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一种与分化相关的基因预后指数可预测肝细胞癌患者的预后和免疫治疗评估。

A Differentiation-Related Gene Prognostic Index Contributes to Prognosis and Immunotherapy Evaluation in Patients with Hepatocellular Carcinoma.

机构信息

School of Clinical Medicine, Guizhou Medical University, Guiyang 550000, China.

Department of Hepatobiliary Surgery, Guizhou Provincial People's Hospital, Guiyang 550002, China.

出版信息

Cells. 2022 Jul 26;11(15):2302. doi: 10.3390/cells11152302.

Abstract

Hepatocellular carcinoma (HCC) is the most common gastrointestinal tumor with a poor prognosis, which is associated with poor differentiation of tumor cells. However, the potential value of cell differentiation-related molecules in predicting the benefit and prognosis of immune checkpoint inhibitors (ICI) therapy remains unknown. Herein, to investigate the differentiation trajectory of HCC cells and their clinical significance, a differentiation-related gene prognostic index (DRGPI) based on HCC differentiation-related genes (HDRGs) was constructed to elucidate the immune characteristics and therapeutic benefits of ICI in the HCC subgroup defined by DRGPI. Single-cell RNA sequencing (scRNA-seq) and bulk RNA-seq data from four HCC samples were integrated for bioinformatics analysis. Then, PON1, ADH4, SQSTM1, HSP90AA1, and STMN1 were screened out to construct a DRGPI. More intriguingly, RT-qPCR validation of the expression of these genes yielded consistent results with the TCGA database. Next, the risk scoring (RS) constructed based on DRGPI suggested that the overall survival (OS) of the DRGPI-high patients was significantly worse than that of the DRGPI-low patients. A nomogram was constructed based on DRGPI-RS and clinical characteristics, which showed strong predictive performance and high accuracy. The comprehensive results indicated that a low DRGPI score was associated with low TP53 mutation rates, high CD8 T cell infiltration, and more benefit from ICI therapy. Homoplastically, the high DRGPI score reflected the opposite results. Taken together, our study highlights the significance of HCC cell differentiation in predicting prognosis, indicating immune characteristics, and understanding the therapeutic benefits of ICI, and suggests that DRGPI is a valuable prognostic biomarker for HCC.

摘要

肝细胞癌 (HCC) 是最常见的胃肠道肿瘤,预后不良,与肿瘤细胞分化不良有关。然而,细胞分化相关分子在预测免疫检查点抑制剂 (ICI) 治疗获益和预后中的潜在价值尚不清楚。在此,为了研究 HCC 细胞的分化轨迹及其临床意义,构建了基于 HCC 分化相关基因 (HDRGs) 的分化相关基因预后指数 (DRGPI),以阐明 DRGPI 定义的 HCC 亚组中 ICI 的免疫特征和治疗获益。整合了来自四个 HCC 样本的单细胞 RNA 测序 (scRNA-seq) 和批量 RNA-seq 数据进行生物信息学分析。然后,筛选出 PON1、ADH4、SQSTM1、HSP90AA1 和 STMN1 来构建 DRGPI。更有趣的是,这些基因表达的 RT-qPCR 验证与 TCGA 数据库的结果一致。接下来,基于 DRGPI 构建的风险评分 (RS) 表明,DRGPI 高患者的总生存期 (OS) 明显差于 DRGPI 低患者。基于 DRGPI-RS 和临床特征构建了列线图,该列线图具有很强的预测性能和高准确性。综合结果表明,低 DRGPI 评分与低 TP53 突变率、高 CD8 T 细胞浸润和更多 ICI 治疗获益相关。相反,高 DRGPI 评分反映了相反的结果。总之,本研究强调了 HCC 细胞分化在预测预后、指示免疫特征和理解 ICI 治疗获益方面的重要性,并表明 DRGPI 是 HCC 的一种有价值的预后生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f07f/9367442/cc838f40ac43/cells-11-02302-g001.jpg

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