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Identification of Prognostic Biomarker Signatures and Candidate Drugs in Colorectal Cancer: Insights from Systems Biology Analysis

机译:鉴定直肠癌中预后生物标志物签名及候选药物:系统生物学分析见解

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摘要

Colorectal cancer (CRC) is the second most common cause of cancer-related death in the world, but early diagnosis ameliorates the survival of CRC. This report aimed to identify molecular biomarker signatures in CRC. We analyzed two microarray datasets (GSE35279 and GSE21815) from the Gene Expression Omnibus (GEO) to identify mutual differentially expressed genes (DEGs). We integrated DEGs with protein–protein interaction and transcriptional/post-transcriptional regulatory networks to identify reporter signaling and regulatory molecules; utilized functional overrepresentation and pathway enrichment analyses to elucidate their roles in biological processes and molecular pathways; performed survival analyses to evaluate their prognostic performance; and applied drug repositioning analyses through Connectivity Map (CMap) and geneXpharma tools to hypothesize possible drug candidates targeting reporter molecules. A total of 727 upregulated and 99 downregulated DEGs were detected. The PI3K/Akt signaling, Wnt signaling, extracellular matrix (ECM) interaction, and cell cycle were identified as significantly enriched pathways. Ten hub proteins (ADNP, CCND1, CD44, CDK4, CEBPB, CENPA, CENPH, CENPN, MYC, and RFC2), 10 transcription factors (ETS1, ESR1, GATA1, GATA2, GATA3, AR, YBX1, FOXP3, E2F4, and PRDM14) and two microRNAs (miRNAs) (miR-193b-3p and miR-615-3p) were detected as reporter molecules. The survival analyses through Kaplan–Meier curves indicated remarkable performance of reporter molecules in the estimation of survival probability in CRC patients. In addition, several drug candidates including anti-neoplastic and immunomodulating agents were repositioned. This study presents biomarker signatures at protein and RNA levels with prognostic capability in CRC. We think that the molecular signatures and candidate drugs presented in this study might be useful in future studies indenting the development of accurate diagnostic and/or prognostic biomarker screens and efficient therapeutic strategies in CRC.
机译:结直肠癌(CRC)是世界癌症相关死亡的第二个最常见的原因,但早期诊断改善CRC的生存。该报告旨在确定在CRC分子生物标记标签。我们分析基因表达综合(GEO)两大微阵列数据(GSE35279和GSE21815),以确定共同的差异表达基因(DEGS)。我们集成了蛋白质 - 蛋白质相互作用度的视角和转录/转录后调控网络,以确定记者信令和调控分子;利用官能比例过高和途径富集分析以阐明它们在生物过程和分子途径的作用;进行生存分析,以评估其预后的表现;并通过连通图(CMap的)和geneXpharma工具应用的药物重新定位分析来推测可能的候选药物靶向的报道分子。共有727上调和下调的99度的视角进行检测。的PI3K / Akt信号,Wnt信号传导,细胞外基质(ECM)的相互作用,以及细胞周期被确定为显著富集通路。十毂蛋白(ADNP,CCND1,CD44,CDK4,CEBPB,CENPA,CENPH,CENPN,MYC,和RFC2),10个转录因子(ETS1,ESR1,GATA1,GATA2,GATA3,AR,YBX1,FOXP3,E2F4,和PRDM14 )和两个微RNA(miRNA)(的miR-193b中-3P和miR-615-3p)检测作为报告分子。通过Kaplan-Meier曲线生存分析中生存概率的CRC患者的估计表明报道分子的表现可圈可点。此外,一些候选药物,包括抗肿瘤和免疫调节剂进行了重新定位。本研究提出的生物标志物蛋白在签名和RNA水平与CRC预后能力。我们认为,在这项研究中提出的分子特征和候选药物可能是缩进准确的诊断和/或预后生物标志物筛选和CRC有效治疗策略的发展今后的研究非常有用。

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