A cross-study transcriptional patient map of heart failure defines conserved multicellular coordination in cardiac remodeling

UDC.coleccionInvestigación
UDC.grupoInvLaboratorio de Aprendizaxe Automático en Ciencias Vivas (MALL)
UDC.institutoCentroCITIC - Centro de Investigación de Tecnoloxías da Información e da Comunicación
UDC.journalTitleNature Communications
UDC.startPage9659
UDC.volume16
dc.contributor.authorLanzer, Jan David
dc.contributor.authorRamirez Flores, Ricardo Omar
dc.contributor.authorLiñares Blanco, José
dc.contributor.authorSteier, Marco
dc.contributor.authorRangrez, Ashraf
dc.contributor.authorFrey, Norbert
dc.contributor.authorSaez-Rodriguez, Julio
dc.date.accessioned2026-02-10T08:49:11Z
dc.date.available2026-02-10T08:49:11Z
dc.date.issued2025-10-31
dc.descriptionOpen 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.sponsorshipR.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.sponsorshipAlemania. German Science Foundation; CRC15
dc.description.sponsorshipAlemania. German Science Foundation; CRC1550
dc.description.sponsorshipAlemania. German Research Foundation; INST 35/1503-1 FUGG
dc.description.sponsorshipAlemania. German Center for Cardiovascular Research; 81×4500130
dc.description.sponsorshipXunta de Galicia; ED481B_072
dc.identifier.citationLanzer, 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.doi10.1038/s41467-025-62219-6
dc.identifier.issn2041-1723
dc.identifier.urihttps://hdl.handle.net/2183/47309
dc.language.isoeng
dc.publisherSpringer Nature
dc.relation.urihttps://doi.org/10.1038/s41467-025-62219-6
dc.rightsAttribution 4.0 Internationalen
dc.rights.accessRightsopen access
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.subjectComputational biology and bioinformatics
dc.subjectData integration
dc.subjectHeart failure
dc.subjectMulticellular systems
dc.titleA cross-study transcriptional patient map of heart failure defines conserved multicellular coordination in cardiac remodeling
dc.typejournal article
dc.type.hasVersionVoR
dspace.entity.typePublication
relation.isAuthorOfPublicationcf4ecc37-12be-45fc-add3-01c6a7f02630
relation.isAuthorOfPublication.latestForDiscoverycf4ecc37-12be-45fc-add3-01c6a7f02630

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