bioRxivBioinformaticsPreprint
Revealing unidentified heterogeneity in different epithelial cancers using heterocellular subtype classification
Pawan PoudeliD, Gift Nyamundanda, Chanthirika RagulaniD, Rita Teresa LawloriD, Kakoli DasiD, Patrick B. O. TaniD, Aldo ScarpaiD, Anguraj SadanandamiD
Abstract
Cancers are currently diagnosed, categorised, and treated based on their tissue of origin. However, how different cellular compartments of tissues (e.g., epithelial, immune and stem cells) are similar across cancer types is unknown. Here we used colorectal cancer subtypes and their signatures representing different colonic crypt cell types as surrogates to classify different epithelial cancers into five heterotypic cellular (heterocellular) subtypes. The stem-like and inflammatory heterocellular subtypes are ubiquitous across epithelial cancers so capture intrinsic, tissue-independent properties. Conversely, well-differentiated/specialized goblet-like/enterocyte heterocellular subtypes differ across cancer types due to their colorectum-specific genes. The transit-amplifying heterocellular subtype shows a dynamic range of cellular differentiation with shared common pathways (Wnt, FGFR) in certain cancer types. Importantly, this approach revealed previously unrecognised heterogeneity in pancreatic, breast, microsatellite-instability enriched and KRAS mutation-dependent cancers. Immune cell-type differences are common and useful for patient stratification for immunotherapy. This unique approach identifies cell type-dependent but tissue-independent heterogeneity in different cancers for precision medicine.
- Citations
- 4
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.
Related papers
- Comprehensive characterization of tumor microenvironment in colorectal cancer via histopathology-molecular analysis
- Colorectal Cancer Stem Cell Subtypes Orchestrate Distinct Tumor Microenvironments
Linzi Hosohama, Delia F. Tifrea, … Marian L. Waterman·bioRxiv·Apr 25, 2024
- Redefining colorectal cancer classification and clinical stratification through a single-cell atlas
A. M. Khaliq, z. kurt, … A. Masood·bioRxiv·Feb 2, 2021
- Cell-type specific subtyping of epigenomes improves prognostic stratification of cancer
Qi Luo, Andrew Erich Teschendorff·Genome MedicinePeer-reviewed·Apr 3, 2025
- Metastasis and cancer stem cell markers identify two colorectal cancer subtypes with different molecular and clinical features
Burair A. Alsaihati, Shaying Zhao·bioRxiv·Dec 21, 2020
- Consensus Gene Expression Subtypes Of Epithelial Tumors
Anguraj Sadanandam·bioRxiv·Mar 3, 2016