Cargando…
Introduction to Mediation Analysis and Examples of Its Application to Real-world Data
Traditional epidemiological assessments, which mainly focused on evaluating the statistical association between two major components-the exposure and outcome-have recently evolved to ascertain the in-between process, which can explain the underlying causal pathway. Mediation analysis has emerged as...
Autor principal: | |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Korean Society for Preventive Medicine
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8190553/ https://www.ncbi.nlm.nih.gov/pubmed/34092062 http://dx.doi.org/10.3961/jpmph.21.069 |
_version_ | 1783705708914540544 |
---|---|
author | Jung, Sun Jae |
author_facet | Jung, Sun Jae |
author_sort | Jung, Sun Jae |
collection | PubMed |
description | Traditional epidemiological assessments, which mainly focused on evaluating the statistical association between two major components-the exposure and outcome-have recently evolved to ascertain the in-between process, which can explain the underlying causal pathway. Mediation analysis has emerged as a compelling method to disentangle the complex nature of these pathways. The statistical method of mediation analysis has evolved from simple regression analysis to causal mediation analysis, and each amendment refined the underlying mathematical theory and required assumptions. This short guide will introduce the basic statistical framework and assumptions of both traditional and modern mediation analyses, providing examples conducted with real-world data. |
format | Online Article Text |
id | pubmed-8190553 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Korean Society for Preventive Medicine |
record_format | MEDLINE/PubMed |
spelling | pubmed-81905532021-06-17 Introduction to Mediation Analysis and Examples of Its Application to Real-world Data Jung, Sun Jae J Prev Med Public Health Special Article Traditional epidemiological assessments, which mainly focused on evaluating the statistical association between two major components-the exposure and outcome-have recently evolved to ascertain the in-between process, which can explain the underlying causal pathway. Mediation analysis has emerged as a compelling method to disentangle the complex nature of these pathways. The statistical method of mediation analysis has evolved from simple regression analysis to causal mediation analysis, and each amendment refined the underlying mathematical theory and required assumptions. This short guide will introduce the basic statistical framework and assumptions of both traditional and modern mediation analyses, providing examples conducted with real-world data. Korean Society for Preventive Medicine 2021-05 2021-05-07 /pmc/articles/PMC8190553/ /pubmed/34092062 http://dx.doi.org/10.3961/jpmph.21.069 Text en Copyright © 2021 The Korean Society for Preventive Medicine https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Special Article Jung, Sun Jae Introduction to Mediation Analysis and Examples of Its Application to Real-world Data |
title | Introduction to Mediation Analysis and Examples of Its Application to Real-world Data |
title_full | Introduction to Mediation Analysis and Examples of Its Application to Real-world Data |
title_fullStr | Introduction to Mediation Analysis and Examples of Its Application to Real-world Data |
title_full_unstemmed | Introduction to Mediation Analysis and Examples of Its Application to Real-world Data |
title_short | Introduction to Mediation Analysis and Examples of Its Application to Real-world Data |
title_sort | introduction to mediation analysis and examples of its application to real-world data |
topic | Special Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8190553/ https://www.ncbi.nlm.nih.gov/pubmed/34092062 http://dx.doi.org/10.3961/jpmph.21.069 |
work_keys_str_mv | AT jungsunjae introductiontomediationanalysisandexamplesofitsapplicationtorealworlddata |