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An integrated transcriptomic and computational analysis for biomarker identification in gastric cancer

机译:综合转录组学和计算分析,用于胃癌生物标志物的鉴定

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This report describes an integrated study on identification of potential markers for gastric cancer in patients' cancer tissues and sera based on: (i) genome-scale transcriptomic analyses of 80 paired gastric cancer/reference tissues and (ii) computational prediction of blood-secretory proteins supported by experimental validation. Our findings show that: (i) 715 and 150 genes exhibit significantly differential expressions in all cancers and early-stage cancers versus reference tissues, respectively; and a substantial percentage of the alteration is found to be influenced by age and/or by gender; (ii) 21 co-expressed gene clusters have been identified, some of which are specific to certain subtypes or stages of the cancer; (iii) the top-ranked gene signatures give better than 94% classification accuracy between cancer and the reference tissues, some of which are gender-specific; and (iv) 136 of the differentially expressed genes were predicted to have their proteins secreted into blood, 81 of which were detected experimentally in the sera of 13 validation samples and 29 found to have differential abundances in the sera of cancer patients versus controls. Overall, the novel information obtained in this study has led to identification of promising diagnostic markers for gastric cancer and can benefit further analyses of the key (early) abnormalities during its development.
机译:本报告描述了一项综合研究,旨在鉴定患者癌组织和血清中胃癌的潜在标志物,其依据是:(i)80种配对的胃癌/参考组织的基因组规模转录组学分析,以及(ii)血液分泌的计算预测实验验证支持的蛋白质。我们的研究结果表明:(i)715和150个基因分别在所有癌症和早期癌症与参考组织中表现出明显的差异表达;并且发现很大一部分变化受年龄和/或性别的影响; (ii)已鉴定出21个共表达的基因簇,其中一些特定于癌症的某些亚型或阶段; (iii)排名靠前的基因签名在癌症和参考组织之间的分类准确度优于94%,其中一些是性别特定的; (iv)预测136个差异表达基因的蛋白质会分泌到血液中,其中13个验证样本的血清中有81个是通过实验检测到的,而29个癌症患者与对照组的血清中有29个差异。总体而言,在这项研究中获得的新信息已导致鉴定出有前景的胃癌诊断标记,并可能有助于进一步分析其发展过程中的关键(早期)异常。

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