Development of a Genetic Risk Score to predict the risk of overweight and obesity in European adolescents from the HELENA study

Abstract Obesity is the result of interactions between genes and environmental factors. Since monogenic etiology is only known in some obesity-related genes, a genetic risk score (GRS) could be useful to determine the genetic predisposition to obesity. Therefore, the aim of our study was to build a...

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Autores principales: Miguel Seral-Cortes, Sergio Sabroso-Lasa, Pilar De Miguel-Etayo, Marcela Gonzalez-Gross, Eva Gesteiro, Cristina Molina-Hidalgo, Stefaan De Henauw, Frederic Gottrand, Christina Mavrogianni, Yannis Manios, Maria Plada, Kurt Widhalm, Anthony Kafatos, Éva Erhardt, Aline Meirhaeghe, Diego Salazar-Tortosa, Jonatan Ruiz, Luis A. Moreno, Luis Mariano Esteban, Idoia Labayen
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Publicado: Nature Portfolio 2021
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spelling oai:doaj.org-article:cd1dcfad42b342a8af535c89f3c3dd992021-12-02T10:44:15ZDevelopment of a Genetic Risk Score to predict the risk of overweight and obesity in European adolescents from the HELENA study10.1038/s41598-021-82712-42045-2322https://doaj.org/article/cd1dcfad42b342a8af535c89f3c3dd992021-02-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-82712-4https://doaj.org/toc/2045-2322Abstract Obesity is the result of interactions between genes and environmental factors. Since monogenic etiology is only known in some obesity-related genes, a genetic risk score (GRS) could be useful to determine the genetic predisposition to obesity. Therefore, the aim of our study was to build a GRS able to predict genetic predisposition to overweight and obesity in European adolescents. A total of 1069 adolescents (51.3% female), aged 11–19 years participating in the Healthy Lifestyle in Europe by Nutrition in Adolescence (HELENA) cross-sectional study were genotyped. The sample was divided in non-overweight (non-OW) and overweight/obesity (OW/OB). From 611 single nucleotide polymorphisms (SNP) available, a first screening of 104 SNPs univariately associated with obesity (p < 0.20) was established selecting 21 significant SNPs (p < 0.05) in the multivariate model. Unweighted GRS (uGRS) was calculated by summing the number of risk alleles and weighted GRS (wGRS) by multiplying the risk alleles to each estimated coefficient. The area under curve (AUC) was calculated in uGRS (0.723) and wGRS (0.734) using tenfold internal cross-validation. Both uGRS and wGRS were significantly associated with body mass index (BMI) (p < .001). Both GRSs could potentially be considered as useful genetic tools to evaluate individual’s predisposition to overweight/obesity in European adolescents.Miguel Seral-CortesSergio Sabroso-LasaPilar De Miguel-EtayoMarcela Gonzalez-GrossEva GesteiroCristina Molina-HidalgoStefaan De HenauwFrederic GottrandChristina MavrogianniYannis ManiosMaria PladaKurt WidhalmAnthony KafatosÉva ErhardtAline MeirhaegheDiego Salazar-TortosaJonatan RuizLuis A. MorenoLuis Mariano EstebanIdoia LabayenNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-11 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Miguel Seral-Cortes
Sergio Sabroso-Lasa
Pilar De Miguel-Etayo
Marcela Gonzalez-Gross
Eva Gesteiro
Cristina Molina-Hidalgo
Stefaan De Henauw
Frederic Gottrand
Christina Mavrogianni
Yannis Manios
Maria Plada
Kurt Widhalm
Anthony Kafatos
Éva Erhardt
Aline Meirhaeghe
Diego Salazar-Tortosa
Jonatan Ruiz
Luis A. Moreno
Luis Mariano Esteban
Idoia Labayen
Development of a Genetic Risk Score to predict the risk of overweight and obesity in European adolescents from the HELENA study
description Abstract Obesity is the result of interactions between genes and environmental factors. Since monogenic etiology is only known in some obesity-related genes, a genetic risk score (GRS) could be useful to determine the genetic predisposition to obesity. Therefore, the aim of our study was to build a GRS able to predict genetic predisposition to overweight and obesity in European adolescents. A total of 1069 adolescents (51.3% female), aged 11–19 years participating in the Healthy Lifestyle in Europe by Nutrition in Adolescence (HELENA) cross-sectional study were genotyped. The sample was divided in non-overweight (non-OW) and overweight/obesity (OW/OB). From 611 single nucleotide polymorphisms (SNP) available, a first screening of 104 SNPs univariately associated with obesity (p < 0.20) was established selecting 21 significant SNPs (p < 0.05) in the multivariate model. Unweighted GRS (uGRS) was calculated by summing the number of risk alleles and weighted GRS (wGRS) by multiplying the risk alleles to each estimated coefficient. The area under curve (AUC) was calculated in uGRS (0.723) and wGRS (0.734) using tenfold internal cross-validation. Both uGRS and wGRS were significantly associated with body mass index (BMI) (p < .001). Both GRSs could potentially be considered as useful genetic tools to evaluate individual’s predisposition to overweight/obesity in European adolescents.
format article
author Miguel Seral-Cortes
Sergio Sabroso-Lasa
Pilar De Miguel-Etayo
Marcela Gonzalez-Gross
Eva Gesteiro
Cristina Molina-Hidalgo
Stefaan De Henauw
Frederic Gottrand
Christina Mavrogianni
Yannis Manios
Maria Plada
Kurt Widhalm
Anthony Kafatos
Éva Erhardt
Aline Meirhaeghe
Diego Salazar-Tortosa
Jonatan Ruiz
Luis A. Moreno
Luis Mariano Esteban
Idoia Labayen
author_facet Miguel Seral-Cortes
Sergio Sabroso-Lasa
Pilar De Miguel-Etayo
Marcela Gonzalez-Gross
Eva Gesteiro
Cristina Molina-Hidalgo
Stefaan De Henauw
Frederic Gottrand
Christina Mavrogianni
Yannis Manios
Maria Plada
Kurt Widhalm
Anthony Kafatos
Éva Erhardt
Aline Meirhaeghe
Diego Salazar-Tortosa
Jonatan Ruiz
Luis A. Moreno
Luis Mariano Esteban
Idoia Labayen
author_sort Miguel Seral-Cortes
title Development of a Genetic Risk Score to predict the risk of overweight and obesity in European adolescents from the HELENA study
title_short Development of a Genetic Risk Score to predict the risk of overweight and obesity in European adolescents from the HELENA study
title_full Development of a Genetic Risk Score to predict the risk of overweight and obesity in European adolescents from the HELENA study
title_fullStr Development of a Genetic Risk Score to predict the risk of overweight and obesity in European adolescents from the HELENA study
title_full_unstemmed Development of a Genetic Risk Score to predict the risk of overweight and obesity in European adolescents from the HELENA study
title_sort development of a genetic risk score to predict the risk of overweight and obesity in european adolescents from the helena study
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/cd1dcfad42b342a8af535c89f3c3dd99
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