Cargando…
Protein biomarkers of cardiac remodeling and inflammation associated with HFpEF and incident events
There is increasing evidence that HFpEF is a heterogeneous clinical entity and distinct molecular pathways may contribute to pathophysiology. Leveraging unbiased proteomics to identify novel biomarkers, this study seeks to understand the underlying molecular mechanisms of HFpEF. The discovery cohort...
Autores principales: | , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9684116/ https://www.ncbi.nlm.nih.gov/pubmed/36418363 http://dx.doi.org/10.1038/s41598-022-24226-1 |
_version_ | 1784835206587351040 |
---|---|
author | Regan, Jessica A. Truby, Lauren K. Tahir, Usman A. Katz, Daniel H. Nguyen, Maggie Kwee, Lydia Coulter Deng, Shuliang Wilson, James G. Mentz, Robert J. Kraus, William E. Hernandez, Adrian F. Gerszten, Robert E. Peterson, Eric D. Holman, Rury R. Shah, Svati H. |
author_facet | Regan, Jessica A. Truby, Lauren K. Tahir, Usman A. Katz, Daniel H. Nguyen, Maggie Kwee, Lydia Coulter Deng, Shuliang Wilson, James G. Mentz, Robert J. Kraus, William E. Hernandez, Adrian F. Gerszten, Robert E. Peterson, Eric D. Holman, Rury R. Shah, Svati H. |
author_sort | Regan, Jessica A. |
collection | PubMed |
description | There is increasing evidence that HFpEF is a heterogeneous clinical entity and distinct molecular pathways may contribute to pathophysiology. Leveraging unbiased proteomics to identify novel biomarkers, this study seeks to understand the underlying molecular mechanisms of HFpEF. The discovery cohort consisted of HFpEF cases and non-HF controls from the CATHGEN study (N = 176); the validation cohort consisted of participants from the TECOS trial of patients with diabetes (N = 109). Proteins associated with HFpEF were included in a LASSO model to create a discriminative multi-protein model and assessed in the validation cohort. Survival models and meta-analysis were used to test the association of proteins with incident clinical outcomes, including HF hospitalization, mortality and HFpEF hospitalization in CATHGEN, TECOS and the Jackson Heart Study. In the derivation set, 190 proteins were associated with HFpEF in univariate analysis, of which 65 remained significant in the multivariate model. Twenty (30.8%) of these proteins validated in TECOS, including LCN2, U-PAR, IL-1ra, KIM1, CSTB and Gal-9 (OR 1.93–2.77, p < 0.01). LASSO regression yielded a 13-protein model which, when added to a clinical model inclusive of NT-proBNP, improved the AUC from 0.82 to 0.92 (p = 1.5 × 10(–4)). Five proteins were associated with incident HF hospitalization, four with HFpEF hospitalization and eleven with mortality (p < 0.05). We identified and validated multiple circulating biomarkers associated with HFpEF as well as HF outcomes. These biomarkers added incremental discriminative capabilities beyond clinical factors and NT-proBNP. |
format | Online Article Text |
id | pubmed-9684116 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-96841162022-11-25 Protein biomarkers of cardiac remodeling and inflammation associated with HFpEF and incident events Regan, Jessica A. Truby, Lauren K. Tahir, Usman A. Katz, Daniel H. Nguyen, Maggie Kwee, Lydia Coulter Deng, Shuliang Wilson, James G. Mentz, Robert J. Kraus, William E. Hernandez, Adrian F. Gerszten, Robert E. Peterson, Eric D. Holman, Rury R. Shah, Svati H. Sci Rep Article There is increasing evidence that HFpEF is a heterogeneous clinical entity and distinct molecular pathways may contribute to pathophysiology. Leveraging unbiased proteomics to identify novel biomarkers, this study seeks to understand the underlying molecular mechanisms of HFpEF. The discovery cohort consisted of HFpEF cases and non-HF controls from the CATHGEN study (N = 176); the validation cohort consisted of participants from the TECOS trial of patients with diabetes (N = 109). Proteins associated with HFpEF were included in a LASSO model to create a discriminative multi-protein model and assessed in the validation cohort. Survival models and meta-analysis were used to test the association of proteins with incident clinical outcomes, including HF hospitalization, mortality and HFpEF hospitalization in CATHGEN, TECOS and the Jackson Heart Study. In the derivation set, 190 proteins were associated with HFpEF in univariate analysis, of which 65 remained significant in the multivariate model. Twenty (30.8%) of these proteins validated in TECOS, including LCN2, U-PAR, IL-1ra, KIM1, CSTB and Gal-9 (OR 1.93–2.77, p < 0.01). LASSO regression yielded a 13-protein model which, when added to a clinical model inclusive of NT-proBNP, improved the AUC from 0.82 to 0.92 (p = 1.5 × 10(–4)). Five proteins were associated with incident HF hospitalization, four with HFpEF hospitalization and eleven with mortality (p < 0.05). We identified and validated multiple circulating biomarkers associated with HFpEF as well as HF outcomes. These biomarkers added incremental discriminative capabilities beyond clinical factors and NT-proBNP. Nature Publishing Group UK 2022-11-22 /pmc/articles/PMC9684116/ /pubmed/36418363 http://dx.doi.org/10.1038/s41598-022-24226-1 Text en © The Author(s) 2022 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 Regan, Jessica A. Truby, Lauren K. Tahir, Usman A. Katz, Daniel H. Nguyen, Maggie Kwee, Lydia Coulter Deng, Shuliang Wilson, James G. Mentz, Robert J. Kraus, William E. Hernandez, Adrian F. Gerszten, Robert E. Peterson, Eric D. Holman, Rury R. Shah, Svati H. Protein biomarkers of cardiac remodeling and inflammation associated with HFpEF and incident events |
title | Protein biomarkers of cardiac remodeling and inflammation associated with HFpEF and incident events |
title_full | Protein biomarkers of cardiac remodeling and inflammation associated with HFpEF and incident events |
title_fullStr | Protein biomarkers of cardiac remodeling and inflammation associated with HFpEF and incident events |
title_full_unstemmed | Protein biomarkers of cardiac remodeling and inflammation associated with HFpEF and incident events |
title_short | Protein biomarkers of cardiac remodeling and inflammation associated with HFpEF and incident events |
title_sort | protein biomarkers of cardiac remodeling and inflammation associated with hfpef and incident events |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9684116/ https://www.ncbi.nlm.nih.gov/pubmed/36418363 http://dx.doi.org/10.1038/s41598-022-24226-1 |
work_keys_str_mv | AT reganjessicaa proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT trubylaurenk proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT tahirusmana proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT katzdanielh proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT nguyenmaggie proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT kweelydiacoulter proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT dengshuliang proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT wilsonjamesg proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT mentzrobertj proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT krauswilliame proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT hernandezadrianf proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT gersztenroberte proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT petersonericd proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT holmanruryr proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents AT shahsvatih proteinbiomarkersofcardiacremodelingandinflammationassociatedwithhfpefandincidentevents |