Sign in
Cancer BiologybioRxiv
Preprint

Comprehensive Atlas of Cancer-Type-Specific Molecular Features from Comparative Analysis of TCGA Data

Yeu-Guang Tung

Abstract

Cancer-type-specific molecular alterations often reflect the unique biological context of their tissue of origin and are more likely to represent relevant drivers rather than passenger events. We analyzed data from The Cancer Genome Atlas (TCGA) spanning 39 cancer types and 6 molecular platforms to create a comprehensive atlas of cancer-type-specific molecular features through unified comparative analyses. Simple nucleotide variation analysis characterized cancer-type-specific gene mutations and revealed heterogeneity among mutated genes within shared pathways. Copy number variation analysis characterized cancer-type-specific amplifications and deletions and demonstrated synergistic interactions between gene deletions and mutations. DNA methylation analysis identified candidate hypermethylated genes alongside well-established targets. Transcriptome profiling analysis revealed cancer-type-specific pathway enrichment reflecting tissue-of-origin functions or novel associations. Multiomics clustering analysis identified multi-cancer clusters and revealed consistent patterns across molecular platforms. These findings provide insights into cancer-type-specific molecular features and offer comprehensive visualizations as a reference resource for clinical application and hypothesis generation.

PDFDOI

02 /Specification & Classification

Click any tag to browse matching papers

Reproducibility ledger

Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.

Sign in to file a reproducibility report.

Similarity Map
SelectedSame fieldCross-field
THISChoudalakis '25Nguyen '20Zengin '24Park '16Fougner '20González-Re '20
62% semantic matchBioinformatics
Stamatis Choudalakis, George Anthony Kastis, Νικόλαος Δικαίος·Computer Methods and Programs in Biomedicine·Feb 27, 2025· 1 citations