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基于模型的整合分析揭示了三阴性乳腺癌中新型预后性miRNA靶点和重要癌症驱动基因的存在。

Model-Based Integration Analysis Revealed Presence of Novel Prognostic miRNA Targets and Important Cancer Driver Genes in Triple-Negative Breast Cancers.

作者信息

Zaka Masood, Sutton Chris W, Peng Yonghong, Konur Savas

机构信息

School of Health & Life Sciences, Teesside University, Middlesbrough, TS1 3BA, UK.

National Horizon Centre, Teesside University, 38 John Dixon Lane, Darlington DL1 1HG, UK.

出版信息

Cancers (Basel). 2020 Mar 9;12(3):632. doi: 10.3390/cancers12030632.

Abstract

miRNAs (microRNAs) play a key role in triple-negative breast cancer (TNBC) progression, and its heterogeneity at the expression, pathological and clinical levels. Stratification of breast cancer subtypes on the basis of genomics and transcriptomics profiling, along with the known biomarkers' receptor status, has revealed the existence of subgroups known to have diverse clinical outcomes. Recently, several studies have analysed expression profiles of matched mRNA and miRNA to investigate the underlying heterogeneity of TNBC and the potential role of miRNA as a biomarker within cancers. However, the miRNA-mRNA regulatory network within TNBC has yet to be understood. We performed model-based integrated analysis of miRNA and mRNA expression profiles on breast cancer, primarily focusing on triple-negative, to identify subtype-specific signatures involved in oncogenic pathways and their potential role in patient survival outcome. Using univariate and multivariate Cox analysis, we identified 25 unique miRNAs associated with the prognosis of overall survival (OS) and distant metastases-free survival (DMFS) with "risky" and "protective" outcomes. The association of these prognostic miRNAs with subtype-specific mRNA genes was established to investigate their potential regulatory role in the canonical pathways using anti-correlation analysis. The analysis showed that miRNAs contribute to the positive regulation of known breast cancer driver genes as well as the activation of respective oncogenic pathway during disease formation. Further analysis on the "risk associated" miRNAs group revealed significant regulation of critical pathways such as cell growth, voltage-gated ion channel function, ion transport and cell-to-cell signalling. The study findings provide new insights into the potential role of miRNAs in TNBC disease progression through the activation of key oncogenic pathways. The results showed previously unreported subtype-specific prognostic miRNAs associated with clinical outcome that may be used for further clinical evaluation.

摘要

微小RNA(miRNA)在三阴性乳腺癌(TNBC)进展及其在表达、病理和临床水平上的异质性中起关键作用。基于基因组学和转录组学分析以及已知生物标志物的受体状态对乳腺癌亚型进行分层,揭示了存在具有不同临床结果的亚组。最近,几项研究分析了匹配的mRNA和miRNA的表达谱,以研究TNBC潜在的异质性以及miRNA作为癌症生物标志物的潜在作用。然而,TNBC内的miRNA-mRNA调控网络尚不清楚。我们对乳腺癌的miRNA和mRNA表达谱进行了基于模型的综合分析,主要关注三阴性乳腺癌,以识别参与致癌途径的亚型特异性特征及其在患者生存结果中的潜在作用。使用单变量和多变量Cox分析,我们确定了25种与总生存(OS)和无远处转移生存(DMFS)预后相关的独特miRNA,具有“风险”和“保护”结果。通过反相关分析建立了这些预后miRNA与亚型特异性mRNA基因的关联,以研究它们在经典途径中的潜在调控作用。分析表明,miRNA有助于已知乳腺癌驱动基因的正调控以及疾病形成过程中各自致癌途径的激活。对“风险相关”miRNA组的进一步分析揭示了对关键途径的显著调控,如细胞生长、电压门控离子通道功能、离子转运和细胞间信号传导。该研究结果为miRNA通过激活关键致癌途径在TNBC疾病进展中的潜在作用提供了新的见解。结果显示了与临床结果相关的先前未报道的亚型特异性预后miRNA,可用于进一步的临床评估。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/db7a/7139587/c25e2d694bb5/cancers-12-00632-g001.jpg

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