A cross-study transcriptional patient map of heart failure defines conserved multicellular coordination in cardiac remodeling
| UDC.coleccion | Investigación | |
| UDC.grupoInv | Laboratorio de Aprendizaxe Automático en Ciencias Vivas (MALL) | |
| UDC.institutoCentro | CITIC - Centro de Investigación de Tecnoloxías da Información e da Comunicación | |
| UDC.journalTitle | Nature Communications | |
| UDC.startPage | 9659 | |
| UDC.volume | 16 | |
| dc.contributor.author | Lanzer, Jan David | |
| dc.contributor.author | Ramirez Flores, Ricardo Omar | |
| dc.contributor.author | Liñares Blanco, José | |
| dc.contributor.author | Steier, Marco | |
| dc.contributor.author | Rangrez, Ashraf | |
| dc.contributor.author | Frey, Norbert | |
| dc.contributor.author | Saez-Rodriguez, Julio | |
| dc.date.accessioned | 2026-02-10T08:49:11Z | |
| dc.date.available | 2026-02-10T08:49:11Z | |
| dc.date.issued | 2025-10-31 | |
| dc.description | Open Access funding enabled and organized by Projekt DEAL | |
| dc.description.abstract | [Abstract]: Impaired cardiac function in heart failure (HF) involves tissue remodeling through multicellular coordination. Although individual bulk and single-nucleus transcriptomics studies have offered insights, they have not been integrated to study conserved tissue-wide responses, limiting understanding of multicellular processes in cardiac remodeling necessary for therapeutic translation. Here, we integrate 25 studies of bulk and single-nucleus transcriptomics, spanning 1524 individuals, to define consensus multicellular programs associated with HF. These programs reveal conserved fibrotic, inflammatory, metabolic, and hypertrophic processes, with fibroblast activity consistently predicting cardiomyocyte stress. Our integration revealed that multicellular programs in HF are largely independent of tissue composition, and that fibroblast activation reflects a broad phenotypic shift rather than solely the emergence of discrete subtypes. Projecting external datasets onto these programs showed that clinical recovery aligns with reversion of disease-associated programs. This integrative analysis across studies establishes a public reference for the exploration of multicellular coordination in HF. | |
| dc.description.sponsorship | R.O.R.F. acknowledges the support of the German Science Foundation (DFG) through the CRC1550 Molecular Circuits of Heart Disease. JDL acknowledges the support of the German Federal Ministry of Education and Research (Bundesministerium für Bildung und Forschung) through CureFib. Supported by the DZHK (German Center for Cardiovascular Research), funding code: 81 × 4500130. J.L.B. is supported by the Galician Government through the fellowship ED481B_072. This work is partly supported by CRC1550 (DFG, #464424253) to J.S.R. and N.F. A.Y.R. and N.F. are funded by the German Center for Cardiovascular Research (DZHK partner site project). We thank Leonie Küchenhoff and Ines Rivero for critical feedback on the manuscript. Importantly, we acknowledge all data authors that are cited in this study. The authors gratefully acknowledge the data storage service SDS@hd supported by the Ministry of Science, Research, and the Arts Baden-Württemberg (MWK) and the German Research Foundation (DFG) through grant INST 35/1503-1 FUGG. | |
| dc.description.sponsorship | Alemania. German Science Foundation; CRC15 | |
| dc.description.sponsorship | Alemania. German Science Foundation; CRC1550 | |
| dc.description.sponsorship | Alemania. German Research Foundation; INST 35/1503-1 FUGG | |
| dc.description.sponsorship | Alemania. German Center for Cardiovascular Research; 81×4500130 | |
| dc.description.sponsorship | Xunta de Galicia; ED481B_072 | |
| dc.identifier.citation | Lanzer, J.D., Ramirez Flores, R.O., Liñares Blanco, J. et al. A cross-study transcriptional patient map of heart failure defines conserved multicellular coordination in cardiac remodeling. Nat Commun 16, 9659 (2025). https://doi.org/10.1038/s41467-025-62219-6 | |
| dc.identifier.doi | 10.1038/s41467-025-62219-6 | |
| dc.identifier.issn | 2041-1723 | |
| dc.identifier.uri | https://hdl.handle.net/2183/47309 | |
| dc.language.iso | eng | |
| dc.publisher | Springer Nature | |
| dc.relation.uri | https://doi.org/10.1038/s41467-025-62219-6 | |
| dc.rights | Attribution 4.0 International | en |
| dc.rights.accessRights | open access | |
| dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | |
| dc.subject | Computational biology and bioinformatics | |
| dc.subject | Data integration | |
| dc.subject | Heart failure | |
| dc.subject | Multicellular systems | |
| dc.title | A cross-study transcriptional patient map of heart failure defines conserved multicellular coordination in cardiac remodeling | |
| dc.type | journal article | |
| dc.type.hasVersion | VoR | |
| dspace.entity.type | Publication | |
| relation.isAuthorOfPublication | cf4ecc37-12be-45fc-add3-01c6a7f02630 | |
| relation.isAuthorOfPublication.latestForDiscovery | cf4ecc37-12be-45fc-add3-01c6a7f02630 |
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