Saleem Muhammad Usman, Sajid Hammad Ali, Arshad Muhammad Waqar, Torres Alejandro Omar Rivera, Shabbir Muhammad Imran, Rai Sunil Kumar
Department of Biological Sciences, Faculty of Sciences, International Islamic University, Islamabad 04436, Pakistan.
Department of Molecular Biology, Shaheed Zulfiqar Ali Bhutto Medical University, Islamabad 44080, Pakistan.
Biology (Basel). 2025 Aug 7;14(8):1015. doi: 10.3390/biology14081015.
One of the aggressive and lethal cancers, pancreatic ductal adenocarcinoma (PDAC) is characterized by poor prognosis and resistance to conventional treatments. Moreover, the tumor immune microenvironment (TIME) plays a crucial role in the progression and therapeutic resistance of PDAC. It is associated with T-cell exhaustion, leading to the progressive loss of T-cell functions with an impaired ability to kill tumor cells. Therefore, this study employed single-cell RNA sequencing (scRNA-seq) analysis of a publicly available human PDAC dataset, with cells isolated from the primary tumor and adjacent normal tissues, identifying upregulated genes of T-cells and cancer cells in two groups ("cancer cells_vs_all-PDAC" and "cancer-PDAC_vs_all-normal"). Common and unique markers of cancer cells from both groups were identified. The Reactome pathways of cancer and T-cells were selected, while the genes implicated in those pathways were used to perform PPI analysis, revealing the hub genes of cancer and T-cells. The gene expression validation of cancer and T-cells hub-genes was performed using GEPIA2 and TISCH2, while the overall survival analysis of cancer cells hub-genes was performed using GEPIA2. Conclusively, this study unraveled 16 novel markers of cancer and T-cells, providing the groundwork for future research into the immune landscape of PDAC, particularly T-cell exhaustion. However, further clinical studies are needed to validate these novel markers as potential therapeutic targets in PDAC patients.
胰腺导管腺癌(PDAC)是侵袭性和致死性癌症之一,其特征是预后不良且对传统治疗有抗性。此外,肿瘤免疫微环境(TIME)在PDAC的进展和治疗抗性中起关键作用。它与T细胞耗竭相关,导致T细胞功能逐渐丧失,杀伤肿瘤细胞的能力受损。因此,本研究对一个公开可用的人类PDAC数据集进行了单细胞RNA测序(scRNA-seq)分析,该数据集的细胞取自原发性肿瘤和相邻正常组织,确定了两组(“癌细胞_vs_all-PDAC”和“癌-PDAC_vs_all-正常”)中T细胞和癌细胞上调的基因。确定了两组癌细胞的共同和独特标志物。选择了癌症和T细胞的Reactome通路,同时使用涉及这些通路的基因进行蛋白质-蛋白质相互作用(PPI)分析,揭示了癌症和T细胞的枢纽基因。使用GEPIA2和TISCH2对癌症和T细胞枢纽基因进行基因表达验证,同时使用GEPIA2对癌细胞枢纽基因进行总生存分析。总之,本研究揭示了16个新的癌症和T细胞标志物,为未来研究PDAC的免疫格局,特别是T细胞耗竭奠定了基础。然而,需要进一步的临床研究来验证这些新标志物作为PDAC患者潜在治疗靶点的有效性。