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An angiopoietin 2, FGF23, and BMP10 biomarker signature differentiates atrial fibrillation from other concomitant cardiovascular conditions
Early detection of atrial fibrillation (AF) enables initiation of anticoagulation and early rhythm control therapy to reduce stroke, cardiovascular death, and heart failure. In a cross-sectional, observational study, we aimed to identify a combination of circulating biomolecules reflecting different...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10556075/ https://www.ncbi.nlm.nih.gov/pubmed/37798357 http://dx.doi.org/10.1038/s41598-023-42331-7 |
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author | Chua, Winnie Cardoso, Victor R. Guasch, Eduard Sinner, Moritz F. Al-Taie, Christoph Brady, Paul Casadei, Barbara Crijns, Harry J. G. M. Dudink, Elton A. M. P. Hatem, Stéphane N. Kääb, Stefan Kastner, Peter Mont, Lluis Nehaj, Frantisek Purmah, Yanish Reyat, Jasmeet S. Schotten, Ulrich Sommerfeld, Laura C. Zeemering, Stef Ziegler, André Gkoutos, Georgios V. Kirchhof, Paulus Fabritz, Larissa |
author_facet | Chua, Winnie Cardoso, Victor R. Guasch, Eduard Sinner, Moritz F. Al-Taie, Christoph Brady, Paul Casadei, Barbara Crijns, Harry J. G. M. Dudink, Elton A. M. P. Hatem, Stéphane N. Kääb, Stefan Kastner, Peter Mont, Lluis Nehaj, Frantisek Purmah, Yanish Reyat, Jasmeet S. Schotten, Ulrich Sommerfeld, Laura C. Zeemering, Stef Ziegler, André Gkoutos, Georgios V. Kirchhof, Paulus Fabritz, Larissa |
author_sort | Chua, Winnie |
collection | PubMed |
description | Early detection of atrial fibrillation (AF) enables initiation of anticoagulation and early rhythm control therapy to reduce stroke, cardiovascular death, and heart failure. In a cross-sectional, observational study, we aimed to identify a combination of circulating biomolecules reflecting different biological processes to detect prevalent AF in patients with cardiovascular conditions presenting to hospital. Twelve biomarkers identified by reviewing literature and patents were quantified on a high-precision, high-throughput platform in 1485 consecutive patients with cardiovascular conditions (median age 69 years [Q1, Q3 60, 78]; 60% male). Patients had either known AF (45%) or AF ruled out by 7-day ECG-monitoring. Logistic regression with backward elimination and a neural network approach considering 7 key clinical characteristics and 12 biomarker concentrations were applied to a randomly sampled discovery cohort (n = 933) and validated in the remaining patients (n = 552). In addition to age, sex, and body mass index (BMI), BMP10, ANGPT2, and FGF23 identified patients with prevalent AF (AUC 0.743 [95% CI 0.712, 0.775]). These circulating biomolecules represent distinct pathways associated with atrial cardiomyopathy and AF. Neural networks identified the same variables as the regression-based approach. The validation using regression yielded an AUC of 0.719 (95% CI 0.677, 0.762), corroborated using deep neural networks (AUC 0.784 [95% CI 0.745, 0.822]). Age, sex, BMI and three circulating biomolecules (BMP10, ANGPT2, FGF23) are associated with prevalent AF in unselected patients presenting to hospital. Findings should be externally validated. Results suggest that age and different disease processes approximated by these three biomolecules contribute to AF in patients. Our findings have the potential to improve screening programs for AF after external validation. |
format | Online Article Text |
id | pubmed-10556075 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105560752023-10-07 An angiopoietin 2, FGF23, and BMP10 biomarker signature differentiates atrial fibrillation from other concomitant cardiovascular conditions Chua, Winnie Cardoso, Victor R. Guasch, Eduard Sinner, Moritz F. Al-Taie, Christoph Brady, Paul Casadei, Barbara Crijns, Harry J. G. M. Dudink, Elton A. M. P. Hatem, Stéphane N. Kääb, Stefan Kastner, Peter Mont, Lluis Nehaj, Frantisek Purmah, Yanish Reyat, Jasmeet S. Schotten, Ulrich Sommerfeld, Laura C. Zeemering, Stef Ziegler, André Gkoutos, Georgios V. Kirchhof, Paulus Fabritz, Larissa Sci Rep Article Early detection of atrial fibrillation (AF) enables initiation of anticoagulation and early rhythm control therapy to reduce stroke, cardiovascular death, and heart failure. In a cross-sectional, observational study, we aimed to identify a combination of circulating biomolecules reflecting different biological processes to detect prevalent AF in patients with cardiovascular conditions presenting to hospital. Twelve biomarkers identified by reviewing literature and patents were quantified on a high-precision, high-throughput platform in 1485 consecutive patients with cardiovascular conditions (median age 69 years [Q1, Q3 60, 78]; 60% male). Patients had either known AF (45%) or AF ruled out by 7-day ECG-monitoring. Logistic regression with backward elimination and a neural network approach considering 7 key clinical characteristics and 12 biomarker concentrations were applied to a randomly sampled discovery cohort (n = 933) and validated in the remaining patients (n = 552). In addition to age, sex, and body mass index (BMI), BMP10, ANGPT2, and FGF23 identified patients with prevalent AF (AUC 0.743 [95% CI 0.712, 0.775]). These circulating biomolecules represent distinct pathways associated with atrial cardiomyopathy and AF. Neural networks identified the same variables as the regression-based approach. The validation using regression yielded an AUC of 0.719 (95% CI 0.677, 0.762), corroborated using deep neural networks (AUC 0.784 [95% CI 0.745, 0.822]). Age, sex, BMI and three circulating biomolecules (BMP10, ANGPT2, FGF23) are associated with prevalent AF in unselected patients presenting to hospital. Findings should be externally validated. Results suggest that age and different disease processes approximated by these three biomolecules contribute to AF in patients. Our findings have the potential to improve screening programs for AF after external validation. Nature Publishing Group UK 2023-10-05 /pmc/articles/PMC10556075/ /pubmed/37798357 http://dx.doi.org/10.1038/s41598-023-42331-7 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Chua, Winnie Cardoso, Victor R. Guasch, Eduard Sinner, Moritz F. Al-Taie, Christoph Brady, Paul Casadei, Barbara Crijns, Harry J. G. M. Dudink, Elton A. M. P. Hatem, Stéphane N. Kääb, Stefan Kastner, Peter Mont, Lluis Nehaj, Frantisek Purmah, Yanish Reyat, Jasmeet S. Schotten, Ulrich Sommerfeld, Laura C. Zeemering, Stef Ziegler, André Gkoutos, Georgios V. Kirchhof, Paulus Fabritz, Larissa An angiopoietin 2, FGF23, and BMP10 biomarker signature differentiates atrial fibrillation from other concomitant cardiovascular conditions |
title | An angiopoietin 2, FGF23, and BMP10 biomarker signature differentiates atrial fibrillation from other concomitant cardiovascular conditions |
title_full | An angiopoietin 2, FGF23, and BMP10 biomarker signature differentiates atrial fibrillation from other concomitant cardiovascular conditions |
title_fullStr | An angiopoietin 2, FGF23, and BMP10 biomarker signature differentiates atrial fibrillation from other concomitant cardiovascular conditions |
title_full_unstemmed | An angiopoietin 2, FGF23, and BMP10 biomarker signature differentiates atrial fibrillation from other concomitant cardiovascular conditions |
title_short | An angiopoietin 2, FGF23, and BMP10 biomarker signature differentiates atrial fibrillation from other concomitant cardiovascular conditions |
title_sort | angiopoietin 2, fgf23, and bmp10 biomarker signature differentiates atrial fibrillation from other concomitant cardiovascular conditions |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10556075/ https://www.ncbi.nlm.nih.gov/pubmed/37798357 http://dx.doi.org/10.1038/s41598-023-42331-7 |
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