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基于单细胞和 bulk RNA 测序的癌症相关成纤维细胞相关预后特征可预测胰腺腺癌的预后和免疫治疗反应。

Cancer-associated fibroblast-related prognostic signature predicts prognosis and immunotherapy response in pancreatic adenocarcinoma based on single-cell and bulk RNA-sequencing.

机构信息

Department of General Surgery, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China.

Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing, China.

出版信息

Sci Rep. 2023 Sep 29;13(1):16408. doi: 10.1038/s41598-023-43495-y.

Abstract

Cancer-associated fibroblasts (CAFs) influence many aspects of pancreatic adenocarcinoma (PAAD) carcinogenesis, including tumor cell proliferation, angiogenesis, invasion, and metastasis. A six-gene prognostic signature was constructed for PAAD based on the 189 CAF marker genes identified in single-cell RNA-sequencing data. Multivariate analyses showed that the risk score was independently prognostic for survival in the TCGA (P < 0.001) and ICGC (P = 0.004) cohorts. Tumor infiltration of CD8 T (P = 0.005) cells and naïve B cells (P = 0.001) was greater in the low-risk than in the high-risk group, with infiltration of these cells negatively correlated with risk score. Moreover, the TMB score was lower in the low-risk than in the high-risk group (P = 0.0051). Importantly, patients in low-risk group had better immunotherapy responses than in the high-risk group in an independent immunotherapy cohort (IMvigor210) (P = 0.039). The CAV1 and SOD3 were highly expressed in CAFs of PAAD tissues, which revealed by immunohistochemical staining. In summary, this comprehensive analysis resulted in the development of a novel prognostic signature, which was associated with immune cell infiltration, drug sensitivity, and TMB, and could predict the prognosis and immunotherapy response of patients with PAAD.

摘要

癌症相关成纤维细胞(CAFs)影响胰腺癌(PAAD)发生的许多方面,包括肿瘤细胞增殖、血管生成、侵袭和转移。根据单细胞 RNA 测序数据中鉴定的 189 个 CAF 标记基因,构建了用于 PAAD 的 6 基因预后特征。多变量分析显示,风险评分在 TCGA(P<0.001)和 ICGC(P=0.004)队列中是独立的生存预后因素。在低风险组中,CD8 T(P=0.005)和幼稚 B 细胞(P=0.001)的肿瘤浸润程度大于高风险组,这些细胞的浸润与风险评分呈负相关。此外,低风险组的 TMB 评分低于高风险组(P=0.0051)。重要的是,在独立的免疫治疗队列(IMvigor210)中,低风险组患者的免疫治疗反应优于高风险组(P=0.039)。免疫组化染色显示,PAAD 组织中的 CAFs 中 CAV1 和 SOD3 高表达。总之,这项综合分析产生了一个新的预后特征,该特征与免疫细胞浸润、药物敏感性和 TMB 相关,并可预测 PAAD 患者的预后和免疫治疗反应。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7837/10541448/810049ed14a7/41598_2023_43495_Fig1_HTML.jpg

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