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整合生物信息学分析揭示染色质可及性生物标志物在透明细胞肾细胞癌中的预后价值。

Integrative Bioinformatics Analysis Demonstrates the Prognostic Value of Chromatin Accessibility Biomarkers in Clear Cell Renal Cell Carcinoma.

作者信息

Meng Meng, Lan Tianjun, Tian Duanqing, Qin Zeman, Li Yu, Li Jinsong, Cao Haotian

机构信息

Research Center of Medicine, Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.

National Supercomputer Center in Guangzhou, Sun Yat-sen University, Guangzhou, China.

出版信息

Front Oncol. 2021 Dec 21;11:814396. doi: 10.3389/fonc.2021.814396. eCollection 2021.

Abstract

Clear cell renal cell carcinoma (ccRCC) accounts for 75%-85% of renal cell carcinoma (RCC) and has a poor 5-year survival rate. In recent years, medical advancement has promoted the understanding of the histopathological and molecular characterization of ccRCC; however, the carcinogenesis and molecular mechanisms of ccRCC remain unclear. Chromatin accessibility is an essential determinant of cellular phenotype. This study aimed to explore the potential role of chromatin accessibility in the development and progression of ccRCC. By the combination of open-access genome-wide chromatin accessibility profiles and gene expression profiles in ccRCC, we obtained a total of 13,474 crucial peaks, corresponding to 5,120 crucial genes and 9,185 differentially expressed genes. Moreover, two potential function modules (P2 and G4) that contained 129 upregulated genes were identified the weighted gene co-expression network analysis (WGCNA). Furthermore, we obtained five independent predictors (, , , , and ), and a prognostic model was established based on these genes through the least absolute shrinkage and selection operator-proportional hazards model (LASSO-Cox) analysis. This model can stratify the ccRCC samples into a high-risk and a low-risk group, from which the patients have distinct prognosis. Further analysis demonstrated a completely different immune cell infiltration pattern between these two risk groups. This study also suggested that mast cell resting is associated with the prognosis of ccRCC and could be a target of immunotherapy. Overall, this study indicated that chromatin accessibility plays an essential role in ccRCC. The five prognostic chromatin accessibility biomarkers and the prognostic immune cells can provide a new direction for the treatment of ccRCC.

摘要

透明细胞肾细胞癌(ccRCC)占肾细胞癌(RCC)的75%-85%,5年生存率较低。近年来,医学进步促进了对ccRCC组织病理学和分子特征的认识;然而,ccRCC的致癌机制和分子机制仍不清楚。染色质可及性是细胞表型的重要决定因素。本研究旨在探讨染色质可及性在在ccRCC发生发展中的潜在作用。通过结合ccRCC中开放获取的全基因组染色质可及性图谱和基因表达图谱,我们共获得了13474个关键峰,对应5120个关键基因和9185个差异表达基因。此外,通过加权基因共表达网络分析(WGCNA)鉴定了两个包含129个上调基因的潜在功能模块(P2和G4)。此外,我们获得了五个独立预测因子(、、、和),并通过最小绝对收缩和选择算子-比例风险模型(LASSO-Cox)分析基于这些基因建立了一个预后模型。该模型可将ccRCC样本分为高风险组和低风险组,两组患者的预后明显不同。进一步分析表明,这两个风险组之间的免疫细胞浸润模式完全不同。本研究还表明,肥大细胞静止与ccRCC的预后相关,可能是免疫治疗的靶点。总体而言,本研究表明染色质可及性在ccRCC中起重要作用。这五个预后染色质可及性生物标志物和预后免疫细胞可为ccRCC的治疗提供新方向。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2235/8724435/9ce560ab687b/fonc-11-814396-g001.jpg

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