Can CRC tumor microenvironments be sorted into useful subtypes?
Multi-omics CCCRC typing splits colorectal cancers into proliferative (C1), immunosuppressed (C2), immune-excluded (C3), and immunomodulatory (C4) TME classes with different therapy leads.
Source
Comprehensive characterization of tumor microenvironment in colorectal cancer via molecular analysis
Study at a glance
- Design
- Computational / modelling — Integrative multi-omics + AI spatial WSI analysis defining CCCRC TME subtypes
- N
- N=1471 · 1471 CRC patients in CRC-AFFY cohort heatmap; 725 in CRC-RNAseq cohort
- Population
- Colorectal cancer bulk/multi-omics cohorts with TME signature profiling
- Outcome
- Four CCCRC TME subtypes with distinct therapy/prognosis implications
Structured fields used in claim comparison tables when every cited study has a complete layer.
What they did
Built a 61-signature TME panel, integrated multi-omics CRC cohorts, and used AI-enabled spatial whole-slide analysis to define CCCRC subtypes, then linked subtypes to histology, molecular features, treatment sensitivity, prognosis, and a simple gene classifier.
What they found
C1 is proliferative/low immunogenicity (chemo + cetuximab candidate); C2 is immunosuppressed/terminally exhausted (chemo + bevacizumab candidate); C3 is stromal/immune-excluded (WNT inhibitor WIKI4 sensitivity); C4 is immunomodulatory (immune checkpoint blockade candidate).
The limits
What it doesn't show
Subtype–therapy matches are hypothesis-generating from observational/computational data, not randomized treatment trials.
Key terms
- TME
- Tumor microenvironment of immune, stromal, and metabolic compartments.
- CCCRC
- Comprehensive characterization of CRC TME subtype system in this paper.
- Immune-excluded
- Stromal upregulation with poor T-cell infiltration into the tumor core.
- Immunomodulatory
- TME with upregulated anti-tumor immune components.
- Gene classifier
- Simple gene set used to assign CCCRC subtype.
Flashcards
Research intelligence for this paper
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Quiz yourself
How many CCCRC subtypes were defined?
Common questions
How many subtypes?
Four CCCRC subtypes (C1–C4).
C4 therapy angle?
Potential immune checkpoint blockade candidate.
TME panel size?
61 TME-related signatures.
Large AFFY cohort N?
1471 CRC patients.
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