On transcriptomic aging heterogeneity in human heart disease

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.advisorPrice, Nathan
dc.contributor.advisorLinna-Kuosmanen, Suvi
dc.contributor.authorOjanen, Johannes
dc.contributor.schoolPerustieteiden korkeakoulufi
dc.contributor.schoolSchool of Scienceen
dc.contributor.supervisorSaramäki, Jari
dc.date.accessioned2025-10-20T17:11:51Z
dc.date.available2025-10-20T17:11:51Z
dc.date.issued2025-09-29
dc.description.abstractCardiovascular disease may arise when specific cardiac cell types undergo accelerated biological aging, yet a cell type–resolved map of aging heterogeneity in the human heart is lacking. Here, we quantify cell type–specific biological age using single-nucleus transcriptomic clocks trained on healthy human hearts and applied to diverse disease states. Across major conditions, we observe pronounced, diagnosis- and lineage-specific discrepancies between chronological and predicted age: the strongest acceleration localizes to endocardial endothelium in dilated cardiomyopathy, whereas myocardial infarction shows negative Δ-age across multiple lineages consistent with acute dedifferentiated/reparative programs rather than aging. These findings nominate endothelial/vascular compartments as potential drivers of risk and argue that resolving biological age at cell-type resolution can prioritize mechanisms for follow-up and guide therapeutic target selection.en
dc.format.extent47
dc.format.mimetypeapplication/pdfen
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/140161
dc.identifier.urnURN:NBN:fi:aalto-202510208330
dc.language.isoenen
dc.programmeMaster's Programme in Life Science Technologiesen
dc.programme.majorComplex Systemsen
dc.subject.keywordsnRNA-seqen
dc.subject.keywordtranscriptomic aging clocksen
dc.subject.keywordhearten
dc.subject.keywordmachine learningen
dc.subject.keywordagingen
dc.subject.keywordhumanen
dc.titleOn transcriptomic aging heterogeneity in human heart diseaseen
dc.typeG2 Pro gradu, diplomityöfi
dc.type.ontasotMaster's thesisen
dc.type.ontasotDiplomityöfi
local.aalto.electroniconlyyes
local.aalto.openaccessno

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