Cargando…
Development of a genetic risk score to predict the risk of hypertension in European adolescents from the HELENA study
INTRODUCTION: From genome wide association study (GWAS) a large number of single nucleotide polymorphisms (SNPs) have previously been associated with blood pressure (BP) levels. A combination of SNPs, forming a genetic risk score (GRS) could be considered as a useful genetic tool to identify individ...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10267871/ https://www.ncbi.nlm.nih.gov/pubmed/37324619 http://dx.doi.org/10.3389/fcvm.2023.1118919 |
_version_ | 1785059016904278016 |
---|---|
author | Pérez-Gimeno, Gloria Seral-Cortes, Miguel Sabroso-Lasa, Sergio Esteban, Luis Mariano Lurbe, Empar Béghin, Laurent Gottrand, Frederic Meirhaeghe, Aline Muntaner, Manon Kafatos, Anthony Molnár, Dénes Leclercq, Catherine Widhalm, Kurt Kersting, Mathilde Nova, Esther Salazar-Tortosa, Diego F. Gonzalez-Gross, Marcela Breidenassel, Christina Sinningen, Kathrin De Ruyter, Thaïs Labayen, Idoia Rupérez, Azahara I. Bueno-Lozano, Gloria Moreno, Luis A. |
author_facet | Pérez-Gimeno, Gloria Seral-Cortes, Miguel Sabroso-Lasa, Sergio Esteban, Luis Mariano Lurbe, Empar Béghin, Laurent Gottrand, Frederic Meirhaeghe, Aline Muntaner, Manon Kafatos, Anthony Molnár, Dénes Leclercq, Catherine Widhalm, Kurt Kersting, Mathilde Nova, Esther Salazar-Tortosa, Diego F. Gonzalez-Gross, Marcela Breidenassel, Christina Sinningen, Kathrin De Ruyter, Thaïs Labayen, Idoia Rupérez, Azahara I. Bueno-Lozano, Gloria Moreno, Luis A. |
author_sort | Pérez-Gimeno, Gloria |
collection | PubMed |
description | INTRODUCTION: From genome wide association study (GWAS) a large number of single nucleotide polymorphisms (SNPs) have previously been associated with blood pressure (BP) levels. A combination of SNPs, forming a genetic risk score (GRS) could be considered as a useful genetic tool to identify individuals at risk of developing hypertension from early stages in life. Therefore, the aim of our study was to build a GRS being able to predict the genetic predisposition to hypertension (HTN) in European adolescents. METHODS: Data were extracted from the Healthy Lifestyle in Europe by Nutrition in Adolescence (HELENA) cross-sectional study. A total of 869 adolescents (53% female), aged 12.5–17.5, with complete genetic and BP information were included. The sample was divided into altered (≥130 mmHg for systolic and/or ≥80 mmHg for diastolic) or normal BP. Based on the literature, a total of 1.534 SNPs from 57 candidate genes related with BP were selected from the HELENA GWAS database. RESULTS: From 1,534 SNPs available, An initial screening of SNPs univariately associated with HTN (p < 0.10) was established, to finally obtain a number of 16 SNPs significantly associated with HTN (p < 0.05) in the multivariate model. The unweighted GRS (uGRS) and weighted GRS (wGRS) were estimated. To validate the GRSs, the area under the curve (AUC) was explored using ten-fold internal cross-validation for uGRS (0.802) and wGRS (0.777). Further covariates of interest were added to the analyses, obtaining a higher predictive ability (AUC values of uGRS: 0.879; wGRS: 0.881 for BMI z-score). Furthermore, the differences between AUCs obtained with and without the addition of covariates were statistically significant (p < 0.05). CONCLUSIONS: Both GRSs, the uGRS and wGRS, could be useful to evaluate the predisposition to hypertension in European adolescents. |
format | Online Article Text |
id | pubmed-10267871 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-102678712023-06-15 Development of a genetic risk score to predict the risk of hypertension in European adolescents from the HELENA study Pérez-Gimeno, Gloria Seral-Cortes, Miguel Sabroso-Lasa, Sergio Esteban, Luis Mariano Lurbe, Empar Béghin, Laurent Gottrand, Frederic Meirhaeghe, Aline Muntaner, Manon Kafatos, Anthony Molnár, Dénes Leclercq, Catherine Widhalm, Kurt Kersting, Mathilde Nova, Esther Salazar-Tortosa, Diego F. Gonzalez-Gross, Marcela Breidenassel, Christina Sinningen, Kathrin De Ruyter, Thaïs Labayen, Idoia Rupérez, Azahara I. Bueno-Lozano, Gloria Moreno, Luis A. Front Cardiovasc Med Cardiovascular Medicine INTRODUCTION: From genome wide association study (GWAS) a large number of single nucleotide polymorphisms (SNPs) have previously been associated with blood pressure (BP) levels. A combination of SNPs, forming a genetic risk score (GRS) could be considered as a useful genetic tool to identify individuals at risk of developing hypertension from early stages in life. Therefore, the aim of our study was to build a GRS being able to predict the genetic predisposition to hypertension (HTN) in European adolescents. METHODS: Data were extracted from the Healthy Lifestyle in Europe by Nutrition in Adolescence (HELENA) cross-sectional study. A total of 869 adolescents (53% female), aged 12.5–17.5, with complete genetic and BP information were included. The sample was divided into altered (≥130 mmHg for systolic and/or ≥80 mmHg for diastolic) or normal BP. Based on the literature, a total of 1.534 SNPs from 57 candidate genes related with BP were selected from the HELENA GWAS database. RESULTS: From 1,534 SNPs available, An initial screening of SNPs univariately associated with HTN (p < 0.10) was established, to finally obtain a number of 16 SNPs significantly associated with HTN (p < 0.05) in the multivariate model. The unweighted GRS (uGRS) and weighted GRS (wGRS) were estimated. To validate the GRSs, the area under the curve (AUC) was explored using ten-fold internal cross-validation for uGRS (0.802) and wGRS (0.777). Further covariates of interest were added to the analyses, obtaining a higher predictive ability (AUC values of uGRS: 0.879; wGRS: 0.881 for BMI z-score). Furthermore, the differences between AUCs obtained with and without the addition of covariates were statistically significant (p < 0.05). CONCLUSIONS: Both GRSs, the uGRS and wGRS, could be useful to evaluate the predisposition to hypertension in European adolescents. Frontiers Media S.A. 2023-06-01 /pmc/articles/PMC10267871/ /pubmed/37324619 http://dx.doi.org/10.3389/fcvm.2023.1118919 Text en © 2023 Pérez-Gimeno, Seral-Cortes, Sabroso-Lasa, Esteban, Lurbe, Béghin, Gottrand, Meirhaeghe, Muntaner, Kafatos, Molnár, Leclercq, Widhalm, Kersting, Nova, Salazar-Tortosa, Gonzalez-Gross, Breidenassel, Sinningen, De Ruyter, Labayen, Rupérez, Bueno-Lozano and Moreno. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY) (https://creativecommons.org/licenses/by/4.0/) . The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Cardiovascular Medicine Pérez-Gimeno, Gloria Seral-Cortes, Miguel Sabroso-Lasa, Sergio Esteban, Luis Mariano Lurbe, Empar Béghin, Laurent Gottrand, Frederic Meirhaeghe, Aline Muntaner, Manon Kafatos, Anthony Molnár, Dénes Leclercq, Catherine Widhalm, Kurt Kersting, Mathilde Nova, Esther Salazar-Tortosa, Diego F. Gonzalez-Gross, Marcela Breidenassel, Christina Sinningen, Kathrin De Ruyter, Thaïs Labayen, Idoia Rupérez, Azahara I. Bueno-Lozano, Gloria Moreno, Luis A. Development of a genetic risk score to predict the risk of hypertension in European adolescents from the HELENA study |
title | Development of a genetic risk score to predict the risk of hypertension in European adolescents from the HELENA study |
title_full | Development of a genetic risk score to predict the risk of hypertension in European adolescents from the HELENA study |
title_fullStr | Development of a genetic risk score to predict the risk of hypertension in European adolescents from the HELENA study |
title_full_unstemmed | Development of a genetic risk score to predict the risk of hypertension in European adolescents from the HELENA study |
title_short | Development of a genetic risk score to predict the risk of hypertension in European adolescents from the HELENA study |
title_sort | development of a genetic risk score to predict the risk of hypertension in european adolescents from the helena study |
topic | Cardiovascular Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10267871/ https://www.ncbi.nlm.nih.gov/pubmed/37324619 http://dx.doi.org/10.3389/fcvm.2023.1118919 |
work_keys_str_mv | AT perezgimenogloria developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT seralcortesmiguel developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT sabrosolasasergio developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT estebanluismariano developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT lurbeempar developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT beghinlaurent developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT gottrandfrederic developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT meirhaeghealine developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT muntanermanon developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT kafatosanthony developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT molnardenes developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT leclercqcatherine developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT widhalmkurt developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT kerstingmathilde developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT novaesther developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT salazartortosadiegof developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT gonzalezgrossmarcela developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT breidenasselchristina developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT sinningenkathrin developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT deruyterthais developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT labayenidoia developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT ruperezazaharai developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT buenolozanogloria developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy AT morenoluisa developmentofageneticriskscoretopredicttheriskofhypertensionineuropeanadolescentsfromthehelenastudy |