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Quantifying the causal impact of biological risk factors on healthcare costs
Understanding the causal impact that clinical risk factors have on healthcare-related costs is critical to evaluate healthcare interventions. Here, we used a genetically-informed design, Mendelian Randomization (MR), to infer the causal impact of 15 risk factors on annual total healthcare costs. We...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10499912/ https://www.ncbi.nlm.nih.gov/pubmed/37704630 http://dx.doi.org/10.1038/s41467-023-41394-4 |
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author | Lee, Jiwoo Jukarainen, Sakari Karvanen, Antti Dixon, Padraig Davies, Neil M. Smith, George Davey Natarajan, Pradeep Ganna, Andrea |
author_facet | Lee, Jiwoo Jukarainen, Sakari Karvanen, Antti Dixon, Padraig Davies, Neil M. Smith, George Davey Natarajan, Pradeep Ganna, Andrea |
author_sort | Lee, Jiwoo |
collection | PubMed |
description | Understanding the causal impact that clinical risk factors have on healthcare-related costs is critical to evaluate healthcare interventions. Here, we used a genetically-informed design, Mendelian Randomization (MR), to infer the causal impact of 15 risk factors on annual total healthcare costs. We calculated healthcare costs for 373,160 participants from the FinnGen Study and replicated our results in 323,774 individuals from the United Kingdom and Netherlands. Robust causal effects were observed for waist circumference (WC), adult body mass index, and systolic blood pressure, in which a standard deviation increase corresponded to 22.78% [95% CI: 18.75-26.95], 13.64% [10.26-17.12], and 13.08% [8.84-17.48] increased healthcare costs, respectively. A lack of causal effects was observed for certain clinically relevant biomarkers, such as albumin, C-reactive protein, and vitamin D. Our results indicated that increased WC is a major contributor to annual total healthcare costs and more attention may be given to WC screening, surveillance, and mitigation. |
format | Online Article Text |
id | pubmed-10499912 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-104999122023-09-15 Quantifying the causal impact of biological risk factors on healthcare costs Lee, Jiwoo Jukarainen, Sakari Karvanen, Antti Dixon, Padraig Davies, Neil M. Smith, George Davey Natarajan, Pradeep Ganna, Andrea Nat Commun Article Understanding the causal impact that clinical risk factors have on healthcare-related costs is critical to evaluate healthcare interventions. Here, we used a genetically-informed design, Mendelian Randomization (MR), to infer the causal impact of 15 risk factors on annual total healthcare costs. We calculated healthcare costs for 373,160 participants from the FinnGen Study and replicated our results in 323,774 individuals from the United Kingdom and Netherlands. Robust causal effects were observed for waist circumference (WC), adult body mass index, and systolic blood pressure, in which a standard deviation increase corresponded to 22.78% [95% CI: 18.75-26.95], 13.64% [10.26-17.12], and 13.08% [8.84-17.48] increased healthcare costs, respectively. A lack of causal effects was observed for certain clinically relevant biomarkers, such as albumin, C-reactive protein, and vitamin D. Our results indicated that increased WC is a major contributor to annual total healthcare costs and more attention may be given to WC screening, surveillance, and mitigation. Nature Publishing Group UK 2023-09-13 /pmc/articles/PMC10499912/ /pubmed/37704630 http://dx.doi.org/10.1038/s41467-023-41394-4 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Lee, Jiwoo Jukarainen, Sakari Karvanen, Antti Dixon, Padraig Davies, Neil M. Smith, George Davey Natarajan, Pradeep Ganna, Andrea Quantifying the causal impact of biological risk factors on healthcare costs |
title | Quantifying the causal impact of biological risk factors on healthcare costs |
title_full | Quantifying the causal impact of biological risk factors on healthcare costs |
title_fullStr | Quantifying the causal impact of biological risk factors on healthcare costs |
title_full_unstemmed | Quantifying the causal impact of biological risk factors on healthcare costs |
title_short | Quantifying the causal impact of biological risk factors on healthcare costs |
title_sort | quantifying the causal impact of biological risk factors on healthcare costs |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10499912/ https://www.ncbi.nlm.nih.gov/pubmed/37704630 http://dx.doi.org/10.1038/s41467-023-41394-4 |
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