机器学习和分子动力学揭示了饮食中的黄类固醇的抗骨质疏松潜力
Baihe Zhang1, Lixia Zhao2, Yutong Sun1
1Nanjing University of Chinese Medicine, Nanjing, China.
Medicine
|October 15, 2025
概括
像大吉素和奎尔丁这样的黄类化合物通过向关键骨健康途径,显示出预防骨质疏松症的潜力. 这些化合物可以帮助减少骨质流失,并通过多种机制促进骨生长.
科学领域:
- 营养科学 营养科学
- 药理学 药理学是指药理学的学科.
- 计算生物学 计算生物学
背景情况:
- 骨质疏松症 (OP) 构成一个重大的全球健康挑战,目前的治疗可能会产生潜在的副作用.
- 饮食中的生物活性化合物,特别是黄类化合物,正在被研究其在OP中的预防潜力.
- 需要进行系统的研究,以确定关键的黄类成分及其抗骨质疏松机制.
研究的目的:
- 确定关键的黄类子类和具有抗骨质疏松作用的特定化合物.
- 阐明OP中的黄类药物的分子机制和治疗点.
- 评估OP干预的潜在黄类候选物的生物利用性和毒性.
主要方法:
- 综合国家健康和营养检查调查和饮食研究的食品和营养数据库对5789名成年人 (≥50) 的数据.
- 使用机器学习 (Boruta,LassoCV,RFECV,mRMR,ReliefF) 进行黄类查,使用XGBoost进行OP风险预测.
- 利用ADMET分析,网络药理学,分子对接和分子动力学模拟来识别目标并评估化合物稳定性.
主要成果:
- 鉴定了11种关键的黄类化合物,根据高生物可用性和低毒性优先考虑大齐丁,奎尔丁, катехин,阿皮基宁和凯姆菲罗尔.
- 在OP病变发生过程中发现了五个核心目标:信号传感器和转录3的激活器,雌激素受体1,碳酸酶2,雄激素受体 (AR) 和雌激素受体2.
- 已证实选的黄类化合物与核心标的强烈结合,特别是原蛋白和AR之间的稳定相互作用,这表明多标机制.
结论:
- 戴氏素,奎尔素,甲基素,阿皮基宁和凯姆菲罗尔可以通过调节参与骨再吸收和形成的关键点来对抗骨质疏松症.
- 稳定的AR-apigenin复合体突显了在OP中黄类药物的治疗潜力.
- 黄类药物在营养干预和骨质疏松症多目标治疗剂方面表现有前途.
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