Biological mechanisms related to cancer development can leave distinct molecular fingerprints in tumours. By leveraging multi-omics and epidemiological information, we can unveil relationships between carcinogenesis processes that would otherwise remain hidden. Our integrative analysis of DNA methylome, transcriptome, and somatic mutation profiles of kidney tumours linked ageing, epithelial-mesenchymal transition (EMT), and xenobiotic metabolism to kidney carcinogenesis. Ageing process was represented by associations with cellular mitotic clocks such as epiTOC2, SBS1, telomere length, and PBRM1 and SETD2 mutations, which ticked faster as tumours progressed. We identified a relationship between BAP1 driver mutations and the epigenetic upregulation of EMT genes (IL20RB and WT1), correlating with increased tumour immune infiltration, advanced stage, and poorer patient survival. We also observed an interaction between epigenetic silencing of the xenobiotic metabolism gene GSTP1 and tobacco use, suggesting a link to genotoxic effects and impaired xenobiotic metabolism. Our pan-cancer analysis showed these relationships in other tumour types. Our study enhances the understanding of kidney carcinogenesis and its relation to risk factors and progression, with implications for other tumour types.

• MeSH
• DNA vazebné proteiny genetika   metabolismus   MeSH
• epigeneze genetická MeSH
• epitelo-mezenchymální tranzice * genetika   MeSH
• glutathion-S-transferasa fí genetika   metabolismus   MeSH
• histonlysin-N-methyltransferasa genetika   metabolismus   MeSH
• karcinogeneze * genetika   MeSH
• lidé MeSH
• metylace DNA * MeSH
• multiomika MeSH
• mutace * MeSH
• nádorové supresorové proteiny genetika   metabolismus   MeSH
• nádory ledvin * genetika   patologie   MeSH
• regulace genové exprese u nádorů MeSH
• stárnutí genetika   MeSH
• thiolesterasa ubikvitinu MeSH
• transkripční faktory genetika   metabolismus   MeSH
• transkriptom MeSH
• Check Tag
• lidé MeSH
• Publikační typ
• časopisecké články MeSH