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A Polygenic Risk Score Based on a Cardioembolic Stroke Multitrait Analysis Improves a Clinical Prediction Model for This Stroke Subtype
BACKGROUND: Occult atrial fibrillation (AF) is one of the major causes of embolic stroke of undetermined source (ESUS). Knowing the underlying etiology of an ESUS will reduce stroke recurrence and/or unnecessary use of anticoagulants. Understanding cardioembolic strokes (CES), whose main cause is AF...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9304625/ https://www.ncbi.nlm.nih.gov/pubmed/35872910 http://dx.doi.org/10.3389/fcvm.2022.940696 |
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author | Cárcel-Márquez, Jara Muiño, Elena Gallego-Fabrega, Cristina Cullell, Natalia Lledós, Miquel Llucià-Carol, Laia Sobrino, Tomás Campos, Francisco Castillo, José Freijo, Marimar Arenillas, Juan Francisco Obach, Victor Álvarez-Sabín, José Molina, Carlos A. Ribó, Marc Jiménez-Conde, Jordi Roquer, Jaume Muñoz-Narbona, Lucia Lopez-Cancio, Elena Millán, Mònica Diaz-Navarro, Rosa Vives-Bauza, Cristòfol Serrano-Heras, Gemma Segura, Tomás Ibañez, Laura Heitsch, Laura Delgado, Pilar Dhar, Rajat Krupinski, Jerzy Delgado-Mederos, Raquel Prats-Sánchez, Luis Camps-Renom, Pol Blay, Natalia Sumoy, Lauro de Cid, Rafael Montaner, Joan Cruchaga, Carlos Lee, Jin-Moo Martí-Fàbregas, Joan Férnandez-Cadenas, Israel |
author_facet | Cárcel-Márquez, Jara Muiño, Elena Gallego-Fabrega, Cristina Cullell, Natalia Lledós, Miquel Llucià-Carol, Laia Sobrino, Tomás Campos, Francisco Castillo, José Freijo, Marimar Arenillas, Juan Francisco Obach, Victor Álvarez-Sabín, José Molina, Carlos A. Ribó, Marc Jiménez-Conde, Jordi Roquer, Jaume Muñoz-Narbona, Lucia Lopez-Cancio, Elena Millán, Mònica Diaz-Navarro, Rosa Vives-Bauza, Cristòfol Serrano-Heras, Gemma Segura, Tomás Ibañez, Laura Heitsch, Laura Delgado, Pilar Dhar, Rajat Krupinski, Jerzy Delgado-Mederos, Raquel Prats-Sánchez, Luis Camps-Renom, Pol Blay, Natalia Sumoy, Lauro de Cid, Rafael Montaner, Joan Cruchaga, Carlos Lee, Jin-Moo Martí-Fàbregas, Joan Férnandez-Cadenas, Israel |
author_sort | Cárcel-Márquez, Jara |
collection | PubMed |
description | BACKGROUND: Occult atrial fibrillation (AF) is one of the major causes of embolic stroke of undetermined source (ESUS). Knowing the underlying etiology of an ESUS will reduce stroke recurrence and/or unnecessary use of anticoagulants. Understanding cardioembolic strokes (CES), whose main cause is AF, will provide tools to select patients who would benefit from anticoagulants among those with ESUS or AF. We aimed to discover novel loci associated with CES and create a polygenetic risk score (PRS) for a more efficient CES risk stratification. METHODS: Multitrait analysis of GWAS (MTAG) was performed with MEGASTROKE-CES cohort (n = 362,661) and AF cohort (n = 1,030,836). We considered significant variants and replicated those variants with MTAG p-value < 5 × 10(−8) influencing both traits (GWAS-pairwise) with a p-value < 0.05 in the original GWAS and in an independent cohort (n = 9,105). The PRS was created with PRSice-2 and evaluated in the independent cohort. RESULTS: We found and replicated eleven loci associated with CES. Eight were novel loci. Seven of them had been previously associated with AF, namely, CAV1, ESR2, GORAB, IGF1R, NEURL1, WIPF1, and ZEB2. KIAA1755 locus had never been associated with CES/AF, leading its index variant to a missense change (R1045W). The PRS generated has been significantly associated with CES improving discrimination and patient reclassification of a model with age, sex, and hypertension. CONCLUSION: The loci found significantly associated with CES in the MTAG, together with the creation of a PRS that improves the predictive clinical models of CES, might help guide future clinical trials of anticoagulant therapy in patients with ESUS or AF. |
format | Online Article Text |
id | pubmed-9304625 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-93046252022-07-23 A Polygenic Risk Score Based on a Cardioembolic Stroke Multitrait Analysis Improves a Clinical Prediction Model for This Stroke Subtype Cárcel-Márquez, Jara Muiño, Elena Gallego-Fabrega, Cristina Cullell, Natalia Lledós, Miquel Llucià-Carol, Laia Sobrino, Tomás Campos, Francisco Castillo, José Freijo, Marimar Arenillas, Juan Francisco Obach, Victor Álvarez-Sabín, José Molina, Carlos A. Ribó, Marc Jiménez-Conde, Jordi Roquer, Jaume Muñoz-Narbona, Lucia Lopez-Cancio, Elena Millán, Mònica Diaz-Navarro, Rosa Vives-Bauza, Cristòfol Serrano-Heras, Gemma Segura, Tomás Ibañez, Laura Heitsch, Laura Delgado, Pilar Dhar, Rajat Krupinski, Jerzy Delgado-Mederos, Raquel Prats-Sánchez, Luis Camps-Renom, Pol Blay, Natalia Sumoy, Lauro de Cid, Rafael Montaner, Joan Cruchaga, Carlos Lee, Jin-Moo Martí-Fàbregas, Joan Férnandez-Cadenas, Israel Front Cardiovasc Med Cardiovascular Medicine BACKGROUND: Occult atrial fibrillation (AF) is one of the major causes of embolic stroke of undetermined source (ESUS). Knowing the underlying etiology of an ESUS will reduce stroke recurrence and/or unnecessary use of anticoagulants. Understanding cardioembolic strokes (CES), whose main cause is AF, will provide tools to select patients who would benefit from anticoagulants among those with ESUS or AF. We aimed to discover novel loci associated with CES and create a polygenetic risk score (PRS) for a more efficient CES risk stratification. METHODS: Multitrait analysis of GWAS (MTAG) was performed with MEGASTROKE-CES cohort (n = 362,661) and AF cohort (n = 1,030,836). We considered significant variants and replicated those variants with MTAG p-value < 5 × 10(−8) influencing both traits (GWAS-pairwise) with a p-value < 0.05 in the original GWAS and in an independent cohort (n = 9,105). The PRS was created with PRSice-2 and evaluated in the independent cohort. RESULTS: We found and replicated eleven loci associated with CES. Eight were novel loci. Seven of them had been previously associated with AF, namely, CAV1, ESR2, GORAB, IGF1R, NEURL1, WIPF1, and ZEB2. KIAA1755 locus had never been associated with CES/AF, leading its index variant to a missense change (R1045W). The PRS generated has been significantly associated with CES improving discrimination and patient reclassification of a model with age, sex, and hypertension. CONCLUSION: The loci found significantly associated with CES in the MTAG, together with the creation of a PRS that improves the predictive clinical models of CES, might help guide future clinical trials of anticoagulant therapy in patients with ESUS or AF. Frontiers Media S.A. 2022-07-08 /pmc/articles/PMC9304625/ /pubmed/35872910 http://dx.doi.org/10.3389/fcvm.2022.940696 Text en Copyright © 2022 Cárcel-Márquez, Muiño, Gallego-Fabrega, Cullell, Lledós, Llucià-Carol, Sobrino, Campos, Castillo, Freijo, Arenillas, Obach, Álvarez-Sabín, Molina, Ribó, Jiménez-Conde, Roquer, Muñoz-Narbona, Lopez-Cancio, Millán, Diaz-Navarro, Vives-Bauza, Serrano-Heras, Segura, Ibañez, Heitsch, Delgado, Dhar, Krupinski, Delgado-Mederos, Prats-Sánchez, Camps-Renom, Blay, Sumoy, de Cid, Montaner, Cruchaga, Lee, Martí-Fàbregas and Férnandez-Cadenas. 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). 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 Cárcel-Márquez, Jara Muiño, Elena Gallego-Fabrega, Cristina Cullell, Natalia Lledós, Miquel Llucià-Carol, Laia Sobrino, Tomás Campos, Francisco Castillo, José Freijo, Marimar Arenillas, Juan Francisco Obach, Victor Álvarez-Sabín, José Molina, Carlos A. Ribó, Marc Jiménez-Conde, Jordi Roquer, Jaume Muñoz-Narbona, Lucia Lopez-Cancio, Elena Millán, Mònica Diaz-Navarro, Rosa Vives-Bauza, Cristòfol Serrano-Heras, Gemma Segura, Tomás Ibañez, Laura Heitsch, Laura Delgado, Pilar Dhar, Rajat Krupinski, Jerzy Delgado-Mederos, Raquel Prats-Sánchez, Luis Camps-Renom, Pol Blay, Natalia Sumoy, Lauro de Cid, Rafael Montaner, Joan Cruchaga, Carlos Lee, Jin-Moo Martí-Fàbregas, Joan Férnandez-Cadenas, Israel A Polygenic Risk Score Based on a Cardioembolic Stroke Multitrait Analysis Improves a Clinical Prediction Model for This Stroke Subtype |
title | A Polygenic Risk Score Based on a Cardioembolic Stroke Multitrait Analysis Improves a Clinical Prediction Model for This Stroke Subtype |
title_full | A Polygenic Risk Score Based on a Cardioembolic Stroke Multitrait Analysis Improves a Clinical Prediction Model for This Stroke Subtype |
title_fullStr | A Polygenic Risk Score Based on a Cardioembolic Stroke Multitrait Analysis Improves a Clinical Prediction Model for This Stroke Subtype |
title_full_unstemmed | A Polygenic Risk Score Based on a Cardioembolic Stroke Multitrait Analysis Improves a Clinical Prediction Model for This Stroke Subtype |
title_short | A Polygenic Risk Score Based on a Cardioembolic Stroke Multitrait Analysis Improves a Clinical Prediction Model for This Stroke Subtype |
title_sort | polygenic risk score based on a cardioembolic stroke multitrait analysis improves a clinical prediction model for this stroke subtype |
topic | Cardiovascular Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9304625/ https://www.ncbi.nlm.nih.gov/pubmed/35872910 http://dx.doi.org/10.3389/fcvm.2022.940696 |
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