瘤学中的微RNA:人工智能时代的翻译视角
Ancuta Jurj1, Mihnea P Dragomir2,3,4, Ziyi Li5
1Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
Nature reviews. Clinical oncology
|January 15, 2026
概括
微RNAs (miRNAs) 在癌症生物学中至关重要,作为瘤抑制剂或瘤基因. 人工智能 (AI) 的进步正在加速miRNA生物标志物和疗法的临床翻译.
科学领域:
- 在瘤学瘤学.
- 分子生物学分子生物学
- 生物信息学是一种生物信息学.
背景情况:
- 微RNA (miRNA) 生物学在过去30年里有了显著的进化,揭示了它们在正常生理学和疾病,特别是癌症中的作用.
- 毫米RNA失调与瘤发生有关,特定的毫米RNA作为瘤抑制剂或瘤基因起作用.
- miRNAs作为癌症生物标志物和治疗点表现有前途,其中一些正在进入临床试验.
研究的目的:
- 审查miRNAs在癌症生物学中的关键作用.
- 突出miRNAs作为诊断工具和治疗目标的潜力.
- 讨论人工智能 (AI) 和机器学习对基于miRNA的癌症研究和临床翻译的影响.
主要方法:
- 对癌症中miRNA生物学现有文献的综述.
- 对人工智能和机器学习在miRNA生物标记物识别和治疗开发中的应用进行分析.
- 讨论基于miRNA的策略在临床转化中的挑战和机遇.
主要成果:
- miRNAs在癌症中发挥着多方面的作用,影响瘤发生.
- 人工智能和机器学习正在彻底改变瘤学中的生物标志物发现和临床试验设计.
- 最近的进展正在克服miRNA生物标志物和治疗药物的临床应用之前的障碍.
结论:
- miRNAs是癌症生物学不可或缺的组成部分,并具有诊断和治疗的巨大潜力.
- 人工智能驱动的方法对于推进基于miRNA的癌症研究和临床转化至关重要.
- 人工智能与miRNA研究的整合为有效的癌症管理提供了新的途径.
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