MicroRNAs: circulating biomarkers for the early detection of imperceptible cancers via biosensor and machine-learning advances

小RNA 生物 癌症生物标志物 精密医学 癌症 诊断生物标志物 计算生物学 生物标志物 癌症检测 生物标志物发现 仿形(计算机编程) 生物信息学 计算机科学 蛋白质组学 基因 遗传学 操作系统
作者
Gavin A D Metcalf
出处
期刊:Oncogene [Springer Nature]
卷期号:43 (28): 2135-2142 被引量:1
标识
DOI:10.1038/s41388-024-03076-3
摘要

This review explores the topic of microRNAs (miRNAs) for improved early detection of imperceptible cancers, with potential to advance precision medicine and improve patient outcomes. Historical research exploring miRNA's role in cancer detection collectively revealed initial hurdles in identifying specific miRNA signatures for early-stage and difficult-to-detect cancers. Early studies faced challenges in establishing robust biomarker panels and overcoming the heterogeneity of cancer types. Despite this, recent developments have supported the potential of miRNAs as sensitive and specific biomarkers for early cancer detection as well as having demonstrated remarkable potential as diagnostic tools for imperceptible cancers, such as those with elusive symptoms or challenging diagnostic criteria. This review discusses the advent of high-throughput technologies that have enabled comprehensive detection and profiling of unique miRNA signatures associated with early-stage cancers. Furthermore, advancements in bioinformatics and machine-learning techniques are considered, exploring the integration of multi-omics data which have potential to enhance both the accuracy and reliability of miRNA-based cancer detection assays. Finally, perspectives on the continuing development on technologies as well as discussion around challenges that remain, such as the need for standardised protocols and addressing the complex interplay of miRNAs in cancer biology are conferred.
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