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基于AlphaFold的人工智能对接揭示了中药对代谢相关脂肪性肝病中AMPK/SIRT1-TFEB通路的调节作用。

AlphaFold-based AI docking reveals AMPK/SIRT1-TFEB pathway modulation by traditional Chinese medicine in metabolic-associated fatty liver disease.

作者信息

Zhang Lulu, Zheng Yi, Shao Mingyan, Chen Aiping, Liu Meiyi, Sun Wenlong, Li Tianxing, Fang Yini, Dong Yang, Zhao Shipeng, Luo Hui, Feng Juan, Wang Qi, Li Lingru, Zheng Yanfei

机构信息

National Institute of TCM Constitution and Preventive Medicine, Beijing University of Chinese Medicine, Beijing 100029, China; Shanxi University of Chinese Medicine, Jinzhong, Shanxi 030619, China.

National Institute of TCM Constitution and Preventive Medicine, Beijing University of Chinese Medicine, Beijing 100029, China; School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing 100029, China.

出版信息

Pharmacol Res. 2025 Feb;212:107617. doi: 10.1016/j.phrs.2025.107617. Epub 2025 Jan 18.

Abstract

Metabolic-associated fatty liver disease (MAFLD) is a chronic, progressive disorder characterized by hepatic steatosis and excessive lipid accumulation. Its high global adult prevalence (approximately 50.7 %) is a significant concern worldwide. However, FDA-approved therapeutic drugs remains lacking. Qigui Jiangzhi Formula (QGJZF) shows promise in treating MAFLD by effectively decreasing lipid levels and improving hepatic steatosis, however its mechanisms remain unclear. This study investigated QGJZF's effects in high-fat diet-induced zebrafish and golden hamsters, and in palmitate (PA) and oleic acid (OA) - induced HepG2 cells, using the SymMap database to identify potential targets and pathways of QGJZF in MAFLD and AlphaFold algorithms to predict protein structures. In vivo, QGJZF significantly alleviated hepatic lipid deposition. Intriguingly, QGJZF decreased lipid droplets and its levels are negative correlated with the numbers of autolysosomes, indicating that QGJZF's mechanism of ameliorating liver lipid deposition may be related to the regulation of autophagy. QGJZF upregulated the expressions of phosphorylated -Adenosine 5'-monophosphate (AMP) - activated protein kinase (p-AMPK), Sirtuin deacetylase 1 (SIRT1) and Transcription factor EB (TFEB), accompanied by the changes in autophagy-related proteins. In vitro, QGJZF inhibited the lipid deposition in PA/OA-stimulated HepG2 cells, and its effect was blocked by an autophagy inhibitor Baf-A1, which was mediated through upregulation of TFEB and its mediated autophagy-lysosomal pathway. Moreover, cotreatment with AMPK inhibitor Compound C, the regulation of QGJZF on TFEB, SIRT1, autophagy-related protein levels, and lipid deposition were reversed. Network pharmacology identified the PRKAA2 (AMPK) and SIRT1 as key hub targets. Futher analysis of their structures using AlphaFold3 algorithms, yielded high-ranking scores of 0.97 and 0.93, respectively. Liquid chromatography-mass spectrometry combined with molecular docking expounded its five compounds in QGJZF binding to AMPK protein. These findings suggest that QGJZF as a therapeutic agent in augmenting autophagy-facilitated lipid clearance for the management of MAFLD via AMPK/SIRT1-TFEB axis.

摘要

代谢相关脂肪性肝病(MAFLD)是一种以肝脂肪变性和脂质过度蓄积为特征的慢性进行性疾病。其在全球成年人中的高患病率(约50.7%)是全球范围内的一个重大关注点。然而,仍缺乏美国食品药品监督管理局(FDA)批准的治疗药物。芪归降脂方(QGJZF)在治疗MAFLD方面显示出前景,可有效降低血脂水平并改善肝脂肪变性,但其机制仍不清楚。本研究调查了QGJZF对高脂饮食诱导的斑马鱼和金黄仓鼠以及棕榈酸(PA)和油酸(OA)诱导的HepG2细胞的影响,使用SymMap数据库识别QGJZF在MAFLD中的潜在靶点和途径,并使用AlphaFold算法预测蛋白质结构。在体内,QGJZF显著减轻了肝脏脂质沉积。有趣的是,QGJZF减少了脂滴,且其水平与自噬溶酶体的数量呈负相关,这表明QGJZF改善肝脏脂质沉积的机制可能与自噬调节有关。QGJZF上调了磷酸化腺苷5'-单磷酸(AMP)激活蛋白激酶(p-AMPK)、沉默调节蛋白1(SIRT1)和转录因子EB(TFEB)的表达,并伴有自噬相关蛋白的变化。在体外,QGJZF抑制了PA/OA刺激的HepG2细胞中的脂质沉积,其作用被自噬抑制剂巴弗洛霉素A1(Baf-A1)阻断,这是通过上调TFEB及其介导的自噬溶酶体途径介导的。此外,与AMPK抑制剂化合物C共同处理后,QGJZF对TFEB、SIRT1、自噬相关蛋白水平和脂质沉积的调节作用被逆转。网络药理学确定蛋白激酶AMP激活的催化亚基α2(PRKAA2,即AMPK)和SIRT1为关键枢纽靶点。使用AlphaFold3算法对它们的结构进行进一步分析,分别得到了0.97和0.93的高分。液相色谱-质谱联用结合分子对接阐明了QGJZF中的五种化合物与AMPK蛋白结合。这些发现表明,QGJZF作为一种治疗剂,可通过AMPK/SIRT1-TFEB轴增强自噬促进的脂质清除,用于管理MAFLD。

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