing Cheng; Nancy F Cheng; Zijian Guo; Steven Gregorich; Amid I Ismail; Stuart A Gansky
Journal:  Stat Methods Med Res       Date:  2017-01-08       Impact factor: 3.021

3.  Causal mediation analysis on failure time outcome without sequential ignorability.

Authors:  Cheng Zheng; Xiao-Hua Zhou
Journal:  Lifetime Data Anal       Date:  2016-07-27       Impact factor: 1.588

4.  Identification and Estimation of Causal Mechanisms in Clustered Encouragement Designs: Disentangling Bed Nets using Bayesian Principal Stratification.

Authors:  Laura Forastiere; Fabrizia Mealli; Tyler J VanderWeele
Journal:  J Am Stat Assoc       Date:  2016-08-18       Impact factor: 5.033

5.  Childhood and adulthood circumstances predicting affective suffering and motivation among older adults: a comparative study of European welfare systems.

Authors:  Georgia Verropoulou; Eleni Serafetinidou
Journal:  Eur J Ageing       Date:  2019-06-12

6.  Complier stochastic direct effects: identification and robust estimation.

Authors:  Kara E Rudolph; Oleg Sofrygin; Mark J van der Laan
Journal:  J Am Stat Assoc       Date:  2020-01-23       Impact factor: 5.033

7.  Instrumental variable analysis of multiplicative models with potentially invalid instruments.

Authors:  Michelle Shardell; Luigi Ferrucci
Journal:  Stat Med       Date:  2016-08-16       Impact factor: 2.373

8.  Network Mendelian randomization: using genetic variants as instrumental variables to investigate mediation in causal pathways.

Authors:  Stephen Burgess; Rhian M Daniel; Adam S Butterworth; Simon G Thompson
Journal:  Int J Epidemiol       Date:  2014-08-22       Impact factor: 7.196

9.  Dose-response modeling in mental health using stein-like estimators with instrumental variables.

Authors:  Cedric E Ginestet; Richard Emsley; Sabine Landau
Journal:  Stat Med       Date:  2017-02-21       Impact factor: 2.373

10.  Mediation analysis with a time-to-event outcome: a review of use and reporting in healthcare research.

Authors:  Lauren Lapointe-Shaw; Zachary Bouck; Nicholas A Howell; Theis Lange; Ani Orchanian-Cheff; Peter C Austin; Noah M Ivers; Donald A Redelmeier; Chaim M Bell
Journal:  BMC Med Res Methodol       Date:  2018-10-29       Impact factor: 4.615

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