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Meta-analysis of cancer gene expression signatures reveals new cancer genes, SAGE tags and tumor associated regions of co-regulation

机译:对癌症基因表达特征的荟萃分析揭示了新的癌症基因,SAGE标签和肿瘤相关区域的共同调控

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摘要

Cancer is among the major causes of human death and its mechanism(s) are not fully understood. We applied a novel meta-analysis approach to multiple sets of merged serial analysis of gene expression and microarray cancer data in order to analyze transcriptome alterations in human cancer. Our methodology, which we denote ‘COgnate Gene Expression patterNing in tumours’ (COGENT), unmasked numerous genes that were differentially expressed in multiple cancers. COGENT detected well-known tumor-associated (TA) genes such as TP53, EGFR and VEGF, as well as many multi-cancer, but not-yet-tumor-associated genes. In addition, we identified 81 co-regulated regions on the human genome (RIDGEs) by using expression data from all cancers. Some RIDGEs (28%) consist of paralog genes while another subset (30%) are specifically dysregulated in tumors but not in normal tissues. Furthermore, a significant number of RIDGEs are associated with GC-rich regions on the genome. All assembled data is freely available online (www.oncoreveal.org) as a tool implementing COGENT analysis of multi-cancer genes and RIDGEs. These findings engender a deeper understanding of cancer biology by demonstrating the existence of a pool of under-studied multi-cancer genes and by highlighting the cancer-specificity of some TA-RIDGEs.
机译:癌症是人类死亡的主要原因之一,其机理尚不完全清楚。我们将一种新颖的荟萃分析方法应用于基因表达和微阵列癌症数据的多套合并系列分析,以便分析人类癌症中的转录组变化。我们的方法被称为“肿瘤中的同源基因表达模式”(COGENT),揭示了许多在多种癌症中差异表达的基因。 COGENT检测到了著名的与肿瘤相关的(TA)基因,例如TP53,EGFR和VEGF,以及许多与多种癌症相关但尚未与肿瘤相关的基因。此外,我们通过使用来自所有癌症的表达数据确定了人类基因组(RIDGEs)上的81个共同调控区域。一些RIDGE(28%)由旁系同源基因组成,而另一亚组(30%)在肿瘤中却异常失调,但在正常组织中却失调。此外,大量的RIDGE与基因组上富含GC的区域相关。所有组装的数据都可以在线免费(www.oncoreveal.org)进行,该工具可以实现对多种癌症基因和RIDGE进行COGENT分析。这些发现通过证明存在大量未被充分研究的多癌症基因,并突出了某些TA-RIDGE的癌症特异性,使人们对癌症生物学有了更深入的了解。

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