Welcome to visit Zhongnan Medical Journal Press Series journal website!

Home Articles Vol 38,2025 No.7 Detail

Analysis of the spectrum-effect relationship and key influencing factors of water-soluble components of Salvia miltiorrhiza based on stepwise regression model

Published on Jul. 29, 2025Total Views: 59 times Total Downloads: 14 times Download Mobile

Author: XUE Weihang 1 CHEN Yang 1 ZHOU Qinyu 1 HONG Yujiao 2 ZHAO Yongyi 2 LIU Hui 3

Affiliation: 1. College of Medical Technology, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China 2. College of Clinical Medicine, Chengdu University of Chinese Medicine, Chengdu 611137, China 3. College of Intelligent Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China

Keywords: Salvia miltiorrhiza Water-soluble components Spectrum-effect analysis Influencing factors Stepwise regression Cardiovascular protection

DOI: 10.12173/j.issn.1004-4337.202501088

Reference: Xue WH, Chen Y, Zhou QY, Hong YJ, Zhao YY, Liu H. Analysis of the spectrum-effect relationship and key influencing factors of water-soluble components of Salvia miltiorrhiza based on stepwise regression model[J]. Journal of Mathematical Medicine, 2025, 38(7): 508-517. DOI: 10.12173/j.issn.1004-4337.202501088[Article in Chinese]

  • Abstract
  • Full-text
  • References
Abstract

Objective  To establish a spectrum-effect correlation mathematical model of water-soluble components of Salvia miltiorrhiza and explore the correlation between water-soluble components of Salvia miltiorrhiza and cardiac repair, angiogenesis and vasodilatation.

Methods  The peak areas of high performance liquid chromatography fingerprint for nine water-soluble components of Salvia miltiorrhiza and their medicinal effects on zebrafish angiogenesis, cardiac protection and vasodilation were obtained by database retrieval. The spectrum-effect correlation mathematical model of water-soluble components of Salvia miltiorrhiza was established by stepwise regression method.

Results  Lithospermic acid was the key influencing factor to promote cardiac repair. Rosmarinic acid and salvianolic acid H were the key influencing factors to promote angiogenesis. Salvianolic acid H and salvianolic acid E were the key influencing factors to promote vasodilation.

Conclusion  Among the nine water-soluble components of Salvia miltiorrhiza, lithospermic acid, rosmarinic acid, salvianolic acid H and salvianolic acid E have significant activity against erosclerosis, but their mechanisms require further study. This study can provide reference for the activity screening of the water-soluble components of Salvia miltiorrhiza on cardiac protection, promotion of angiogenesis and vasodilation.

Full-text
Please download the PDF version to read the full text: download
References

1.屈媛, 王婷, 付慧婕, 等. 丹参的有效成分及药理作用研究进展[J]. 辽宁中医药大学学报, 2024, 26(9): 172-176. [Qu Y, Wang T, Fu HJ, et al. Research progress on the active ingredients and pharmacological effects of Danshen (Salviae Miltiorrhizae) [J]. Journal of Liaoning University of Traditional Chinese Medicine, 2024, 26(9): 172-176.] DOI: 10.13194/j.issn.1673-842x.2024. 09.033.

2.王婷婷, 张渊. 丹参的临床药理研究新进展[J]. 临床合理用药, 2025, 18(11): 164-167. [Wang TT, Zhang Y. New advances in clinical pharmacological research of Salvia miltiorrhiza[J]. Chinese Journal of Clinical Rational Drug Use, 2025, 18(11): 164-167.] DOI: 10.15887/j.cnki.13-1389/r.2025.11.048.

3.黄丽丽, 苏静. 丹参的作用机制及临床应用研究进展[J]. 中国药物滥用防治杂志, 2023, 29(6): 1002-1006. [Huang LL, Su J. Research progress on the mechanism of action and clinical application of Danshen[J]. Chinese Journal of Drug Abuse Prevention and Treatment, 2023, 29(6): 1002-1006.] DOI: 10.15900/j.cnki.zylf1995.2023.06.022.

4.陈凌霆, 张静宇, 赵娅敏, 等. 丹参有效成分的研究进展[J]. 山东化工, 2018, 47(20): 38-41. [Chen LT, Zhang JY, Zhao YM, et al. Research progress on active components and antitumor effects of Salvia Miltiorrhiza[J]. Shandong Chemical Industry, 2018, 47(20): 38-41.] DOI: 10.19319/j.cnki.issn.1008-021x.2018.20.015.

5.万新焕, 王瑜亮, 周长征, 等. 丹参化学成分及其药理作用研究进展[J]. 中草药, 2020, 51(3): 788-798. [Wan XH, Wang YL, Zhou CZ, et al. Research progress on chemical constituents and pharmacological effects of Salvia miltiorrhiza[J] Chinese Traditional and Herbal Drugs, 2020, 51(3): 788-798.] DOI: 10.7501/j .issn.0253-2670.2020.03.032.

6.丁凡, 王拥军, 张岩. 丹参活性成分的药理作用和临床应用研究进展[J]. 中华中医药杂志, 2021, 36(2): 659-662. [Ding F, Wang YJ, Zhang Y. Research advances in pharmacological effect and clinical application of active ingredients of Danshen[J]. China Journal of Traditional Chinese Medicine and Pharmacy, 2021, 36(2): 659-662.] https://kns.cnki.net/kcms2/article/abstract?v=EKYfHJ8l29gdoxhXrGMfVZCehaJTBWHCnhr3zA4neD1Syw2MuX9uG9kHJSeBjibjZsi14YHRqs4ExSEqoidKj89iAp7cIeI_9Ayx_1D4NIjKJyOBE9QHKlxrOWD_5HPYiIzKeVb3QYwRAmDTP4oXBs78QYQgNDqOVzQKUud4Pp4pumE34hv0U57G0tFIEAObdqkUcpCSlQU=&uniplatform=NZKPT&language=CHS

7.唐进法, 冯科冉, 王晓艳, 等. 基于多指标成分定量和凝血活性评价的丹红注射液质量标志物预测分析[J]. 中国医院药学杂志, 2023, 43(11): 1209-1215, 1238. [Tang JF, Feng KR, Wang XY, et al. Prediction analysis of Danhong Injection quality markers based on multi-index component quantification and coagulation activity evaluation[J] Chinese Journal of Hospital Pharmacy, 2023, 43(11): 1209-1215, 1238.] DOI: 10.13286/j.1001-5213.2023.11.05.

8.赵桂峰, 范英昌, 郭茂娟. 丹酚酸B对ApoE基因敲除糖尿病小鼠动脉粥样硬化的防治作用[J]. 中国老年学杂志, 2013, 33(4): 858-859. [Zhao GF, Fan YC, Guo MJ. The preventive and therapeutic effects of salvianolic acid B on atherosclerosis in ApoE knockout diabetic mice[J]. Chinese Journal of Gerontology, 2013, 33(4): 858-859.] DOI: 10.3969/j.issn.1005-9202.2013.04.053.

9.曹维锷, 樊子旭, 郑宏超, 等. 丹酚酸A对小鼠心脏骤停复苏后心功能的保护作用[J]. 国际心血管病杂志, 2023, 50(1): 41-45. [Cao WE, Fan ZX, Zheng HC, et al. The protective role of salvianolic acid A on cardiac function in mice after resuscitation from cardiac arrest[J]. International Journal of Cardiovascular Disease, 2023, 50(1): 41-45.] DOI: 10.3969/j.issn.1673-6583.2023.01.011.

10.张小艺, 刘久石, 高石曼, 等. 中药谱效关系的研究方法及应用进展[J]. 中国中药杂志, 2019, 44(20): 4405-4411. [Zhang XY, Liu JS, Gao SM, et al. Research methods and applications progress on spectrum-effect relationships in study of traditional Chinese medicine[J]. China Journal of Chinese Materia Medica, 2019, 44(20): 4405-4411.] DOI: 10.19540/j.cnki.cjcmm. 20190429.201.

11.王晓锋, 王会娟, 张靖, 等. 基于逐步回归法分析磺丁基-β-环糊精钠增溶能力一致性的影响因素[J]. 中国医药工业杂志, 2022, 53(10): 1482-1487. [Wang XF, Wang HJ, Zhang J, et al. Analysis of influencing factors on the consistency of solubilization ability of sodium sulfobutyl ether β-cyclodextrin based on stepwise regression method[J]. Chinese Journal of Pharmaceuticals, 2022, 53(10): 1482-1487.] DOI: 10.16522/j.cnki.cjph.2022.10.014.

12.吕鑫, 顾志荣, 葛斌, 等. 基于多产地及多模型的锁阳有效成分与无机元素相关性研究[J]. 中药材, 2022, 45(4): 811-817. [Lyu X, Gu ZR, Ge B, et al. Study on correlation between active ingredients and inorganic elements of cynomorii herba based on multiple producing areas and multiple models[J]. Journal of Chinese Medicinal Materials, 2022, 45(4): 811-817.] DOI: 10.13863/j.issn1001-4454.2022.04.008.

13.胡灵芝, 郭冬艳. 基于逐步回归法研究大黄对凝血时间影响的主要理化参数[J]. 陕西科技大学学报(自然科学版), 2013, (5): 156-159, 163. [Hu LZ, Guo DY. Exploring the main physical and chemical parameters of rhubarb's impact on clotting time based on stepwise regression method[J]. Journal of Shaanxi University of Science and Technology, 2013, (5): 156-159, 163.] DOI: 10.3969/j.issn.1000-5811.2013.05.035.

14.杨龙飞. 丹参水溶性成分多指标谱—效相关质量评价体系的研究[D]. 济南: 山东中医药大学, 2018. [Yang LF. Research on water-soluble components of salvia miltiorrhiza multi-index spectrum-effect related quality evaluation system[D]. Jinan: Shandong University of Traditional Chinese Medicine, 2018.] https://kns.cnki.net/kcms2/article/abstract?v=EKYfHJ8l29h3fNwjcZiJdbkerla8ptUUPToZ-1gCpmZaubD6bZ6KIRLUgV0Q-b2-AqpANjU4FyXI5vY0_jOULx5z6mHuU_QJ5n5__D3guNcWRQTzc9zXa3HNTUMPpzoXBasgUIsEu47jzKbspVakPZ76zR4fCfM68GIXczas9uI3HKLHoBFVUQlpX8yqTEMkZqP1IntnkBA=&uniplatform=NZKPT&language=CHS

15.高婧, 徐宝欣, 赵胜男, 等. 山楂叶提取物HPLC指纹图谱归属分析及谱效关系初探[J]. 中药材, 2017, 40(12): 2879-2883. [Gao J, Xu BX, Zhao SN, et al. Study on the distribution of HPLC fingerprint of Crataegi folium extract and its relationship with spectrum[J]. Journal of Chinese Medicinal Materials, 2017, 40(12): 2879-2883.] DOI: 10.13863/j.issn1001-4454.2017.12.030.

16.侯林华. 紫草酸和原儿茶酸抗心肌损伤作用机制研究[D]. 保定: 河北大学, 2024. [Hou LH. Study on the mechanism of anti-myocardial injury effects of Lithospermic acid and Protocatechuic acid[D]. Baoding: Hebei University, 2024.] DOI: 10.27103/d.cnki.ghebu.2024.001829.

17.高硕. 基于斑马鱼模型的水仙苷发育毒性及心可舒片抗心肌缺血活性研究[D]. 保定: 河北大学, 2022. [Gao S. Developmental toxicity of narcissin based on zebrafish model and anti-myocardial ischemia study of Xinkeshu tablet[D]. Baoding: Hebei University, 2022.] DOI: 10.27103/d.cnki.ghebu.2022. 000971.

18.Zhang M, Wei L, Xie S, et al. Activation of Nrf2 by lithospermic acid ameliorates myocardialischemia and reperfusion injury by promoting phosphorylation of AMP-activated protein kinase α (AMPKα)[J]. Front Pharmacol, 2021, 12: 794982. DOI: 10.3389/FPHAR.2021.794982.

19.张继丹. 迷迭香化学成分分析及扩血管活性研究[D]. 北京: 中国中医科学院, 2018. [Zhang JD. Chemical analysis and vasodilative effect of rosemary leaves[D]. Beijing: China Academy of Chinese Medical Sciences, 2018.] https://kns.cnki.net/kcms2/article/abstract?v=EKYfHJ8l29js1-fpTfh3PCAfs9DojCwxJUSiMffSHSWsrBvxKyI-_71PrwdRaDn4yayr0tu01Eb6WDVbTJS5e8vJHT7qryFR8hvmS-dx6EYX3hIDim0jdjLr540PKdjth5w6xzQM_OUV--efZy2vc6XJ41Qf3Im8cYpCClA_l5cRivf68ApxGSi-JIoGN9ojnEazAi9LReo=&uniplatform=NZKPT&language=CHS

20.李蓉, 陈琳, 李亚, 等. 迷迭香酸通过调控自噬抑制高糖诱导的HRMEC血管生成[J]. 中国中医眼科杂志, 2020, 30(10): 691-698. [Li R, Chen L, Li Y, et al. Rosmarinic acid inhibits high glucose induced angiogenesis of HRMEC by regulating autophagy[J]. China Journal of Chinese Ophthalmology, 2020, 30(10): 691-698.] DOI: 10.13444/j.cnki.zgzyykzz.2020.10.002.

21.柳晴, 张云, 刘可春, 等. 基于斑马鱼模型和分子对接技术的心可舒片促血管生成活性成分研究[J]. 中草药, 2022, 53(5): 1418-1433. [Liu Q, Zhang Y, Liu KC, et al. Study on angiogenesis promoting active constituents of Xinkeshu Tablets based on zebrafish model and molecular docking technology[J]. Chinese Traditional and Herbal Drugs, 2022, 53(5): 1418-1433.] DOI: 10.7501/j.issn.0253-2670.2022.05.017.

22.林逸科. 丹酚酸A通过L型钙离子通道舒张动脉血管的研究[D]. 广州: 广州中医药大学, 2022. [Lin YK. Study of salvianolic acid A relaxing arterial blood vessels though L-type calcium chanel[D]. Guangzhou: Guangzhou University of Chinese Medicine, 2022.] DOI: 10.27044/d.cnki.ggzzu.2022.000441.

23.杨丽丽, 曹策, 康静, 等. 丹酚酸B调控Piezo1通道保护心肌梗死后心力衰竭大鼠血管舒缩功能[J]. 中国中药杂志, 2024, 49(20): 5566-5576. [Yang LL, Cao C, Kang J, et al. Protection of vasodilatory function in rats with post-infarction heart failure by salvianolic acid B via modulating Piezo1 channel[J]. China Journal of Chinese Materia Medica, 2024, 49(20): 5566-5576.] DOI: 10.19540/j.cnki.cjcmm.20240611.705.

24.Wang W, Hu W. Salvianolic acid B recovers cognitive deficits and angiogenesis in a cerebral small vessel disease rat model via the STAT3/VEGF signaling pathway[J]. Mol Med Rep, 2018, 17(2): 3146-3151. DOI: 10.3892/mmr.2017.8203.

25.曹文轩. EBP-PR1P/c-ECM水凝胶靶向递送VEGF促进大鼠心肌缺血再生修复的研究[D]. 青岛: 青岛大学, 2023. [Cao WX. Functional recovery of myocardial infarction by specific EBP-PR1P peptides bridging injectable cardiac extracellular matrix and vascular endothelial growth factor[D]. Qingdao: Qingdao University, 2023.] DOI: 10.27262/d.cnki.gqdau.2023.000600.

26.陈子豪. 加减防己黄芪汤通过调节血管新生防治糖尿病心肌病的作用机理研究[D]. 天津: 天津中医药大学, 2021. [Chen ZH. The mechanisms of modified Fang Ji Huang Qi decoction in improving diabetic cardiomyopathy by regulating angiogenesis[D]. Tianjin: Tianjin University of Traditional Chinese Medicine, 2021.] DOI: 10.27368/d.cnki.gtzyy.2021.000543.

27.贾代乐, 张景洪, 陈圻炘, 等. 心脏原位巨噬细胞在小鼠心肌梗死后心脏修复中的作用[J]. 中国临床医学, 2024, 31(4): 603-611. [Jia DL, Zhang JH, Chen QX, et al. The role of cardiac resident macrophages in heart repair following myocardial infarction in mice[J]. Chinese Journal of Clinical Medicine, 2024, 31(4): 603-611.] DOI: 10.12025/j.issn.1008-6358. 2024.20240713.

28.Potente M, Carmeliet P. The link between angiogenesis and endothelial metabolism[J]. Annu Rev Physiol, 2017, 79(1): 43-66. DOI: 10.1146/annurev-physiol-021115-105134.

29.Sayed N, Liu C, Wu JC. Translation of human-induced pluripotent stem cells: from clinical trial in a dish to precision medicine[J]. J Am Coll Cardiol, 2016, 67(18): 2161-2176. DOI: 10.1016/j.jacc.2016.01.083.

Popular papers
Last 6 months