Intra-tumoral epigenetic heterogeneity and aberrant molecular clocks in hepatocellular carcinoma
Restrepo, P.; Bubie, A.; Craig, A.; Labgaa, I.; Schwartz, M.; Thung, S.; Stolovitzky, G. A.; Losic, B.; Villanueva, A.
Show abstract
There is limited understanding of the epigenetic drivers of tumor evolution in hepatocellular carcinoma (HCC). Here we characterize the epigenetic contribution of methylation to intra-tumoral heterogeneity (mITH) using regional enhanced reduced-representation bisulfite sequencing DNA methylation data from 47 early stage, treatment-naive HCC biopsies across 9 patients by quantifying regional differential methylation across promoters and CpG islands, while overlapping with methylation age markers. Furthermore, we integrate these data with matching RNA-sequencing, targeted DNA sequencing, tumor-infiltrating lymphocyte (TIL), and hepatitis-B viral expression data. We found substantial mITH signatures in promoter and enhancer sites across 44% of patients in our cohort that highlight a novel axis of ITH that is not otherwise detectable from RNA analysis alone. Additionally, we identify an epigenetic tumoral aging measure that reflects a complex tumor fitness phenotype as a potential proxy for tumor clonality. Associating clinical outcomes with epigenetic tumoral age using 450k array data from 377 patients with HCC in the TCGA-LIHC single-biopsy cohort we found evidence implying that epigenetically old tumors have lower fitness yet higher TIL burden. Our data reveal a novel, unique epigenetic axis of ITH in HCC that merits further exploration.
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Detection and monitoring of translocation renal cell carcinoma via plasma cell-free epigenomic profiling 94%
- Blood immunophenotyping identifies distinct kidney histopathology and outcomes in patients with lupus nephritis 92%
- Maintenance DNA methylation is essential for regulatory T cell development and stability of suppressive function 91%
Similar papers in this journal
Similar papers in this journal
- Transcriptional pattern enriched for synaptic signaling is associated with shorter survival of patients with high-grade serous ovarian cancer 93%
- PCK1 and DHODH drive colorectal cancer liver metastatic colonization and nucleotide biosynthesis under hypoxia 93%
- Pan-cancer association of DNA repair deficiencies with whole-genome mutational patterns 92%
Similar papers in this journal
- Circulating, cell-free methylated DNA indicates cellular sources of allograft injury after liver transplant 96%
- Digital telomere measurement by long-read sequencing distinguishes healthy aging from disease 93%
- A pan-cancer analysis of CpG Island gene regulation reveals extensive plasticity within Polycomb targets 93%
Similar papers in this journal
- Cell-free multi-omics analysis reveals tumor status-informative signatures in gastrointestinal cancer patients' plasma 93%
- Profiling Transcription Initiation in Peripheral Leukocytes Reveals Severity-Associated Cis-Regulatory Elements in Critical COVID-19 92%
- Kinetic modeling of transaminase values distinguishes active liver inflammation from resolution independent of absolute enzyme levels 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.