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对钙蛋白酶家族成员在肝细胞癌中的进展和预后的新见解:一项全面的综合分析。

Novel insights into the progression and prognosis of the calpain family members in hepatocellular carcinoma: a comprehensive integrated analysis.

作者信息

Dai Dongjun, Wu Dehao, Ni Runliang, Li Ping, Tian Zhifeng, Shui Yongjie, Hu Hanguang, Wei Qichun

机构信息

Department of Radiation Oncology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.

The Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, Zhejiang University School of Medicine, Hangzhou, China.

出版信息

Front Mol Biosci. 2023 Jul 12;10:1162409. doi: 10.3389/fmolb.2023.1162409. eCollection 2023.

Abstract

The goal of our bioinformatics study was to comprehensively analyze the association between the whole calpain family members and the progression and prognosis of hepatocellular carcinoma (HCC). The data were collected from The Cancer Genome Atlas (TCGA). The landscape of the gene expression, copy number variation (CNV), mutation, and DNA methylation of calpain members were analyzed. Clustering analysis was performed to stratify the calpain-related groups. The least absolute shrinkage and selection operator (LASSO)-based Cox model was used to select hub survival genes. We found 14 out of 16 calpain members expressed differently between tumor and normal tissues of HCC. The clustering analyses revealed high- and low-risk calpain groups which had prognostic difference. We found the high-risk calpain group had higher B cell infiltration and higher expression of immune checkpoint genes HAVCR2, PDCD1, and TIGHT. The CMap analysis found that the histone deacetylase (HDAC) inhibitor trichostatin A and the PI3K-AKT-mTOR pathway inhibitors LY-294002 and wortmannin might have a therapeutic effect on the high-risk calpain group. The DEGs between calpain groups were identified. Subsequent univariate Cox analysis of each DEG and LASSO-based Cox model obtained a calpain-related prognostic signature. The risk score model of this signature showed good ability to predict the overall survival of HCC patients in TCGA datasets and external validation datasets from the Gene Expression Omnibus database and the International Cancer Genome Consortium database. We found that calpain family members were associated with the progression, prognosis, and drug response of HCC. Our results require further studies to confirm.

摘要

我们生物信息学研究的目标是全面分析整个钙蛋白酶家族成员与肝细胞癌(HCC)进展和预后之间的关联。数据收集自癌症基因组图谱(TCGA)。对钙蛋白酶成员的基因表达、拷贝数变异(CNV)、突变和DNA甲基化情况进行了分析。进行聚类分析以对与钙蛋白酶相关的组进行分层。使用基于最小绝对收缩和选择算子(LASSO)的Cox模型来选择核心生存基因。我们发现16个钙蛋白酶成员中有14个在HCC肿瘤组织和正常组织之间表达存在差异。聚类分析揭示了具有预后差异的高风险和低风险钙蛋白酶组。我们发现高风险钙蛋白酶组具有更高的B细胞浸润以及免疫检查点基因HAVCR2、PDCD1和TIGHT的更高表达。CMap分析发现组蛋白去乙酰化酶(HDAC)抑制剂曲古抑菌素A以及PI3K-AKT-mTOR通路抑制剂LY-294002和渥曼青霉素可能对高风险钙蛋白酶组具有治疗作用。确定了钙蛋白酶组之间的差异表达基因(DEG)。随后对每个DEG进行单变量Cox分析以及基于LASSO的Cox模型获得了与钙蛋白酶相关的预后特征。该特征的风险评分模型在TCGA数据集以及来自基因表达综合数据库和国际癌症基因组联盟数据库的外部验证数据集中显示出良好的预测HCC患者总生存的能力。我们发现钙蛋白酶家族成员与HCC的进展、预后和药物反应相关。我们的结果需要进一步研究来证实。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/181c/10368982/5df2b9eb5d76/fmolb-10-1162409-g001.jpg

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