Cargando…
Polygenic Health Index, General Health, and Pleiotropy: Sibling Analysis and Disease Risk Reduction
We construct a polygenic health index as a weighted sum of polygenic risk scores for 20 major disease conditions, including, e.g., coronary artery disease, type 1 and 2 diabetes, schizophrenia, etc. Individual weights are determined by population-level estimates of impact on life expectancy. We vali...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9616929/ https://www.ncbi.nlm.nih.gov/pubmed/36307513 http://dx.doi.org/10.1038/s41598-022-22637-8 |
_version_ | 1784820746793517056 |
---|---|
author | Widen, Erik Lello, Louis Raben, Timothy G. Tellier, Laurent C. A. M. Hsu, Stephen D. H. |
author_facet | Widen, Erik Lello, Louis Raben, Timothy G. Tellier, Laurent C. A. M. Hsu, Stephen D. H. |
author_sort | Widen, Erik |
collection | PubMed |
description | We construct a polygenic health index as a weighted sum of polygenic risk scores for 20 major disease conditions, including, e.g., coronary artery disease, type 1 and 2 diabetes, schizophrenia, etc. Individual weights are determined by population-level estimates of impact on life expectancy. We validate this index in odds ratios and selection experiments using unrelated individuals and siblings (pairs and trios) from the UK Biobank. Individuals with higher index scores have decreased disease risk across almost all 20 diseases (no significant risk increases), and longer calculated life expectancy. When estimated Disability Adjusted Life Years (DALYs) are used as the performance metric, the gain from selection among ten individuals (highest index score vs average) is found to be roughly 4 DALYs. We find no statistical evidence for antagonistic trade-offs in risk reduction across these diseases. Correlations between genetic disease risks are found to be mostly positive and generally mild. These results have important implications for public health and also for fundamental issues such as pleiotropy and genetic architecture of human disease conditions. |
format | Online Article Text |
id | pubmed-9616929 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-96169292022-10-30 Polygenic Health Index, General Health, and Pleiotropy: Sibling Analysis and Disease Risk Reduction Widen, Erik Lello, Louis Raben, Timothy G. Tellier, Laurent C. A. M. Hsu, Stephen D. H. Sci Rep Article We construct a polygenic health index as a weighted sum of polygenic risk scores for 20 major disease conditions, including, e.g., coronary artery disease, type 1 and 2 diabetes, schizophrenia, etc. Individual weights are determined by population-level estimates of impact on life expectancy. We validate this index in odds ratios and selection experiments using unrelated individuals and siblings (pairs and trios) from the UK Biobank. Individuals with higher index scores have decreased disease risk across almost all 20 diseases (no significant risk increases), and longer calculated life expectancy. When estimated Disability Adjusted Life Years (DALYs) are used as the performance metric, the gain from selection among ten individuals (highest index score vs average) is found to be roughly 4 DALYs. We find no statistical evidence for antagonistic trade-offs in risk reduction across these diseases. Correlations between genetic disease risks are found to be mostly positive and generally mild. These results have important implications for public health and also for fundamental issues such as pleiotropy and genetic architecture of human disease conditions. Nature Publishing Group UK 2022-10-28 /pmc/articles/PMC9616929/ /pubmed/36307513 http://dx.doi.org/10.1038/s41598-022-22637-8 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 Widen, Erik Lello, Louis Raben, Timothy G. Tellier, Laurent C. A. M. Hsu, Stephen D. H. Polygenic Health Index, General Health, and Pleiotropy: Sibling Analysis and Disease Risk Reduction |
title | Polygenic Health Index, General Health, and Pleiotropy: Sibling Analysis and Disease Risk Reduction |
title_full | Polygenic Health Index, General Health, and Pleiotropy: Sibling Analysis and Disease Risk Reduction |
title_fullStr | Polygenic Health Index, General Health, and Pleiotropy: Sibling Analysis and Disease Risk Reduction |
title_full_unstemmed | Polygenic Health Index, General Health, and Pleiotropy: Sibling Analysis and Disease Risk Reduction |
title_short | Polygenic Health Index, General Health, and Pleiotropy: Sibling Analysis and Disease Risk Reduction |
title_sort | polygenic health index, general health, and pleiotropy: sibling analysis and disease risk reduction |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9616929/ https://www.ncbi.nlm.nih.gov/pubmed/36307513 http://dx.doi.org/10.1038/s41598-022-22637-8 |
work_keys_str_mv | AT widenerik polygenichealthindexgeneralhealthandpleiotropysiblinganalysisanddiseaseriskreduction AT lellolouis polygenichealthindexgeneralhealthandpleiotropysiblinganalysisanddiseaseriskreduction AT rabentimothyg polygenichealthindexgeneralhealthandpleiotropysiblinganalysisanddiseaseriskreduction AT tellierlaurentcam polygenichealthindexgeneralhealthandpleiotropysiblinganalysisanddiseaseriskreduction AT hsustephendh polygenichealthindexgeneralhealthandpleiotropysiblinganalysisanddiseaseriskreduction |