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Mendelian Randomization analysis of the causal effect of adiposity on hospital costs
Estimates of the marginal effect of measures of adiposity such as body mass index (BMI) on healthcare costs are important for the formulation and evaluation of policies targeting adverse weight profiles. Most estimates of this association are affected by endogeneity bias. We use a novel identificati...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier North Holland
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7188219/ https://www.ncbi.nlm.nih.gov/pubmed/32014825 http://dx.doi.org/10.1016/j.jhealeco.2020.102300 |
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author | Dixon, Padraig Hollingworth, William Harrison, Sean Davies, Neil M. Davey Smith, George |
author_facet | Dixon, Padraig Hollingworth, William Harrison, Sean Davies, Neil M. Davey Smith, George |
author_sort | Dixon, Padraig |
collection | PubMed |
description | Estimates of the marginal effect of measures of adiposity such as body mass index (BMI) on healthcare costs are important for the formulation and evaluation of policies targeting adverse weight profiles. Most estimates of this association are affected by endogeneity bias. We use a novel identification strategy exploiting Mendelian Randomization – random germline genetic variation modelled using instrumental variables – to identify the causal effect of BMI on inpatient hospital costs. Using data on over 300,000 individuals, the effect size per person per marginal unit of BMI per year varied according to specification, including £21.22 (95% confidence interval (CI): £14.35-£28.07) for conventional inverse variance weighted models to £18.85 (95% CI: £9.05-£28.65) for penalized weighted median models. Effect sizes from Mendelian Randomization models were larger in most cases than non-instrumental variable multivariable adjusted estimates (£13.47, 95% CI: £12.51-£14.43). There was little evidence of non-linearity. Within-family estimates, intended to address dynastic biases, were imprecise. |
format | Online Article Text |
id | pubmed-7188219 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier North Holland |
record_format | MEDLINE/PubMed |
spelling | pubmed-71882192020-05-04 Mendelian Randomization analysis of the causal effect of adiposity on hospital costs Dixon, Padraig Hollingworth, William Harrison, Sean Davies, Neil M. Davey Smith, George J Health Econ Article Estimates of the marginal effect of measures of adiposity such as body mass index (BMI) on healthcare costs are important for the formulation and evaluation of policies targeting adverse weight profiles. Most estimates of this association are affected by endogeneity bias. We use a novel identification strategy exploiting Mendelian Randomization – random germline genetic variation modelled using instrumental variables – to identify the causal effect of BMI on inpatient hospital costs. Using data on over 300,000 individuals, the effect size per person per marginal unit of BMI per year varied according to specification, including £21.22 (95% confidence interval (CI): £14.35-£28.07) for conventional inverse variance weighted models to £18.85 (95% CI: £9.05-£28.65) for penalized weighted median models. Effect sizes from Mendelian Randomization models were larger in most cases than non-instrumental variable multivariable adjusted estimates (£13.47, 95% CI: £12.51-£14.43). There was little evidence of non-linearity. Within-family estimates, intended to address dynastic biases, were imprecise. Elsevier North Holland 2020-03 /pmc/articles/PMC7188219/ /pubmed/32014825 http://dx.doi.org/10.1016/j.jhealeco.2020.102300 Text en © 2020 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Dixon, Padraig Hollingworth, William Harrison, Sean Davies, Neil M. Davey Smith, George Mendelian Randomization analysis of the causal effect of adiposity on hospital costs |
title | Mendelian Randomization analysis of the causal effect of adiposity on hospital costs |
title_full | Mendelian Randomization analysis of the causal effect of adiposity on hospital costs |
title_fullStr | Mendelian Randomization analysis of the causal effect of adiposity on hospital costs |
title_full_unstemmed | Mendelian Randomization analysis of the causal effect of adiposity on hospital costs |
title_short | Mendelian Randomization analysis of the causal effect of adiposity on hospital costs |
title_sort | mendelian randomization analysis of the causal effect of adiposity on hospital costs |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7188219/ https://www.ncbi.nlm.nih.gov/pubmed/32014825 http://dx.doi.org/10.1016/j.jhealeco.2020.102300 |
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