Reinventing miRNA Cancer Therapy through Immunomodulation and AI.

IF 3.5 3区 生物学 Q3 CELL BIOLOGY
Yue Zhou, Yiqiang Liu, Yuesheng Lv, Yan Fang, Chuan Xu, Hong Wu
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引用次数: 0

Abstract

Despite the rational therapeutic premise of microRNA (miRNA) replacement or inhibition for cancer treatment, its clinical translation remains significantly constrained. Major challenges span from inherent molecular instability and off-target effects to substantial delivery hurdles. This persistent translational impasse continues despite continuous advancements in oligonucleotide chemistry and delivery platform engineering, underscoring an urgent need to re-evaluate the current developmental pathway. This review systematically delineates the significant therapeutic potential of miRNAs as pivotal gene regulators in oncology, alongside the current challenges in clinical translation posed by their unique biological complexity and delivery hurdles. Considering that, we highlight two pivotal frontiers poised to reshape the field: first, the strategic integration of miRNA therapeutics with modern immunotherapies to enhance anti-tumor efficacy; second, the application of artificial intelligence (AI) to deconvolute miRNA biology and accelerate rational drug design. An objective appraisal of persistent translational barriers, including robust in vivo target validation, long-term safety, and the interpretability of complex computational models is also provided. We conclude that realizing the full clinical potential of miRNA therapy will necessitate a convergent approach, integrating intelligent delivery technologies, multi-omics-guided precision, and deep interdisciplinary collaboration.

通过免疫调节和人工智能重塑miRNA癌症治疗。
尽管替代或抑制microRNA (miRNA)治疗癌症是合理的治疗前提,但其临床转化仍受到明显限制。主要的挑战包括从固有的分子不稳定性和脱靶效应到实质性的递送障碍。尽管寡核苷酸化学和递送平台工程不断取得进展,但这种持续的翻译僵局仍在继续,强调迫切需要重新评估当前的发展途径。这篇综述系统地描述了mirna作为肿瘤中关键基因调控因子的重要治疗潜力,以及它们独特的生物学复杂性和传递障碍所带来的临床翻译挑战。考虑到这一点,我们强调了重塑该领域的两个关键前沿:第一,miRNA治疗与现代免疫疗法的战略整合,以增强抗肿瘤疗效;第二,人工智能(AI)应用于解开miRNA生物学,加速合理的药物设计。本文还提供了对持续翻译障碍的客观评估,包括强大的体内靶标验证、长期安全性和复杂计算模型的可解释性。我们的结论是,实现miRNA治疗的全部临床潜力将需要一种融合的方法,整合智能给药技术,多组学指导的精度,以及深入的跨学科合作。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Experimental cell research
Experimental cell research 医学-细胞生物学
CiteScore
7.20
自引率
0.00%
发文量
295
审稿时长
30 days
期刊介绍: Our scope includes but is not limited to areas such as: Chromosome biology; Chromatin and epigenetics; DNA repair; Gene regulation; Nuclear import-export; RNA processing; Non-coding RNAs; Organelle biology; The cytoskeleton; Intracellular trafficking; Cell-cell and cell-matrix interactions; Cell motility and migration; Cell proliferation; Cellular differentiation; Signal transduction; Programmed cell death.
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