Identifying of Anticoagulant Ingredients From Moutan Cortex Based on Spectrum-Effect Relationship Analysis Combined With GRA, PLS, and SVM Algorithms

IF 1.8 4区 医学 Q4 BIOCHEMICAL RESEARCH METHODS
Weijie Pan, Qianru Chen, Menghua Wu, Yue Sun, Ming Li, Shumei Wang, Xingyang Xue, Jiang Meng
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Abstract

Moutan Cortex (MC) is a renowned Chinese medicine used for promoting blood circulation and removing blood stasis. However, the active ingredients are unclear. This study aimed to identify and validate the active ingredients of MC. UPLC fingerprints of 23 batches of MC from various origins were analyzed. The activating blood efficacy of MC was assessed by evaluating the inhibitory effects on thrombin and factor Xa (FXa) using the chromogenic substrate method. Active ingredients were identified through spectrum-effect relationship analysis using gray relation analysis (GRA), partial least squares (PLS), and support vector machine (SVM) algorithms. Consequently, five components were identified as potential active ingredients: mudanpioside H, oxypaeoniflorin, 1,2,3,4,6-penta-O-galloyl-β-d-glucose (PGG), benzoyloxypaeoniflorin, and suffruticoside A/B/C/D. The pharmacological activities of these five active ingredients were further confirmed by measuring their thrombin inhibition ability and antithrombotic effects in zebrafish, and their interactions with thrombin and FXa were examined using molecular docking technology. Oxypaeoniflorin, benzoyloxypaeoniflorin, and PGG demonstrated significant efficacy in promoting blood circulation and resolving blood stasis, as well as strong binding affinities. This study provides a biochemical foundation for the anticoagulant effects of MC and offers valuable insights for quality control and the development of novel anticoagulant ingredients drugs.

牡丹皮(MC)是一种著名的中药,具有活血化瘀的功效。然而,其有效成分尚不明确。本研究旨在鉴定和验证木丹皮的有效成分。研究分析了 23 批不同产地的 MC 的 UPLC 指纹图谱。采用显色底物法评估 MC 对凝血酶和 Xa 因子 (FXa) 的抑制作用,从而评估 MC 的活血功效。通过使用灰色关系分析(GRA)、偏最小二乘法(PLS)和支持向量机(SVM)算法进行谱效关系分析,确定了活性成分。最终,五种成分被确定为潜在的活性成分:牡丹皮苷 H、氧芍药苷、1,2,3,4,6-五-O-愈创木酚-β-d-葡萄糖(PGG)、苯甲酰氧基芍药苷和莴苣苷 A/B/C/D。通过测定这五种有效成分在斑马鱼体内的凝血酶抑制能力和抗血栓作用,进一步证实了它们的药理活性,并利用分子对接技术研究了它们与凝血酶和 FXa 的相互作用。结果表明,氧芍药苷、苯甲酰氧芍药苷和 PGG 具有显著的活血化瘀功效和较强的结合亲和力。这项研究为 MC 的抗凝作用提供了生化基础,并为质量控制和新型抗凝成分药物的开发提供了宝贵的见解。
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来源期刊
Biomedical Chromatography
Biomedical Chromatography 生物-分析化学
CiteScore
3.60
自引率
5.60%
发文量
268
审稿时长
2.3 months
期刊介绍: Biomedical Chromatography is devoted to the publication of original papers on the applications of chromatography and allied techniques in the biological and medical sciences. Research papers and review articles cover the methods and techniques relevant to the separation, identification and determination of substances in biochemistry, biotechnology, molecular biology, cell biology, clinical chemistry, pharmacology and related disciplines. These include the analysis of body fluids, cells and tissues, purification of biologically important compounds, pharmaco-kinetics and sequencing methods using HPLC, GC, HPLC-MS, TLC, paper chromatography, affinity chromatography, gel filtration, electrophoresis and related techniques.
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