Liu Tao, Chen Jian, Liu An-An, Chen Long, Liang Xing, Peng Jun-Feng, Zheng Ming-Hui, Li Ju-Dong, Cao Yong-Bing, Shao Cheng-Hao
Department of Pancreatic-biliary Surgery, Changzheng Hospital, Navy Medical University, Shanghai.
Pancreas. 2023 Feb 1;52(2):e151-e162. doi: 10.1097/MPA.0000000000002229.
This study aimed to develop a liver metastasis-related gene prognostic index (LMPI) for pancreatic ductal adenocarcinoma prognosis and therapy.
The Cancer Genome Atlas data set was used to identify liver metastasis-related hub genes via weighted gene coexpression network analysis. The core genes were identified to construct an LMPI by using the Cox regression method. An immune cell abundance identifier was applied to determine the immune cell abundance.
A total of 78 hub liver metastasis-related genes in the black module were significantly enriched in complement and coagulation cascades, fat digestion and absorption, and the PPAR signaling pathway. Then, an LMPI was constructed on the basis of the 5 prognostic genes (MOGAT3, ASGR1, TRPM8, SGSM1, and LOC101927851). Patients with higher LMPI scores had poor overall survival, more co-occurring or mutually exclusive pairs of driver gene mutations, and less benefit from immunotherapy than patients with lower LMPI scores. In addition, a high correlation was also found between LMPI scores and immune infiltration, such as CD4 naive, CD8 T, cytotoxic T, T helper 2, follicular helper T, and natural killer cells.
The core genes of the LMPI developed may be independent factors for predicting prognosis, immune characteristics, and immunotherapy efficacy in pancreatic ductal adenocarcinoma.
本研究旨在开发一种用于预测胰腺导管腺癌预后和指导治疗的肝转移相关基因预后指数(LMPI)。
利用癌症基因组图谱数据集,通过加权基因共表达网络分析来识别肝转移相关的枢纽基因。采用Cox回归方法确定核心基因以构建LMPI。应用免疫细胞丰度标识符来确定免疫细胞丰度。
黑色模块中的78个肝转移相关枢纽基因在补体和凝血级联反应、脂肪消化与吸收以及PPAR信号通路中显著富集。然后,基于5个预后基因(MOGAT3、ASGR1、TRPM8、SGSM1和LOC101927851)构建了LMPI。与LMPI得分较低的患者相比,LMPI得分较高的患者总生存期较差,驱动基因突变的共现或互斥对更多,且从免疫治疗中获益更少。此外,还发现LMPI得分与免疫浸润之间存在高度相关性,如CD4幼稚细胞、CD8 T细胞、细胞毒性T细胞、辅助性T细胞2、滤泡辅助性T细胞和自然杀伤细胞。
所开发的LMPI的核心基因可能是预测胰腺导管腺癌预后、免疫特征和免疫治疗疗效的独立因素。