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Multi-omic lineage tracing predicts the transcriptional, epigenetic and genetic determinants of cancer evolution

Francesca Nadalin, Matteo Jacopo Marzi, M. Pirra Piscazzi, Patricio Fuentes, Simone Procaccia, María Climent, Paola Bonetti, Carmela Rubolino, Bernardino Giuliani, Irene Papatheodorou, John C. Marioni, Francesco Nicassio

2024Nature Communications16 citationsDOIOpen Access PDF

Abstract

Cancer is a highly heterogeneous disease, where phenotypically distinct subpopulations coexist and can be primed to different fates. Both genetic and epigenetic factors may drive cancer evolution, however little is known about whether and how such a process is pre-encoded in cancer clones. Using single-cell multi-omic lineage tracing and phenotypic assays, we investigate the predictive features of either tumour initiation or drug tolerance within the same cancer population. Clones primed to tumour initiation in vivo display two distinct transcriptional states at baseline. Remarkably, these states share a distinctive DNA accessibility profile, highlighting an epigenetic basis for tumour initiation. The drug tolerant niche is also largely pre-encoded, but only partially overlaps the tumour-initiating one and evolves following two genetically and transcriptionally distinct trajectories. Our study highlights coexisting genetic, epigenetic and transcriptional determinants of cancer evolution, unravelling the molecular complexity of pre-encoded tumour phenotypes. Here, using single-cell omics and genomic barcoding, the authors identify transcriptional states and DNA accessibility profiles linked to tumour initiation and drug tolerance, highlighting the complexity of cancer. This study suggests that cancer evolution is driven by pre-encoded factors.

Topics & Concepts

EpigeneticsBiologyPhenotypeCancerComputational biologyGeneticsEpigenomeGeneLineage (genetic)PopulationSomatic evolution in cancerDNA methylationGene expressionMedicineEnvironmental healthCancer Genomics and DiagnosticsSingle-cell and spatial transcriptomicsBioinformatics and Genomic Networks
Multi-omic lineage tracing predicts the transcriptional, epigenetic and genetic determinants of cancer evolution | Litcius