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Advantages of genomic complexity: Bioinformatics opportunities in microRNA cancer signatures

机译:基因组复杂性的优势:microRNA癌症特征中的生物信息学机会

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摘要

MicroRNAs, small non-coding RNAs, may act as tumor suppressors or oncogenes, and each regulate their own transcription and that of hundreds of genes, often in a tissue-dependent manner. This creates a tightly interwoven network regulating and underlying oncogenesis and cancer biology. Although protein-coding gene signatures and single protein pathway markers have proliferated over the past decade, routine adoption of the former has been hampered by interpretability, reproducibility, and dimensionality, whereas the single molecule-phenotype reductionism of the latter is often overly simplistic to account for complex phenotypes. MicroRNA-derived biomarkers offer a powerful alternative; they have both the flexibility of gene expression signature classifiers and the desirable mechanistic transparency of single protein biomarkers. Furthermore, several advances have recently demonstrated the robust detection of microRNAs from various biofluids, thus providing an additional opportunity for obtaining bioinformatically derived biomarkers to accelerate the identification of individual patients for personalized therapy.
机译:微小的非编码RNA可能起着抑癌或致癌基因的作用,并且通常以组织依赖性方式调节各自的转录以及数百个基因的转录。这形成了紧密交织的网络,调控着肿瘤发生和癌症生物学,并为之奠定了基础。尽管在过去十年中,蛋白质编码基因签名和单一蛋白质途径标记物激增,但前者的常规采用受到解释性,可再现性和尺寸的阻碍,而后者的单分子表型还原主义往往过于简单化。用于复杂的表型。 MicroRNA衍生的生物标记物提供了强大的替代方法;它们既具有基因表达签名分类器的灵活性,又具有单个蛋白质生物标记物所需的机械透明度。此外,最近的一些进展表明,可以可靠地检测各种生物流体中的microRNA,从而为获得生物信息学衍生的生物标记物提供了额外的机会,从而可以加快对个体患者的个性化治疗识别。

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