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人工智能发现天然基质金属蛋白酶抑制剂藏红花素可作为胸主动脉瘤和夹层的潜在治疗方法。

Artificial Intelligence Uncovers Natural MMP Inhibitor Crocin as a Potential Treatment of Thoracic Aortic Aneurysm and Dissection.

作者信息

Qi Feiran, Liu Yan, Zhang Kunlin, Zhang Yanzhenzi, Xu Ke, Zhou Mei, Zhao Huinan, Zhu Shuolin, Chen Jianxin, Li Ping, Du Jie

机构信息

Beijing Anzhen Hospital, Capital Medical University, Beijing, China.

Beijing Institute of Heart Lung and Blood Vessel Diseases, Beijing, China.

出版信息

Front Cardiovasc Med. 2022 Apr 6;9:871486. doi: 10.3389/fcvm.2022.871486. eCollection 2022.

Abstract

Thoracic aortic aneurysm and dissection (TAAD) is a lethal cardiovascular condition without effective pharmaceutical therapy. Identifying novel drugs that target the key pathogenetic components is an urgent need. Bioinformatics analysis of pathological studies indicated "extracellular matrix organization" as the most significant functional pathway related to TAAD, in which matrix metallopeptidase (MMP) 2 and MMP9 ranked above other proteases. MMP1-14 were designated as the prototype molecules for docking against PubChem Compound Database using Surflex-Dock, and nine natural compounds were identified. Using a generic MMP activity assay and an aminopropionitrile (BAPN)-induced TAAD mouse model, we identified crocin as an effective MMP inhibitor, suppressing the occurrence and rupture of TAAD. Biolayer interferometry and AI/bioinformatics analyses indicated that crocin may inhibit MMP2 activity by direct binding. Possible binding sites were investigated. Overall, the integration of artificial intelligence and functional experiments identified crocin as an MMP inhibitor with strong therapeutic potential.

摘要

胸主动脉瘤和夹层(TAAD)是一种致命的心血管疾病,目前尚无有效的药物治疗方法。识别针对关键致病成分的新型药物迫在眉睫。对病理研究的生物信息学分析表明,“细胞外基质组织”是与TAAD相关的最显著功能途径,其中基质金属蛋白酶(MMP)2和MMP9的排名高于其他蛋白酶。将MMP1 - 14指定为使用Surflex - Dock对接PubChem化合物数据库的原型分子,并鉴定出九种天然化合物。使用通用的MMP活性测定法和氨基丙腈(BAPN)诱导的TAAD小鼠模型,我们确定藏红花素是一种有效的MMP抑制剂,可抑制TAAD的发生和破裂。生物层干涉术和人工智能/生物信息学分析表明,藏红花素可能通过直接结合抑制MMP2活性。研究了可能的结合位点。总体而言,人工智能与功能实验的结合确定藏红花素是一种具有强大治疗潜力的MMP抑制剂。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9886/9019136/e8a0e95fcab0/fcvm-09-871486-g0001.jpg

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