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A novel mesenchymal-associated transcriptomic signature for risk-stratification and therapeutic response prediction in colorectal cancer
- Source :
- Int J Cancer, Matsuyama, T, Kandimalla, R, Ishikawa, T, Takahashi, N, Yamada, Y, Yasuno, M, Kinugasa, Y, Hansen, T F, Fakih, M, Uetake, H, Győrffy, B & Goel, A 2020, ' A novel mesenchymal-associated transcriptomic signature for risk-stratification and therapeutic response prediction in colorectal cancer ', International Journal of Cancer, vol. 147, no. 11, pp. 3250-3261 . https://doi.org/10.1002/ijc.33129
- Publication Year :
- 2020
-
Abstract
- Risk stratification in Stage II and III colorectal cancer (CRC) patients is critical, as it allows patient selection for adjuvant chemotherapy. In view of the inadequacy of current clinicopathological features for risk-stratification, we undertook a systematic and comprehensive biomarker discovery effort to develop a risk-assessment signature in CRC patients. The biomarker discovery phase examined 853 CRC patients, and identified a gene signature for predicting recurrence-free survival (RFS). This signature was validated in a meta-analysis of 1212 patients from nine independent datasets, and its performance was compared against established prognostic signatures and consensus molecular subtypes (CMS). In addition, a risk-prediction model was trained (n = 142), and subsequently validated in an independent clinical cohort (n = 286). As a result, this mesenchymal-associated transcriptomic signature (MATS) identified high-risk CRC patients with poor RFS in the discovery (hazard ratio [HR]: 1.79), and nine validation cohorts (HR: 1.86). In multivariate analysis, MATS was the most significant predictor of RFS compared to established prognostic signatures and CMS subtypes. Intriguingly, MATS robustly identified CMS4-subtype in multiple CRC cohorts (AUC = 0.92-0.99). In the two clinical cohorts, MATS stratified low and high-risk groups with a 5-year RFS in the training (HR: 4.11) and validation cohorts (HR: 2.55), as well as predicted response to adjuvant therapy in Stage II and III CRC patients. We report a novel prognostic and predictive biomarker signature in CRC, which is superior to currently used approaches and have the potential for clinical translation in near future.
- Subjects :
- Oncology
Male
Cancer Research
medicine.medical_specialty
recurrence
Multivariate analysis
Colorectal cancer
colorectal cancer
mesenchymal
Article
Transcriptome
Mesoderm
03 medical and health sciences
0302 clinical medicine
Internal medicine
medicine
Adjuvant therapy
Biomarkers, Tumor
Humans
Biomarker discovery
Neoplasm Staging
business.industry
Gene Expression Profiling
Hazard ratio
Mesenchymal stem cell
Palliative Care
adjuvant therapy
medicine.disease
Prognosis
Survival Analysis
Gene Expression Regulation, Neoplastic
Treatment Outcome
Chemotherapy, Adjuvant
030220 oncology & carcinogenesis
Risk stratification
Female
Microsatellite Instability
prognosis
business
Colorectal Neoplasms
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Int J Cancer, Matsuyama, T, Kandimalla, R, Ishikawa, T, Takahashi, N, Yamada, Y, Yasuno, M, Kinugasa, Y, Hansen, T F, Fakih, M, Uetake, H, Győrffy, B & Goel, A 2020, ' A novel mesenchymal-associated transcriptomic signature for risk-stratification and therapeutic response prediction in colorectal cancer ', International Journal of Cancer, vol. 147, no. 11, pp. 3250-3261 . https://doi.org/10.1002/ijc.33129
- Accession number :
- edsair.doi.dedup.....d36e853db9cc3f194a18976fdb3b40d4
- Full Text :
- https://doi.org/10.1002/ijc.33129