从分子混沌到精准医学治疗心肌肥厚:结合人工智能和多组学数据合理利用天然产物。

IF 10.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY
Pharmacological research Pub Date : 2025-09-01 Epub Date: 2025-08-06 DOI:10.1016/j.phrs.2025.107898
Jinhui Wang, Jiaojiao Pan, Fei Luan, Huanxian Shi, Yundong Xie, Chongbo Zhao, Junbo Zou, Yajun Shi, Dongyan Guo, Jing Sun, Xiaofei Zhang
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引用次数: 0

摘要

鉴于心脏肥厚(CH)的复杂和多因素的分子机制,传统的药物治疗在实现疾病逆转方面往往面临重大挑战。本文综述了将天然产物与人工智能(AI)和多组学技术相结合治疗慢性肝病的创新方法。我们提供了驱动病理性肥大的分子途径的详细分析,特别强调受损的钙信号和涉及铁下垂和焦亡的促炎-氧化反馈回路。先进的人工智能驱动的方法,如单细胞空间转录组学和机器学习算法,有助于更细致地了解细胞异质性和识别关键的药理学靶点,包括Sirtuin 3 (SIRT3)和toll样受体4 (TLR4)。与传统的单靶点药物相比,人参皂苷Rb1和黄芩苷等天然产物具有优越的多靶点药理作用,可有效调节amp活化蛋白激酶(AMPK)活化和活化B细胞核因子κB轻链增强子(NF-κB)抑制等关键途径。此外,来自肠道微生物群的代谢物,包括三甲胺n -氧化物(TMAO)和短链脂肪酸(SCFAs),成为心脏重塑的新调节剂,通过组蛋白去乙酰化酶(hdac)-PHF21B轴等途径影响表观遗传调节。通过将尖端技术与药理学见解相结合,本文概述了精确药物治疗的综合策略,从早期信号调节到系统网络重编程,从而将治疗的重点从症状管理转移到潜在的疾病逆转。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
From molecular chaos to precision medicine in the treatment of cardiac hypertrophy: A rational use of natural products by integrating artificial intelligence and multi-omics data.

Given the intricate and multifactorial molecular mechanisms underlying cardiac hypertrophy (CH), conventional pharmacological treatments often face significant challenges in achieving disease reversal. This review presents an innovative approach to treating CH by combining natural products with artificial intelligence (AI) and multi-omics technologies. We provide detailed analysis of the molecular pathways that drive pathological hypertrophy, with a particular emphasis on impaired calcium signaling and the pro-inflammatory-oxidative feedback loop involving ferroptosis and pyroptosis. Advanced AI-driven methodologies, such as single-cell spatial transcriptomics and machine learning algorithms, facilitate a more nuanced understanding of cellular heterogeneity and the identification of key pharmacological targets, including Sirtuin 3 (SIRT3) and Toll-Like Receptor 4 (TLR4). Natural products like ginsenoside Rb1 and baicalin exhibit superior multitarget pharmacological effects compared to conventional single-target drugs, effectively modulating critical pathways like AMP-activated protein kinase (AMPK) activation and Nuclear Factor kappa-light-chain-enhancer of activated B cells (NF-κB) inhibition. Moreover, metabolites derived from the gut microbiota, including trimethylamine N-oxide (TMAO) and short-chain fatty acids, emerge as novel modulators of cardiac remodeling, influencing epigenetic regulation through pathways such as the Histone Deacetylases (HDACs)-PHD Finger Protein 21B (PHF21B) axis. By integrating cutting-edge technologies with pharmacological insights, this review outlines a comprehensive strategy for precision pharmacotherapy, ranging from early-stage signaling modulation to systemic network reprogramming, thus shifting the focus of treatment from symptom management to potential disease reversal.

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来源期刊
Pharmacological research
Pharmacological research 医学-药学
CiteScore
18.70
自引率
3.20%
发文量
491
审稿时长
8 days
期刊介绍: Pharmacological Research publishes cutting-edge articles in biomedical sciences to cover a broad range of topics that move the pharmacological field forward. Pharmacological research publishes articles on molecular, biochemical, translational, and clinical research (including clinical trials); it is proud of its rapid publication of accepted papers that comprises a dedicated, fast acceptance and publication track for high profile articles.
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