Please use this identifier to cite or link to this item: http://hdl.handle.net/1942/49740
Title: Urinary proteomic signature of exercise intolerance in patients at risk of heart failure: evidence from the HOMAGE trial
Authors: Liu, Chu-Hao
MARTENS, Dries 
Siwy, Justyna
Latosinska, Agnieszka
An, De-Wei
Pellicori, Pierpaolo
Verdonschot, Job A.J.
Ahmed, Fozia Z.
Wei, Fang-Fei
Rossignol, Patrick
Petutschnigg, Johannes
Heymans, Stephane
Cuthbert, Joe J.
Yu, Yu-Ling
Girerd, Nicolas
Clark, Andrew L.
Verhamme, Peter
Zhang, Dong-Yan
Cleland, John G.
Zannad, Faiez
NAWROT, Tim 
Mischak, Harald
Staessen, Jan A.
Li, Yan
Cleland, John GF.
Pellicori, Pierpaolo
Khan, Javed
Ferreira, João P.
Cosmi, Franco
Pizard, Anne
Girerd, Nicolas
Rossignol, Patrick
Bozec, Erwan
Moreno, María U.
Zannad, Faiez
Mariottoni, Beatrice
Cuthbert, Joe
Clark, Andrew L.
Verdonschot, Job AJ.
Brunner La Rocca, Hans P.
Hazebroek, Mark
Heymans, Stephane
Petutschnigg, Johannes
Edelmann, Frank
Pieske, Burkert
Ahmed, Fozia Z.
Mamas, Mamas A.
Pieske, Burkert
McDonald, Ken
Rouet, Philippe
Staessen, Jan A.
Asayama, Kei
Hansen, Tine W.
Maestre, Gladys E.
Stolarz-Skrzypek, Katarzyna
González, Arantxa
Thijs, L.
Ravassa, Suzanna
López, Begoñia
Díez, Javier
Latini, Roberto
Grojean, Stephanie
Collier, Tim
Issue Date: 2026
Publisher: Elsevier
Source: EBioMedicine, 130 (Art N° 106406)
Abstract: Background Urinary proteomic profiling (UPP) provides insights in disease mechanisms and origin of symptoms. Using UPP, this study aimed at deepening insight in the biology of exercise tolerance. Methods In the HOMAGE trial, 268 patients at risk of heart failure underwent the incremental shuttle walk test (SWT) and UPP by capillary electrophoresis coupled with mass spectrometry at baseline (discovery) and the 9-month final visit (replication). Sequencing of 1498 urinary peptides identified 170 non-collagen and 40 collagen-derived proteins. Ten exercise-related variables, including heart rate and blood pressure responses, symptoms and walking distance were summarised into a single factor, higher values indicating exercise intolerance. In exploratory analyses, exercise intolerance was related to the UPP, first in linear and logistic regression models, considering one peptide at a time, and next by elastic net regression considering the peptides retained in the previous step. Replicated proteins were subjected to pathway analysis. Findings Twenty-nine non-collagen and 31 collagen-derived peptides were associated with reduced exercise capacity with correction for multiple testing. In elastic net regression, exercise intolerance was in >50% of 1000 bootstrap runs associated with the non-collagen proteins FXYD2, GAPDH, HBB, KCNB1, MB, MYOCD, SECTM1, SNX9, TACC3, TMSB4X, and TTN and with collagens COL5A1, COL6A1, COL11A2, and COL28A1. Enriched pathways involved oxygen homoeostasis, oxidative stress regulation, metabolic and developmental processes, and muscle biology. Interpretation In HOMAGE patients, UPP identified parent proteins regulating exercise endurance, which are involved in oxygenation, vascular and muscle structure and function, maintenance of the circulating volume, and protection against oxidative stress.
Keywords: Exercise;Heart failure;Incremental shuttle walk test;Systems biology;Urinary proteomics
Document URI: http://hdl.handle.net/1942/49740
ISSN: 2352-3964
e-ISSN: 2352-3964
DOI: 10.1016/j.ebiom.2026.106406
Rights: 2026 The Author(s). Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
Category: A1
Type: Journal Contribution
Appears in Collections:Research publications

Files in This Item:
File Description SizeFormat 
1-s2.0-S2352396426002902-main.pdfPublished version1.52 MBAdobe PDFView/Open
Show full item record

Google ScholarTM

Check

Altmetric


Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.