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Comparison of intergenerational instrumental variable analyses of body mass index and mortality in UK Biobank
BACKGROUND: An increasing proportion of people have a body mass index (BMI) classified as overweight or obese and published studies disagree whether this will be beneficial or detrimental to health. We applied and evaluated two intergenerational instrumental variable methods to estimate the average...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10114047/ https://www.ncbi.nlm.nih.gov/pubmed/35947758 http://dx.doi.org/10.1093/ije/dyac159 |
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author | Barry, Ciarrah-Jane Carslake, David Wade, Kaitlin H Sanderson, Eleanor Davey Smith, George |
author_facet | Barry, Ciarrah-Jane Carslake, David Wade, Kaitlin H Sanderson, Eleanor Davey Smith, George |
author_sort | Barry, Ciarrah-Jane |
collection | PubMed |
description | BACKGROUND: An increasing proportion of people have a body mass index (BMI) classified as overweight or obese and published studies disagree whether this will be beneficial or detrimental to health. We applied and evaluated two intergenerational instrumental variable methods to estimate the average causal effect of BMI on mortality in a cohort with many deaths: the parents of UK Biobank participants. METHODS: In Cox regression models, parental BMI was instrumented by offspring BMI using an ‘offspring as instrument’ (OAI) estimation and by offspring BMI-related genetic variants in a ‘proxy-genotype Mendelian randomization’ (PGMR) estimation. RESULTS: Complete-case analyses were performed in parents of 233 361 UK Biobank participants with full phenotypic, genotypic and covariate data. The PGMR method suggested that higher BMI increased mortality with hazard ratios per kg/m(2) of 1.02 (95% CI: 1.01, 1.04) for mothers and 1.04 (95% CI: 1.02, 1.05) for fathers. The OAI method gave considerably higher estimates, which varied according to the parent–offspring pairing between 1.08 (95% CI: 1.06, 1.10; mother–son) and 1.23 (95% CI: 1.16, 1.29; father–daughter). CONCLUSION: Both methods supported a causal role of higher BMI increasing mortality, although caution is required regarding the immediate causal interpretation of these exact values. Evidence of instrument invalidity from measured covariates was limited for the OAI method and minimal for the PGMR method. The methods are complementary for interrogating the average putative causal effects because the biases are expected to differ between them. |
format | Online Article Text |
id | pubmed-10114047 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-101140472023-04-20 Comparison of intergenerational instrumental variable analyses of body mass index and mortality in UK Biobank Barry, Ciarrah-Jane Carslake, David Wade, Kaitlin H Sanderson, Eleanor Davey Smith, George Int J Epidemiol Methods BACKGROUND: An increasing proportion of people have a body mass index (BMI) classified as overweight or obese and published studies disagree whether this will be beneficial or detrimental to health. We applied and evaluated two intergenerational instrumental variable methods to estimate the average causal effect of BMI on mortality in a cohort with many deaths: the parents of UK Biobank participants. METHODS: In Cox regression models, parental BMI was instrumented by offspring BMI using an ‘offspring as instrument’ (OAI) estimation and by offspring BMI-related genetic variants in a ‘proxy-genotype Mendelian randomization’ (PGMR) estimation. RESULTS: Complete-case analyses were performed in parents of 233 361 UK Biobank participants with full phenotypic, genotypic and covariate data. The PGMR method suggested that higher BMI increased mortality with hazard ratios per kg/m(2) of 1.02 (95% CI: 1.01, 1.04) for mothers and 1.04 (95% CI: 1.02, 1.05) for fathers. The OAI method gave considerably higher estimates, which varied according to the parent–offspring pairing between 1.08 (95% CI: 1.06, 1.10; mother–son) and 1.23 (95% CI: 1.16, 1.29; father–daughter). CONCLUSION: Both methods supported a causal role of higher BMI increasing mortality, although caution is required regarding the immediate causal interpretation of these exact values. Evidence of instrument invalidity from measured covariates was limited for the OAI method and minimal for the PGMR method. The methods are complementary for interrogating the average putative causal effects because the biases are expected to differ between them. Oxford University Press 2022-08-10 /pmc/articles/PMC10114047/ /pubmed/35947758 http://dx.doi.org/10.1093/ije/dyac159 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of the International Epidemiological Association. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Methods Barry, Ciarrah-Jane Carslake, David Wade, Kaitlin H Sanderson, Eleanor Davey Smith, George Comparison of intergenerational instrumental variable analyses of body mass index and mortality in UK Biobank |
title | Comparison of intergenerational instrumental variable analyses of body mass index and mortality in UK Biobank |
title_full | Comparison of intergenerational instrumental variable analyses of body mass index and mortality in UK Biobank |
title_fullStr | Comparison of intergenerational instrumental variable analyses of body mass index and mortality in UK Biobank |
title_full_unstemmed | Comparison of intergenerational instrumental variable analyses of body mass index and mortality in UK Biobank |
title_short | Comparison of intergenerational instrumental variable analyses of body mass index and mortality in UK Biobank |
title_sort | comparison of intergenerational instrumental variable analyses of body mass index and mortality in uk biobank |
topic | Methods |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10114047/ https://www.ncbi.nlm.nih.gov/pubmed/35947758 http://dx.doi.org/10.1093/ije/dyac159 |
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