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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
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.
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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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