Wang Haiwei, Wang Xinrui, Xu Liangpu, Zhang Ji, Cao Hua
Fujian Key Laboratory for Prenatal Diagnosis and Birth Defect, Fujian Provincial Maternity and Children's Hospital, Affiliated Hospital of Fujian Medical University, FuZhou, FuJian 350001, China.
Key Laboratory of Technical Evaluation of Fertility Regulation for Non-human Primate, National Health and Family Planning Commission, FuZhou, FuJian 350001, China.
Aging (Albany NY). 2019 Oct 9;11(19):8587-8603. doi: 10.18632/aging.102349.
Gene expression based consensus molecular subtypes (CMS) and non-negative matrix factorization (NMF) sub-clusters are robust colon cancer classification systems. Although, the molecular features are clear, colon cancer subgroups based interventions are limited. To address this problem, we analyze the CMS and NMF subgroup guided drug sensitivity in colon cancer cell lines. CMS3 subtype cells are sensitive to 5-Fluorouracil, while, CMS4 subtype cells are sensitive to cisplatin treatment. In NMF classification, a sub-cluster is specifically sensitive to chemotherapy, BRAF inhibitors, PI3K-mTOR inhibitors and NOTCH inhibitor treatment. This sub-cluster has low frequency of TP53, POLE, PIK3CA and BRAF mutation. Transcriptional analysis demonstrates low NOTCH signaling activity, low CDX2 and VDR expression in this sub-cluster. CDX2 and VDR are significantly associated with the sensitivity of chemotherapy, BRAF inhibitors and PI3K-mTOR inhibitors. Moreover, a positive correlation between VDR and CDX2 is identified. VDR and CDX2 mediated regulatory networks are constructed. At last, three or four sub-clusters classification is validated in colon cancer patients. Overall, our results suggest a molecular sub-cluster of colon cancer cells with low CDX2 and VDR expression is sensitive to chemotherapy, BRAF inhibitors and PI3K-mTOR inhibitors treatment and provide an example of translation of cancer classification to subgroup guided therapies.
基于基因表达的共识分子亚型(CMS)和非负矩阵分解(NMF)亚群是可靠的结肠癌分类系统。尽管分子特征明确,但基于结肠癌亚组的干预措施有限。为了解决这个问题,我们分析了CMS和NMF亚组指导的结肠癌细胞系药物敏感性。CMS3亚型细胞对5-氟尿嘧啶敏感,而CMS4亚型细胞对顺铂治疗敏感。在NMF分类中,一个亚群对化疗、BRAF抑制剂、PI3K-mTOR抑制剂和NOTCH抑制剂治疗特别敏感。这个亚群中TP53、POLE、PIK3CA和BRAF突变的频率较低。转录分析表明该亚群中NOTCH信号活性低,CDX2和VDR表达低。CDX2和VDR与化疗、BRAF抑制剂和PI3K-mTOR抑制剂的敏感性显著相关。此外,还发现VDR和CDX2之间存在正相关。构建了VDR和CDX2介导的调控网络。最后,在结肠癌患者中验证了三或四个亚群分类。总体而言,我们的结果表明,CDX2和VDR表达低的结肠癌细胞分子亚群对化疗、BRAF抑制剂和PI3K-mTOR抑制剂治疗敏感,并提供了一个将癌症分类转化为亚组指导治疗的例子。