多重分子内表型有助于识别非小细胞肺癌的中心基因:解锁下一代癌症表型组学

IF 2.2 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY
Sanjukta Dasgupta
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引用次数: 0

摘要

下一代癌症表型组学通过部署多种分子内表型结合高通量基因表达分析,为非小细胞肺癌(NSCLC)研究中的发现发现提供了真正的机会。本研究使用公开的数据集(GSE18842和GSE229253)报道了NSCLC中差异表达的基因,发现了130个可能代表NSCLC关键分子特征的常见基因。此外,GeneMANIA和STRING的网络分析揭示了这些基因之间显著的共表达和相互作用模式,其中四个显著的中心基因grk5、CAV1、PPARG和cxcr2在NSCLC进展中被鉴定为关键基因。这些枢纽基因的验证表明,与正常基因相比,它们在肿瘤组织中一致下调。代表病理阶段的内表型的基因表达显示出明显的下调趋势,强调了它们作为癌症进展的生物标志物的假定作用。此外,三种mirna (hsa-miR-429、hsa-miR-335-5p和hsa-miR-126-3p)显示出与这些枢纽基因的强相关性,而SREBF1是一个相关的转录因子。途径富集分析发现趋化因子信号通路与这些基因显著相关,突出了其在肿瘤进展和免疫逃避中的作用。细胞型富集分析提示内皮细胞可能在非小细胞肺癌发病中起重要作用。最后,生存分析表明GRK5是一个潜在的致癌标志物,而CAV1可能具有保护作用。这些发现共同强调了NSCLC中关键的分子相互作用,并为转化研究、靶向治疗和临床预后标记提供了新的途径。它们也证明了下一代癌症表型组学的前景,使用多种内表型来发现和三角测量新发现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multiplexed Molecular Endophenotypes Help Identify Hub Genes in Non-Small Cell Lung Cancer: Unlocking Next-Generation Cancer Phenomics.

Next-generation cancer phenomics by deployment of multiple molecular endophenotypes coupled with high-throughput analyses of gene expression offer veritable opportunities for triangulation of discovery findings in non-small cell lung cancer (NSCLC) research. This study reports differentially expressed genes in NSCLC using publicly available datasets (GSE18842 and GSE229253), uncovering 130 common genes that may potentially represent crucial molecular signatures of NSCLC. Additionally, network analyses by GeneMANIA and STRING revealed significant coexpression and interaction patterns among these genes, with four notable hub genes-GRK5, CAV1, PPARG, and CXCR2-identified as pivotal in NSCLC progression. Validation of these hub genes indicated their consistent downregulation in tumor tissues compared to normal counterparts. Gene expression across the endophenotypes representing pathological stages revealed distinct downregulation trends, emphasizing their putative roles as biomarkers for cancer progression. Moreover, three miRNAs (hsa-miR-429, hsa-miR-335-5p, and hsa-miR-126-3p) showed strong associations with these hub genes, while SREBF1 emerged as a relevant transcription factor. Pathway enrichment analysis identified the chemokine signaling pathway as significantly associated with these genes, highlighting its role in tumor progression and immune evasion. Cell-type enrichment analysis indicated that endothelial cells may play a significant role in NSCLC pathogenesis. Finally, survival analysis demonstrated that GRK5 is a potential oncogenic marker, whereas CAV1 may have a protective effect. These findings collectively underscore the critical molecular interactions in NSCLC and suggest novel paths for translational research, targeted therapies, and prognostic markers in clinical settings. They also attest to the promises of next-generation cancer phenomics using multiple endophenotypes for discovery and triangulation of novel findings.

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来源期刊
Omics A Journal of Integrative Biology
Omics A Journal of Integrative Biology 生物-生物工程与应用微生物
CiteScore
6.00
自引率
12.10%
发文量
62
审稿时长
3 months
期刊介绍: OMICS: A Journal of Integrative Biology is the only peer-reviewed journal covering all trans-disciplinary OMICs-related areas, including data standards and sharing; applications for personalized medicine and public health practice; and social, legal, and ethics analysis. The Journal integrates global high-throughput and systems approaches to 21st century science from “cell to society” – seen from a post-genomics perspective.
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