Department of Systems Biology, College of Bioinformatics Science and Technology, Harbin Medical University, China.
The GI Department, Harbin Medical University Cancer Hospital, China.
FEBS J. 2020 Dec;287(23):5236-5248. doi: 10.1111/febs.15306. Epub 2020 Apr 20.
Cetuximab therapy, which heavily relies on the activation of Ras pathway, has been used in KRAS, NRAS, BRAF, and PIK3CA wild-type colorectal cancer (CRC) (Ras-normal). However, the response rate only reached 60%, due to false-negative mutation detection and mutation-like transcriptome features in wild-type patients. Herein, by integrating RNA-seq, microarray, and mutation data, we developed a Ras pathway signature by characterizing KRAS/NRAS/BRAF/PIK3CA mutations to identify the hidden nonresponders from the Ras-normal patients by mutation detection. Using public and in-house data of CRC patients treated with cetuximab, discovery of the signature could identify cetuximab-resistant samples from the Ras-normal samples. Cetuximab resistance-related genes, such as PTEN, were significantly and frequently mutated in the identified Ras-activated samples, whereas two cetuximab sensitivity-related genes, APC and TP53, showed comutation and significantly higher mutation frequencies in the remaining Ras-normal samples. Furthermore, all the NF1- and BCL2L1-mutated samples were identified as Ras-activated from the Ras-normal samples by the Ras pathway signature with significantly under-regulated expression. Genes co-expressed with the two genes were both involved in Ras signaling pathway, the out-of-control of which could be attributed by the genes' loss-of-function mutations. To improve the treatment of cetuximab in CRC, NF1 and BCL2L1 could be used as complementary detection technique to those applied in clinical. In conclusion, the proposed Ras pathway signature could identify the hidden CRC patients resistant to cetuximab therapy and help to reveal resistance mechanisms.
西妥昔单抗治疗严重依赖 Ras 通路的激活,已应用于 KRAS、NRAS、BRAF 和 PIK3CA 野生型结直肠癌(CRC)(Ras 正常)。然而,由于在野生型患者中存在假阴性突变检测和突变样转录组特征,反应率仅达到 60%。在此,我们通过整合 RNA-seq、微阵列和突变数据,通过对 KRAS/NRAS/BRAF/PIK3CA 突变进行特征分析,开发了一种 Ras 通路特征,以通过突变检测从 Ras 正常患者中识别隐藏的无反应者。使用接受西妥昔单抗治疗的 CRC 患者的公共和内部数据,该特征的发现可以从 Ras 正常样本中识别出西妥昔单抗耐药样本。在鉴定的 Ras 激活样本中,与西妥昔单抗耐药相关的基因,如 PTEN,明显且频繁发生突变,而两个与西妥昔单抗敏感性相关的基因 APC 和 TP53,在剩余的 Ras 正常样本中表现出共突变且突变频率显著更高。此外,通过 Ras 通路特征,所有 NF1 和 BCL2L1 突变样本均被鉴定为 Ras 正常样本中的 Ras 激活样本,其表达明显下调。与这两个基因共表达的基因均参与 Ras 信号通路,其失控可能归因于这些基因的功能丧失性突变。为了改善 CRC 患者接受西妥昔单抗治疗的效果,可以将 NF1 和 BCL2L1 用作临床应用中互补的检测技术。总之,所提出的 Ras 通路特征可以识别隐藏的对西妥昔单抗治疗耐药的 CRC 患者,并有助于揭示耐药机制。