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Moving from two- to multi-way interactions among binary risk factors on the additive scale

Many studies have focused on investigating deviations from additive interaction of two dichotomous risk factors on a binary outcome. There is, however, a gap in the literature with respect to interactions on the additive scale of >2 risk factors. In this paper, we present an approach for examinin...

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Autores principales: Katsoulis, Michail, Gomes, Manuel, Bamia, Christina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8098792/
https://www.ncbi.nlm.nih.gov/pubmed/34013148
http://dx.doi.org/10.1080/24709360.2020.1850171
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author Katsoulis, Michail
Gomes, Manuel
Bamia, Christina
author_facet Katsoulis, Michail
Gomes, Manuel
Bamia, Christina
author_sort Katsoulis, Michail
collection PubMed
description Many studies have focused on investigating deviations from additive interaction of two dichotomous risk factors on a binary outcome. There is, however, a gap in the literature with respect to interactions on the additive scale of >2 risk factors. In this paper, we present an approach for examining deviations from additive interaction among three or more binary exposures. The relative excess risk due to interaction (RERI) is used as measure of additive interaction. First, we concentrate on three risk factors – we propose to decompose the total RERI to: the RERI owned to the joint presence of all three risk factors and the RERI of any two risk factors, given that the third is absent. We then extend this approach, to >3 binary risk factors. For illustration, we use a sample from data from the Greek EPIC cohort and we investigate the association with overall mortality of Mediterranean diet, body mass index , and smoking. Our formulae enable better interpretability of any evidence for deviations from additivity owned to more than two risk factors and provide simple ways of communicating such results from a public health perspective by attributing any excess relative risk to specific combinations of these factors. Abbreviations: BMI: Body Mass Index; ERR: excess relative risk; EPIC: European Prospective Investigation into Cancer and nutrition; MD: Mediterranean diet; RERI: relative excess risk due to interaction; RR: relative risk; TotRERI: total relative excess risk due to interaction
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spelling pubmed-80987922021-05-17 Moving from two- to multi-way interactions among binary risk factors on the additive scale Katsoulis, Michail Gomes, Manuel Bamia, Christina Biostat Epidemiol Research Article Many studies have focused on investigating deviations from additive interaction of two dichotomous risk factors on a binary outcome. There is, however, a gap in the literature with respect to interactions on the additive scale of >2 risk factors. In this paper, we present an approach for examining deviations from additive interaction among three or more binary exposures. The relative excess risk due to interaction (RERI) is used as measure of additive interaction. First, we concentrate on three risk factors – we propose to decompose the total RERI to: the RERI owned to the joint presence of all three risk factors and the RERI of any two risk factors, given that the third is absent. We then extend this approach, to >3 binary risk factors. For illustration, we use a sample from data from the Greek EPIC cohort and we investigate the association with overall mortality of Mediterranean diet, body mass index , and smoking. Our formulae enable better interpretability of any evidence for deviations from additivity owned to more than two risk factors and provide simple ways of communicating such results from a public health perspective by attributing any excess relative risk to specific combinations of these factors. Abbreviations: BMI: Body Mass Index; ERR: excess relative risk; EPIC: European Prospective Investigation into Cancer and nutrition; MD: Mediterranean diet; RERI: relative excess risk due to interaction; RR: relative risk; TotRERI: total relative excess risk due to interaction Taylor & Francis 2020-12-03 /pmc/articles/PMC8098792/ /pubmed/34013148 http://dx.doi.org/10.1080/24709360.2020.1850171 Text en © 2020 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Katsoulis, Michail
Gomes, Manuel
Bamia, Christina
Moving from two- to multi-way interactions among binary risk factors on the additive scale
title Moving from two- to multi-way interactions among binary risk factors on the additive scale
title_full Moving from two- to multi-way interactions among binary risk factors on the additive scale
title_fullStr Moving from two- to multi-way interactions among binary risk factors on the additive scale
title_full_unstemmed Moving from two- to multi-way interactions among binary risk factors on the additive scale
title_short Moving from two- to multi-way interactions among binary risk factors on the additive scale
title_sort moving from two- to multi-way interactions among binary risk factors on the additive scale
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8098792/
https://www.ncbi.nlm.nih.gov/pubmed/34013148
http://dx.doi.org/10.1080/24709360.2020.1850171
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