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The Challenge of Stratifying Obesity: Attempts in the Quebec Family Study
Background and aims: Obesity is a major health problem worldwide. Given the heterogeneous obesity phenotype, an optimal obesity stratification would improve clinical management. Since obesity has a strong genetic component, we aimed to develop a polygenic risk score (PRS) to stratify obesity accordi...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6796792/ https://www.ncbi.nlm.nih.gov/pubmed/31649740 http://dx.doi.org/10.3389/fgene.2019.00994 |
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author | de Toro-Martín, Juan Guénard, Frédéric Bouchard, Claude Tremblay, Angelo Pérusse, Louis Vohl, Marie-Claude |
author_facet | de Toro-Martín, Juan Guénard, Frédéric Bouchard, Claude Tremblay, Angelo Pérusse, Louis Vohl, Marie-Claude |
author_sort | de Toro-Martín, Juan |
collection | PubMed |
description | Background and aims: Obesity is a major health problem worldwide. Given the heterogeneous obesity phenotype, an optimal obesity stratification would improve clinical management. Since obesity has a strong genetic component, we aimed to develop a polygenic risk score (PRS) to stratify obesity according to the genetic background of the individuals. Methods: A total of 231 single nucleotide polymorphisms (SNP) significantly associated to body mass index (BMI) from 21 genome-wide association studies were genotyped or imputed in 881 subjects from the Quebec Family Study (QFS). The population was randomly split into discovery (80%; n = 704) and validation (20%; n = 177) samples with similar obesity (BMI ≥ 30) prevalence (27.8% and 28.2%, respectively). Family-based associations with obesity were tested for every SNP in the discovery sample and a weighed and continuous PRS(231) was constructed. Generalized linear mixed effects models were used to test the association of PRS(231) with obesity in the QFS discovery sample and validated in the QFS replication sample. Furthermore, the Fatty Acid Sensor (FAS) Study (n = 141; 27.7% obesity prevalence) was used as an independent sample to replicate the results. Results: The linear trend test demonstrated a significant association of PRS(231) with obesity in the QFS discovery sample (OR(trend) = 1.19 [95% CI, 1.14-1.24]; P = 2.0x10(-16)). We also found that the obesity prevalence was significantly greater in the higher PRS(231) quintiles compared to the lowest quintile. Significant and consistent results were obtained in the QFS validation sample for both the linear trend test (OR(trend) = 1.16 [95% CI, 1.07-1.26]; P = 6.7x10(-4)), and obesity prevalence across quintiles. These results were partially replicated in the FAS sample (OR(trend) = 1.12 [95% CI, 1.02-1.24]; P = 2.2x10(-2)). PRS(231) explained 7.5%, 3.2%, and 1.2% of BMI variance in QFS discovery, QFS validation, and FAS samples, respectively. Conclusions: These results revealed that genetic background in the form of a 231 BMI-associated PRS has a significant impact on obesity, but a limited potential to accurately stratify it. Further studies are encouraged on larger populations. |
format | Online Article Text |
id | pubmed-6796792 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-67967922019-10-24 The Challenge of Stratifying Obesity: Attempts in the Quebec Family Study de Toro-Martín, Juan Guénard, Frédéric Bouchard, Claude Tremblay, Angelo Pérusse, Louis Vohl, Marie-Claude Front Genet Genetics Background and aims: Obesity is a major health problem worldwide. Given the heterogeneous obesity phenotype, an optimal obesity stratification would improve clinical management. Since obesity has a strong genetic component, we aimed to develop a polygenic risk score (PRS) to stratify obesity according to the genetic background of the individuals. Methods: A total of 231 single nucleotide polymorphisms (SNP) significantly associated to body mass index (BMI) from 21 genome-wide association studies were genotyped or imputed in 881 subjects from the Quebec Family Study (QFS). The population was randomly split into discovery (80%; n = 704) and validation (20%; n = 177) samples with similar obesity (BMI ≥ 30) prevalence (27.8% and 28.2%, respectively). Family-based associations with obesity were tested for every SNP in the discovery sample and a weighed and continuous PRS(231) was constructed. Generalized linear mixed effects models were used to test the association of PRS(231) with obesity in the QFS discovery sample and validated in the QFS replication sample. Furthermore, the Fatty Acid Sensor (FAS) Study (n = 141; 27.7% obesity prevalence) was used as an independent sample to replicate the results. Results: The linear trend test demonstrated a significant association of PRS(231) with obesity in the QFS discovery sample (OR(trend) = 1.19 [95% CI, 1.14-1.24]; P = 2.0x10(-16)). We also found that the obesity prevalence was significantly greater in the higher PRS(231) quintiles compared to the lowest quintile. Significant and consistent results were obtained in the QFS validation sample for both the linear trend test (OR(trend) = 1.16 [95% CI, 1.07-1.26]; P = 6.7x10(-4)), and obesity prevalence across quintiles. These results were partially replicated in the FAS sample (OR(trend) = 1.12 [95% CI, 1.02-1.24]; P = 2.2x10(-2)). PRS(231) explained 7.5%, 3.2%, and 1.2% of BMI variance in QFS discovery, QFS validation, and FAS samples, respectively. Conclusions: These results revealed that genetic background in the form of a 231 BMI-associated PRS has a significant impact on obesity, but a limited potential to accurately stratify it. Further studies are encouraged on larger populations. Frontiers Media S.A. 2019-10-10 /pmc/articles/PMC6796792/ /pubmed/31649740 http://dx.doi.org/10.3389/fgene.2019.00994 Text en Copyright © 2019 de Toro-Martín, Guénard, Bouchard, Tremblay, Pérusse and Vohl http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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 | Genetics de Toro-Martín, Juan Guénard, Frédéric Bouchard, Claude Tremblay, Angelo Pérusse, Louis Vohl, Marie-Claude The Challenge of Stratifying Obesity: Attempts in the Quebec Family Study |
title | The Challenge of Stratifying Obesity: Attempts in the Quebec Family Study |
title_full | The Challenge of Stratifying Obesity: Attempts in the Quebec Family Study |
title_fullStr | The Challenge of Stratifying Obesity: Attempts in the Quebec Family Study |
title_full_unstemmed | The Challenge of Stratifying Obesity: Attempts in the Quebec Family Study |
title_short | The Challenge of Stratifying Obesity: Attempts in the Quebec Family Study |
title_sort | challenge of stratifying obesity: attempts in the quebec family study |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6796792/ https://www.ncbi.nlm.nih.gov/pubmed/31649740 http://dx.doi.org/10.3389/fgene.2019.00994 |
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