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通过联合 和 方法解析肾透明细胞癌顺铂耐药相关的关键基因。

Deciphering key genes involved in cisplatin resistance in kidney renal clear cell carcinoma through a combined and approach.

机构信息

Services Hospital, Lahore, Pakistan.

Sabzazar Medical Center, Lahore, Pakistan.

出版信息

Oncol Res. 2023 Sep 15;31(6):899-916. doi: 10.32604/or.2023.030760. eCollection 2023.

Abstract

The low survival rate of Kidney renal clear cell carcinoma (KIRC) patients is largely attributed to cisplatin resistance. Rather than focusing solely on individual proteins, exploring protein-protein interactions could offer greater insight into drug resistance. To this end, a series of and experiments were conducted to identify hub genes in the intricate network of cisplatin resistance-related genes in KIRC chemotherapy. The genes involved in cisplatin resistance across KIRC were retrieved from the National Center for Biotechnology Information (NCBI) database using search terms as "Kidney renal clear cell carcinoma" and "Cisplatin resistance". The genes retrieved were analyzed for hub gene identification using the STRING database and Cytoscape tool. Expression and promoter methylation profiling of the hub genes was done using UALCAN, GEPIA, OncoDB, and HPA databases. Mutational, survival, functional enrichment, immune cell infiltration, and drug prediction analyses of the hub genes were performed using the cBioPortal, GEPIA, GSEA, TIMER, and DrugBank databases. Lastly, expression and methylation levels of the hub genes were validated on two cisplatin-resistant RCC cell lines (786-O and A-498) and a normal renal tubular epithelial cell line (HK-2) using two high throughput techniques, including targeted bisulfite sequencing (bisulfite-seq) and RT-qPCR. A total of 124 genes were identified as being associated with cisplatin resistance in KIRC. Out of these genes, MCL1, IGF1R, CCND1, and PTEN were identified as hub genes and were found to have significant ( < 0.05) variations in their mRNA and protein expressions and effects on the overall survival (OS) of the KIRC patients. Moreover, an aberrant promoter methylation pattern was found to be associated with the dysregulation of the hub genes. In addition to this, hub genes were also linked with different cisplatin resistance-causing pathways. Thus, hub genes can be targeted with Alvocidib, Estradiol, Tretinoin, Capsaicin, Dronabinol, Metribolone, Calcitriol, Acetaminophen, Acitretin, Cyclosporine, Azacitidine, Genistein, and Resveratrol drugs. As the pathogenesis of KIRC is complex, targeting hub genes and associated pathways involved in cisplatin resistance could bring a milestone change in the drug discovery and management of drug resistance, which might uplift overall survival among KIRC patients.

摘要

肾透明细胞癌(KIRC)患者的生存率低在很大程度上归因于顺铂耐药。与仅关注单个蛋白质不同,探索蛋白质-蛋白质相互作用可以更深入地了解耐药性。为此,进行了一系列的和实验,以鉴定 KIRC 化疗中与顺铂耐药相关基因复杂网络中的枢纽基因。使用搜索词“肾透明细胞癌”和“顺铂耐药”从国家生物技术信息中心(NCBI)数据库中检索涉及 KIRC 顺铂耐药的基因。使用 STRING 数据库和 Cytoscape 工具分析检索到的基因,以鉴定枢纽基因。使用 UALCAN、GEPIA、OncoDB 和 HPA 数据库对枢纽基因的表达和启动子甲基化谱进行分析。使用 cBioPortal、GEPIA、GSEA、TIMER 和 DrugBank 数据库对枢纽基因进行突变、生存、功能富集、免疫细胞浸润和药物预测分析。最后,使用两种高通量技术,包括靶向亚硫酸氢盐测序(bisulfite-seq)和 RT-qPCR,在两种顺铂耐药的 RCC 细胞系(786-O 和 A-498)和正常肾小管上皮细胞系(HK-2)上验证枢纽基因的表达和甲基化水平。总共鉴定出 124 个与 KIRC 中顺铂耐药相关的基因。在这些基因中,MCL1、IGF1R、CCND1 和 PTEN 被鉴定为枢纽基因,并且它们的 mRNA 和蛋白质表达以及对 KIRC 患者总生存期(OS)的影响存在显著差异(<0.05)。此外,还发现异常的启动子甲基化模式与枢纽基因的失调有关。除此之外,枢纽基因还与不同的顺铂耐药引起的途径有关。因此,可以用 Alvocidib、雌二醇、维甲酸、辣椒素、大麻隆、美替勃龙、骨化三醇、对乙酰氨基酚、阿维 A、环孢素、阿扎胞苷、染料木黄酮和白藜芦醇等药物靶向枢纽基因。由于 KIRC 的发病机制复杂,针对参与顺铂耐药的枢纽基因和相关途径可能会给药物发现和耐药性管理带来里程碑式的改变,从而提高 KIRC 患者的总体生存率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2649/10513959/e380627b39e4/OncolRes-31-30760-f001.jpg

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