Polygenic Risk Scores and Physical Activity

PURPOSE: Polygenic risk scores (PRS) summarize genome-wide genotype data into a single variable that produces an individual-level risk score for genetic liability. PRS has been used for prediction of chronic diseases and some risk factors. As PRS has been studied less for physical activity (PA), we...

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Published in:Medicine & Science in Sports & Exercise
Main Authors: KUJALA, URHO M., PALVIAINEN, TEEMU, PESONEN, PAULA, WALLER, KATJA, SILLANPÄÄ, ELINA, NIEMELÄ, MAISA, KANGAS, MAARIT, VÄHÄ-YPYÄ, HENRI, SIEVÄNEN, HARRI, KORPELAINEN, RAIJA, JÄMSÄ, TIMO, MÄNNIKKÖ, MINNA, KAPRIO, JAAKKO
Format: Text
Language:English
Published: Lippincott Williams & Wilkins 2020
Subjects:
Online Access:http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7292502/
http://www.ncbi.nlm.nih.gov/pubmed/32049886
https://doi.org/10.1249/MSS.0000000000002290
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spelling ftpubmed:oai:pubmedcentral.nih.gov:7292502 2023-05-15T17:42:47+02:00 Polygenic Risk Scores and Physical Activity KUJALA, URHO M. PALVIAINEN, TEEMU PESONEN, PAULA WALLER, KATJA SILLANPÄÄ, ELINA NIEMELÄ, MAISA KANGAS, MAARIT VÄHÄ-YPYÄ, HENRI SIEVÄNEN, HARRI KORPELAINEN, RAIJA JÄMSÄ, TIMO MÄNNIKKÖ, MINNA KAPRIO, JAAKKO 2020-07 http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7292502/ http://www.ncbi.nlm.nih.gov/pubmed/32049886 https://doi.org/10.1249/MSS.0000000000002290 en eng Lippincott Williams & Wilkins http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7292502/ http://www.ncbi.nlm.nih.gov/pubmed/32049886 http://dx.doi.org/10.1249/MSS.0000000000002290 Copyright © 2020 The Author(s). Published by Wolters Kluwer Health, Inc. on behalf of the American College of Sports Medicine. This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (CCBY-NC-ND) (http://creativecommons.org/licenses/by-nc-nd/4.0/) , where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal. CC-BY-NC-ND Med Sci Sports Exerc Epidemiology Text 2020 ftpubmed https://doi.org/10.1249/MSS.0000000000002290 2020-07-05T00:37:14Z PURPOSE: Polygenic risk scores (PRS) summarize genome-wide genotype data into a single variable that produces an individual-level risk score for genetic liability. PRS has been used for prediction of chronic diseases and some risk factors. As PRS has been studied less for physical activity (PA), we constructed PRS for PA and studied how much variation in PA can be explained by this PRS in independent population samples. METHODS: We calculated PRS for self-reported and objectively measured PA using UK Biobank genome-wide association study summary statistics, and analyzed how much of the variation in self-reported (MET-hours per day) and measured (steps and moderate-to-vigorous PA minutes per day) PA could be accounted for by the PRS in the Finnish Twin Cohorts (FTC; N = 759–11,528) and the Northern Finland Birth Cohort 1966 (NFBC1966; N = 3263–4061). Objective measurement of PA was done with wrist-worn accelerometer in UK Biobank and NFBC1966 studies, and with hip-worn accelerometer in the FTC. RESULTS: The PRS accounted from 0.07% to 1.44% of the variation (R(2)) in the self-reported and objectively measured PA volumes (P value range = 0.023 to <0.0001) in the FTC and NFBC1966. For both self-reported and objectively measured PA, individuals in the highest PRS deciles had significantly (11%–28%) higher PA volumes compared with the lowest PRS deciles (P value range = 0.017 to <0.0001). CONCLUSIONS: PA is a multifactorial phenotype, and the PRS constructed based on UK Biobank results accounted for statistically significant but overall small proportion of the variation in PA in the Finnish cohorts. Using identical methods to assess PA and including less common and rare variants in the construction of PRS may increase the proportion of PA explained by the PRS. Text Northern Finland PubMed Central (PMC) Medicine & Science in Sports & Exercise 52 7 1518 1524
institution Open Polar
collection PubMed Central (PMC)
op_collection_id ftpubmed
language English
topic Epidemiology
spellingShingle Epidemiology
KUJALA, URHO M.
PALVIAINEN, TEEMU
PESONEN, PAULA
WALLER, KATJA
SILLANPÄÄ, ELINA
NIEMELÄ, MAISA
KANGAS, MAARIT
VÄHÄ-YPYÄ, HENRI
SIEVÄNEN, HARRI
KORPELAINEN, RAIJA
JÄMSÄ, TIMO
MÄNNIKKÖ, MINNA
KAPRIO, JAAKKO
Polygenic Risk Scores and Physical Activity
topic_facet Epidemiology
description PURPOSE: Polygenic risk scores (PRS) summarize genome-wide genotype data into a single variable that produces an individual-level risk score for genetic liability. PRS has been used for prediction of chronic diseases and some risk factors. As PRS has been studied less for physical activity (PA), we constructed PRS for PA and studied how much variation in PA can be explained by this PRS in independent population samples. METHODS: We calculated PRS for self-reported and objectively measured PA using UK Biobank genome-wide association study summary statistics, and analyzed how much of the variation in self-reported (MET-hours per day) and measured (steps and moderate-to-vigorous PA minutes per day) PA could be accounted for by the PRS in the Finnish Twin Cohorts (FTC; N = 759–11,528) and the Northern Finland Birth Cohort 1966 (NFBC1966; N = 3263–4061). Objective measurement of PA was done with wrist-worn accelerometer in UK Biobank and NFBC1966 studies, and with hip-worn accelerometer in the FTC. RESULTS: The PRS accounted from 0.07% to 1.44% of the variation (R(2)) in the self-reported and objectively measured PA volumes (P value range = 0.023 to <0.0001) in the FTC and NFBC1966. For both self-reported and objectively measured PA, individuals in the highest PRS deciles had significantly (11%–28%) higher PA volumes compared with the lowest PRS deciles (P value range = 0.017 to <0.0001). CONCLUSIONS: PA is a multifactorial phenotype, and the PRS constructed based on UK Biobank results accounted for statistically significant but overall small proportion of the variation in PA in the Finnish cohorts. Using identical methods to assess PA and including less common and rare variants in the construction of PRS may increase the proportion of PA explained by the PRS.
format Text
author KUJALA, URHO M.
PALVIAINEN, TEEMU
PESONEN, PAULA
WALLER, KATJA
SILLANPÄÄ, ELINA
NIEMELÄ, MAISA
KANGAS, MAARIT
VÄHÄ-YPYÄ, HENRI
SIEVÄNEN, HARRI
KORPELAINEN, RAIJA
JÄMSÄ, TIMO
MÄNNIKKÖ, MINNA
KAPRIO, JAAKKO
author_facet KUJALA, URHO M.
PALVIAINEN, TEEMU
PESONEN, PAULA
WALLER, KATJA
SILLANPÄÄ, ELINA
NIEMELÄ, MAISA
KANGAS, MAARIT
VÄHÄ-YPYÄ, HENRI
SIEVÄNEN, HARRI
KORPELAINEN, RAIJA
JÄMSÄ, TIMO
MÄNNIKKÖ, MINNA
KAPRIO, JAAKKO
author_sort KUJALA, URHO M.
title Polygenic Risk Scores and Physical Activity
title_short Polygenic Risk Scores and Physical Activity
title_full Polygenic Risk Scores and Physical Activity
title_fullStr Polygenic Risk Scores and Physical Activity
title_full_unstemmed Polygenic Risk Scores and Physical Activity
title_sort polygenic risk scores and physical activity
publisher Lippincott Williams & Wilkins
publishDate 2020
url http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7292502/
http://www.ncbi.nlm.nih.gov/pubmed/32049886
https://doi.org/10.1249/MSS.0000000000002290
genre Northern Finland
genre_facet Northern Finland
op_source Med Sci Sports Exerc
op_relation http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7292502/
http://www.ncbi.nlm.nih.gov/pubmed/32049886
http://dx.doi.org/10.1249/MSS.0000000000002290
op_rights Copyright © 2020 The Author(s). Published by Wolters Kluwer Health, Inc. on behalf of the American College of Sports Medicine.
This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (CCBY-NC-ND) (http://creativecommons.org/licenses/by-nc-nd/4.0/) , where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal.
op_rightsnorm CC-BY-NC-ND
op_doi https://doi.org/10.1249/MSS.0000000000002290
container_title Medicine & Science in Sports & Exercise
container_volume 52
container_issue 7
container_start_page 1518
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