ArticleOncogene2019
Gene expression profiles of CMS2-epithelial/canonical colorectal cancers are largely driven by DNA copy number gains.
Article in Oncogene, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
19 citing papers in PubMed, 1 synthesis or guideline pooled it, 31 citations in OpenAlex.
- Clinical Value of Consensus Molecular Subtypes in Colorectal Cancer: A Systematic Review and Meta-Analysis.Journal of the National Cancer Institute · 2022Pooled it
- Investigating the shared genetic architecture and causality of breast cancer and thyroid cancer: genome-wide cross trait analysis and bi-directional Mendelian randomization study.Breast cancer (Tokyo, Japan) · 2026Article
- Downregulation of the Tumor Suppressor P53 Gene associated with the Progression of Clinical Staging and the Incidence of Distant Metastasis in Indonesian Colorectal Cancer.The Korean journal of gastroenterology = Taehan Sohwagi Hakhoe chi · 2025Article
- From Subtypes to Solutions: Integrating CMS Classification with Precision Therapeutics in Colorectal Cancer.Current treatment options in oncology · 2024Review
- Molecular subtypes of colorectal cancer in the era of precision oncotherapy: Current inspirations and future challenges.Cancer medicine · 2024Review
- Colorectal Cancer Organoid-Stroma Biobank Allows Subtype-Specific Assessment of Individualized Therapy Responses.Cancer discovery · 2023Article
- Formalin Fixation, Delay to Fixation, and Time in Fixative Adversely Impact Copy Number Variation Analysis by aCGH.Biopreservation and biobanking · 2023Article
- The 8q24 region hosts miRNAs altered in biospecimens of colorectal and bladder cancer patients.Cancer medicine · 2023Article
- Review
- OLFM4 deficiency delays the progression of colitis to colorectal cancer by abrogating PMN-MDSCs recruitment.Oncogene · 2022Article
- Copy Number Alterations as Novel Biomarkers and Therapeutic Targets in Colorectal Cancer.Cancers · 2022Review
- Bioinformatics analysis reveals immune prognostic markers for overall survival of colorectal cancer patients: a novel machine learning survival predictive system.BMC bioinformatics · 2022Article
- UBQLN4 is activated by C/EBPβ and exerts oncogenic effects on colorectal cancer via the Wnt/β-catenin signaling pathway.Cell death discovery · 2021Article
- Neoadjuvant immunotherapy in primary and metastatic colorectal cancer.The British journal of surgery · 2021Review
- Genomic and prognostic heterogeneity among RAS/BRAFMolecular oncology · 2021Article
- Investigation of colorectal cancer in accordance with consensus molecular subtype classification.Annals of gastroenterological surgery · 2020Review
- Molecular Pathogenesis and Classification of Colorectal Carcinoma.Current colorectal cancer reports · 2020Article
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Corrections and comments
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Authors and funding
9 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
About 80% of colorectal cancers (CRCs) have chromosomal instability, which is an integral part of aggressive malignancy development, but the importance of specific copy number aberrations (CNAs) in modulating gene expression, particularly within the framework of clinically relevant molecular subtypes, remains mostly elusive. We performed DNA copy number profiling of 257 stage I-IV primary CRCs and integrative gene expression analysis in 151 microsatellite stable (MSS) tumors, focusing on high-level amplifications and the effect of CNAs on the characteristics of the gene expression-based consensus molecular subtypes (CMS). The results were validated in 323 MSS tumors from TCGA. Novel recurrent high-level amplifications (≥15 additional copies) with a major impact on gene expression were found for TOX3 (16q) at 1.5% frequency, as well as for CCND2 (12p) and ANXA11 (10q) at 1% frequency, in addition to the well-known targets ERBB2 (17q) and MYC (8q). Focal amplifications with ≥15 or ≥5 additional copies of at least one of these regions were associated with a poor overall survival among patients with stage I-III MSS CRCs (multivariable hazard ratio ≥3.2, p ≤ 0.01). All high-level amplifications were focal and had a more consistent relationship with gene expression than lower amplitude and/or broad-range amplifications, suggesting specific targeting during carcinogenesis. Genome-wide, copy number driven gene expression was enriched for pathways characteristic of the CMS2-epithelial/canonical subtype, including DNA repair and cell cycle progression. Furthermore, 50% of upregulated genes in CMS2-epithelial/canonical MSS CRCs were driven by CNAs, an enrichment compared with the other CMS groups, and associated with the stronger correspondence between CNAs and gene expression in malignant epithelial cells than in the cells of the tumor microenvironment (fibroblasts, endothelial cells, leukocytes). In conclusion, we identify novel recurrent amplifications with impact on gene expression in CRC and provide the first evidence that CMS2 may have a stronger copy-number related genetic basis than subtypes more heavily influenced by gene expression signals from the tumor microenvironment.
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