Yu Yang, Wang Zhe, Mo Dai Hai, Wang Zhen, Li Gang
Department of Hepatopancreatobiliary Surgery, First Affiliated Hospital, Naval Medical University, Shanghai 200433, China.
Math Biosci Eng. 2021 Feb 5;18(2):1708-1721. doi: 10.3934/mbe.2021088.
Pancreatic ductal adenocarcinoma (PDAC) is one of the most lethal malignancies worldwide. However, the mechanisms underlying the acquisition of the metastatic potential in PDAC has not been well understood. In this study, we identified a total of 154 genes upregulated in primary tissues of PDAC with liver metastasis using the Genome Cancer Atlas (TCGA) and GSE151580 cohorts. The epithelial-mesenchymal transition and glycolysis were enriched by the liver metastasis-related genes, indicating that the liver metastasis-related genes might be functionally relevant to liver metastasis in PDAC. Moreover, we also found that the liver metastasis-related genes were primarily regulated at epigenetic level. Particularly, SFN, a cell cycle checkpoint protein, and KRT19, a marker gene for ductal cells, were predicted to be regulated by multiple methylation sites at the promoter. Clinically, we for the first time defined a liver metastasis score (LMS), which was derived from liver metastasis-related genes, and closely associated with clinical characteristics such as disease type and tumor grade, in PDAC. Furthermore, we also divided the samples into high and low LMS groups using three cohorts with long-term follow-up (TCGA, GSE71729, and E-MTAB-6134), which exhibited significantly different prognostic outcomes across three PDAC cohorts, suggesting that the LMS might be a good indicator for risk stratification in PDAC. Furthermore, we also found that the liver metastasis-related genes were primarily expressed in malignant ductal cells by integrative analysis of the bulk and single-cell gene expression data. Moreover, the malignant ductal cells and M0 macrophages were highly correlated with LMS, indicating that the two cell types might function as tumor-promoting cells in PDAC. In summary, the systematic analysis for the first time defined an LMS score to evaluate the risk of liver metastasis in PDAC and revealed that malignant ductal cells might promote PDAC liver metastasis, which greatly improves our understanding of the liver metastasis-related genes, their underlying mechanisms, and association with prognosis in PDAC.
胰腺导管腺癌(PDAC)是全球最致命的恶性肿瘤之一。然而,PDAC获得转移潜能的潜在机制尚未得到充分了解。在本研究中,我们使用癌症基因组图谱(TCGA)和GSE151580队列,在伴有肝转移的PDAC原发组织中总共鉴定出154个上调基因。肝转移相关基因富集了上皮-间质转化和糖酵解,表明肝转移相关基因可能在功能上与PDAC的肝转移相关。此外,我们还发现肝转移相关基因主要在表观遗传水平受到调控。特别是,细胞周期检查点蛋白SFN和导管细胞标记基因KRT19预计受启动子处多个甲基化位点的调控。临床上,我们首次定义了一个肝转移评分(LMS),它源自肝转移相关基因,并且与PDAC的疾病类型和肿瘤分级等临床特征密切相关。此外,我们还使用三个长期随访队列(TCGA、GSE71729和E-MTAB-6134)将样本分为高LMS组和低LMS组,这三组在三个PDAC队列中表现出显著不同的预后结果,表明LMS可能是PDAC风险分层的良好指标。此外,通过对批量和单细胞基因表达数据的综合分析,我们还发现肝转移相关基因主要在恶性导管细胞中表达。此外,恶性导管细胞和M0巨噬细胞与LMS高度相关,表明这两种细胞类型可能在PDAC中作为促肿瘤细胞发挥作用。总之,这项系统分析首次定义了一个LMS评分来评估PDAC肝转移的风险,并揭示恶性导管细胞可能促进PDAC肝转移,这极大地增进了我们对肝转移相关基因、其潜在机制以及与PDAC预后关联的理解。