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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Taylor & Francis
2020
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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 |
format | Online Article Text |
id | pubmed-8098792 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
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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