ArticleAnnals of oncology : official journal of the European Society for Medical Oncology2019
Relative contribution of clinicopathological variables, genomic markers, transcriptomic subtyping and microenvironment features for outcome prediction in stage II/III colorectal cancer.
Article in Annals of oncology : official journal of the European Society for Medical Oncology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06314958 (Predicting Recurrence-Free Survival in Stage III and High-Risk Stage II Colorectal Cancer After Curative-Intent Treatment), which is not on this map. Cited by 148 papers, 1 of them a synthesis that pooled it.
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Predicting Recurrence-Free Survival in Stage III and High-Risk Stage II Colorectal Cancer After Curative-Intent Treatment
Who cites it
148 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Clinical Value of Consensus Molecular Subtypes in Colorectal Cancer: A Systematic Review and Meta-Analysis.Journal of the National Cancer Institute · 2022Pooled it
- Multi-regional transcriptomics reveals robust consensus subtypes beyond tumor heterogeneity of breast cancer.Translational oncology · 2026Article
- Loss of ARID1A expression is associated with worse survival and reduced tumor infiltrating lymphocytes in advanced clear cell renal cell carcinoma.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026Article
- Digital Pathology and the AI-Based Quantification of the Tumor Microenvironment in Gastrointestinal Cancer: From Tumor Budding and Tumor-Infiltrating Lymphocytes to Tertiary Lymphoid Structures.International journal of molecular sciences · 2026Review
- A machine learning-based basement membrane gene signature model for predicting ovarian cancer survival.Translational cancer research · 2026Article
- Reduced YTHDF2 inhibits PD-L1 expression by stabilizing mCell death & disease · 2026Article
- Consensus Molecular Subtypes (CMS) Classification: a progress towards Subtype-Driven treatments in colorectal cancer.World journal of surgical oncology · 2025Review
- Deep learning-enabled multiphoton microscopy predicts colorectal cancer recurrence from routine FFPE specimens.NPJ digital medicine · 2025Article
- Immune-related long noncoding RNAs in predicting the prognosis and immune landscape of intrahepatic cholangiocarcinoma: a bioinformatics analysis with experimental verification.Translational cancer research · 2025Article
- Prediction of lung adenocarcinoma prognosis and clinical treatment efficacy by telomere-associated gene risk model.Discover oncology · 2025Article
- Development and validation of nomograms for predicting the prognosis of colorectal cancer patients.Translational cancer research · 2025Article
- Multiple machine learning-based integrations of multi-omics data to identify molecular subtypes and construct a prognostic model for HNSCC.Hereditas · 2025Article
- Cuproptosis-Related Gene FDX1 Suppresses the Growth and Progression of Colorectal Cancer by Retarding EMT Progress.Biochemical genetics · 2025Article
- Tumor aggression-defense index-a novel indicator to predicts recurrence and survival in stage II-III colorectal cancer.Journal of translational medicine · 2025Article
- Benefit of adjuvant chemotherapy on recurrence free survival per consensus molecular subtype in stage III colon cancer.International journal of cancer · 2025Article
- The histone acetylation-related gene signature predicts prognosis and immunotherapy response in stomach adenocarcinoma.Frontiers in oncology · 2025Article
- Identification of epithelial-mesenchymal transition prognostic signature associated with prognosis, tumor microenvironment, and therapeutic effect in prostate cancer.Frontiers in genetics · 2025Article
- Effect of colorectal cancer stem cells on the development and metastasis of colorectal cancer.World journal of gastrointestinal oncology · 2024Review
- Natural killer (NK) cells-related gene signature reveals the immune environment heterogeneity in hepatocellular carcinoma based on single cell analysis.Discover oncology · 2024Article
- AURKB promotes immunogenicity and immune infiltration in clear cell renal cell carcinoma.Discover oncology · 2024Article
88 more citing papers are in PubMed but not listed here.
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10 authors.
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No grant is acknowledged in the PubMed record.
Abstract
backgroundIt remains unknown to what extent consensus molecular subtype (CMS) groups and immune-stromal infiltration patterns improve our ability to predict outcomes over tumor-node-metastasis (TNM) staging and microsatellite instability (MSI) status in early-stage colorectal cancer (CRC). PATIENTS AND
methodsWe carried out a comprehensive retrospective biomarker analysis of prognostic markers in adjuvant chemotherapy-untreated (N = 1656) and treated (N = 980), stage II (N = 1799) and III (N = 837) CRCs. We defined CMS scores and estimated CD8+ cytotoxic lymphocytes (CytoLym) and cancer-associated fibroblasts (CAF) infiltration scores from bulk tumor tissue transcriptomes (CMSclassifier and MCPcounter R packages); constructed a stratified multivariable Cox model for disease-free survival (DFS); and calculated the relative proportion of explained variation by each marker (clinicopathological [ClinPath], genomics [Gen: MSI, BRAF and KRAS mutations], CMS scores [CMS] and microenvironment cells [MicroCells: CytoLym+CAF]).
resultsIn multivariable models, only ClinPath and MicroCells remained significant prognostic factors, with both CytoLym and CAF infiltration scores improving survival prediction beyond other markers. The explained variation for DFS models of ClinPath, MicroCells, Gen markers and CMS4 scores was 77%, 14%, 5.3% and 3.7%, respectively, in stage II; and 55.9%, 35.1%, 4.1% and 0.9%, respectively, in stage III. Patients whose tumors were CytoLym high/CAF low had better DFS than other strata [HR=0.71 (0.6-0.9); P = 0.004]. Microsatellite stable tumors had the strongest signal for improved outcomes with CytoLym high scores (interaction P = 0.04) and the poor prognosis linked to high CAF scores was limited to stage III disease (interaction P = 0.04).
conclusionsOur results confirm that tumor microenvironment infiltration patterns represent potent determinants of the risk for distant dissemination in early-stage CRC. Multivariable models suggest that the prognostic value of MSI and CMS groups is largely explained by CytoLym and CAF infiltration patterns.
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