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Association of Biomarker Clusters With Cardiac Phenotypes and Mortality in Patients With HIV Infection
BACKGROUND: Although individual cardiac biomarkers are associated with heart failure risk and all-cause mortality in HIV-infected individuals, their combined use for prediction has not been well studied. METHODS AND RESULTS: Unsupervised k-means cluster analysis was performed blinded to the study ou...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Lippincott Williams & Wilkins
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5886751/ https://www.ncbi.nlm.nih.gov/pubmed/29615435 http://dx.doi.org/10.1161/CIRCHEARTFAILURE.117.004312 |
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author | Scherzer, Rebecca Shah, Sanjiv J. Secemsky, Eric Butler, Javed Grunfeld, Carl Shlipak, Michael G. Hsue, Priscilla Y. |
author_facet | Scherzer, Rebecca Shah, Sanjiv J. Secemsky, Eric Butler, Javed Grunfeld, Carl Shlipak, Michael G. Hsue, Priscilla Y. |
author_sort | Scherzer, Rebecca |
collection | PubMed |
description | BACKGROUND: Although individual cardiac biomarkers are associated with heart failure risk and all-cause mortality in HIV-infected individuals, their combined use for prediction has not been well studied. METHODS AND RESULTS: Unsupervised k-means cluster analysis was performed blinded to the study outcomes in 332 HIV-infected participants on 8 biomarkers: ST2, NT-proBNP (N-terminal pro-B-type natriuretic peptide), hsCRP (high-sensitivity C-reactive protein), GDF-15 (growth differentiation factor 15), cystatin C, IL-6 (interleukin-6), D-dimer, and troponin. We evaluated cross-sectional associations of each cluster with diastolic dysfunction, pulmonary hypertension (defined as echocardiographic pulmonary artery systolic pressure ≥35 mm Hg), and longitudinal associations with all-cause mortality. The biomarker-derived clusters partitioned subjects into 3 groups. Cluster 3 (n=103) had higher levels of CRP, IL-6, and D-dimer (inflammatory phenotype). Cluster 2 (n=86) displayed elevated levels of ST2, NT-proBNP, and GDF-15 (cardiac phenotype). Cluster 1 (n=143) had lower levels of both phenotype-associated biomarkers. After multivariable adjustment for traditional and HIV-related risk factors, cluster 3 was associated with a 51% increased risk of diastolic dysfunction (95% confidence interval, 1.12–2.02), and cluster 2 was associated with a 67% increased risk of pulmonary hypertension (95% confidence interval, 1.04–2.68), relative to cluster 1. Over a median 6.9-year follow-up, 48 deaths occurred. Cluster 3 was independently associated with a 3.3-fold higher risk of mortality relative to cluster 1 (95% confidence interval, 1.3–8.1), and cluster 2 had a 3.1-fold increased risk (95% confidence interval, 1.1–8.4), even after controlling for diastolic dysfunction, pulmonary hypertension, left ventricular mass, and ejection fraction. CONCLUSIONS: Serum biomarkers can be used to classify HIV-infected individuals into separate clusters for differentiating cardiopulmonary structural and functional abnormalities and can predict mortality independent of these structural and functional measures. |
format | Online Article Text |
id | pubmed-5886751 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Lippincott Williams & Wilkins |
record_format | MEDLINE/PubMed |
spelling | pubmed-58867512019-04-01 Association of Biomarker Clusters With Cardiac Phenotypes and Mortality in Patients With HIV Infection Scherzer, Rebecca Shah, Sanjiv J. Secemsky, Eric Butler, Javed Grunfeld, Carl Shlipak, Michael G. Hsue, Priscilla Y. Circ Heart Fail Original Articles BACKGROUND: Although individual cardiac biomarkers are associated with heart failure risk and all-cause mortality in HIV-infected individuals, their combined use for prediction has not been well studied. METHODS AND RESULTS: Unsupervised k-means cluster analysis was performed blinded to the study outcomes in 332 HIV-infected participants on 8 biomarkers: ST2, NT-proBNP (N-terminal pro-B-type natriuretic peptide), hsCRP (high-sensitivity C-reactive protein), GDF-15 (growth differentiation factor 15), cystatin C, IL-6 (interleukin-6), D-dimer, and troponin. We evaluated cross-sectional associations of each cluster with diastolic dysfunction, pulmonary hypertension (defined as echocardiographic pulmonary artery systolic pressure ≥35 mm Hg), and longitudinal associations with all-cause mortality. The biomarker-derived clusters partitioned subjects into 3 groups. Cluster 3 (n=103) had higher levels of CRP, IL-6, and D-dimer (inflammatory phenotype). Cluster 2 (n=86) displayed elevated levels of ST2, NT-proBNP, and GDF-15 (cardiac phenotype). Cluster 1 (n=143) had lower levels of both phenotype-associated biomarkers. After multivariable adjustment for traditional and HIV-related risk factors, cluster 3 was associated with a 51% increased risk of diastolic dysfunction (95% confidence interval, 1.12–2.02), and cluster 2 was associated with a 67% increased risk of pulmonary hypertension (95% confidence interval, 1.04–2.68), relative to cluster 1. Over a median 6.9-year follow-up, 48 deaths occurred. Cluster 3 was independently associated with a 3.3-fold higher risk of mortality relative to cluster 1 (95% confidence interval, 1.3–8.1), and cluster 2 had a 3.1-fold increased risk (95% confidence interval, 1.1–8.4), even after controlling for diastolic dysfunction, pulmonary hypertension, left ventricular mass, and ejection fraction. CONCLUSIONS: Serum biomarkers can be used to classify HIV-infected individuals into separate clusters for differentiating cardiopulmonary structural and functional abnormalities and can predict mortality independent of these structural and functional measures. Lippincott Williams & Wilkins 2018-04 2018-04-17 /pmc/articles/PMC5886751/ /pubmed/29615435 http://dx.doi.org/10.1161/CIRCHEARTFAILURE.117.004312 Text en © 2018 The Authors. Circulation: Heart Failure is published on behalf of the American Heart Association, Inc., by Wolters Kluwer Health, Inc. This is an open access article under the terms of the Creative Commons Attribution Non-Commercial-NoDerivs (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use, distribution, and reproduction in any medium, provided that the original work is properly cited, the use is noncommercial, and no modifications or adaptations are made. |
spellingShingle | Original Articles Scherzer, Rebecca Shah, Sanjiv J. Secemsky, Eric Butler, Javed Grunfeld, Carl Shlipak, Michael G. Hsue, Priscilla Y. Association of Biomarker Clusters With Cardiac Phenotypes and Mortality in Patients With HIV Infection |
title | Association of Biomarker Clusters With Cardiac Phenotypes and Mortality in Patients With HIV Infection |
title_full | Association of Biomarker Clusters With Cardiac Phenotypes and Mortality in Patients With HIV Infection |
title_fullStr | Association of Biomarker Clusters With Cardiac Phenotypes and Mortality in Patients With HIV Infection |
title_full_unstemmed | Association of Biomarker Clusters With Cardiac Phenotypes and Mortality in Patients With HIV Infection |
title_short | Association of Biomarker Clusters With Cardiac Phenotypes and Mortality in Patients With HIV Infection |
title_sort | association of biomarker clusters with cardiac phenotypes and mortality in patients with hiv infection |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5886751/ https://www.ncbi.nlm.nih.gov/pubmed/29615435 http://dx.doi.org/10.1161/CIRCHEARTFAILURE.117.004312 |
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