Molecular Oncology · 2014 · 221 citations · 43 references
MedicineBioinformaticsOncologyCancer GeneticsGastrointestinal OncologyMolecular OncologyCancer BiomarkersCancer TranscriptomicsColorectal CancerMolecular Tumor ProfilingRisk ScoringTranscriptomic ProfilingColorectal Cancer BiomarkersColorectal Cancer PrognosisKaplan-meier Confidence IntervalsPredictive Biomarker AssessmentPredictors Of Disease RecurrencePrognostic Risk AssessmentRisk Score DevelopmentRisk Score Validation
Colorectal cancer (CRC) patients frequently experience disease recurrence and distant metastasis. This study aimed to identify prognostic indicators, including individual responses to chemotherapy, in CRC patients. RNA-seq data was generated using 54 samples (normal colon, primary CRC, and liver metastases) from 18 CRC patients and genes associated with CRC aggressiveness were identified. A risk score based on these genes was developed and validated in four independent CRC patient cohorts (n = 1063). Diverse statistical methods were applied to validate the risk scoring system, including a generalized linear model likelihood ratio test, Kaplan-Meier curves, a log-rank test, and the Cox model. TREM1 and CTGF were identified as two activated regulators associated with CRC aggressiveness. A risk score based on 19 genes regulated by TREM1 or CTGF activation (TCA19) was a significant prognostic indicator. In multivariate and subset analyses based on pathological staging, TCA19 was an independent risk factor (HR = 1.894, 95% CI = 1.227-2.809, P = 0.002). Subset stratification in stage III patients revealed that TCA19 had prognostic potential and identified patients who would benefit from adjuvant chemotherapy, regardless of age. The TCA19 predictor represents a novel diagnostic tool for identifying high-risk CRC patients and possibly predicting the response to adjuvant chemotherapy.
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Ahmedin Jemal, Freddie Bray, Jacques Ferlay et al. · CA A Cancer Journal for Clinicians · 2011 · 55K citations · Full text
The Epithelial-Mesenchymal Transition Generates Cells with Properties of Stem Cells
Sendurai A. Mani, Wenjun Guo, Mai-Jing Liao et al. · Cell · 2008 · 8.7K citations · Full text
Comprehensive molecular characterization of human colon and rectal cancer
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Medicine, Oncology, Breast Oncology +12