1H NMR-Based Metabolomics Coupled With Molecular Docking Reveal the Anti-Diabetic Effects and Potential Active Components of Berberis vernae on Type 2 Diabetic Rats

The dried stem bark of Berberis vernae C.K.Schneid., known as “Xiao-bo-pi” in Chinese, is a representative anti-diabetic herb in traditional Tibetan medical system. However, its anti-diabetic mechanisms and active components remain unclear. In this study, 1H NMR-based metabolomics, biochemistry assa...

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Main Authors: Qi Li, Chengcheng Zhao, Yunsen Zhang, Huan Du, Tong Xu, Xinmei Xu, Jing Zhang, Tingting Kuang, Xianrong Lai, Gang Fan, Yi Zhang
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-06-01
Series:Frontiers in Pharmacology
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fphar.2020.00932/full
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spelling doaj-915bdb436cda40ca9c3d71826ea7d4a32020-11-25T03:15:37ZengFrontiers Media S.A.Frontiers in Pharmacology1663-98122020-06-011110.3389/fphar.2020.009325242391H NMR-Based Metabolomics Coupled With Molecular Docking Reveal the Anti-Diabetic Effects and Potential Active Components of Berberis vernae on Type 2 Diabetic RatsQi Li0Chengcheng Zhao1Yunsen Zhang2Huan Du3Tong Xu4Xinmei Xu5Jing Zhang6Tingting Kuang7Xianrong Lai8Gang Fan9Yi Zhang10School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaSchool of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaSchool of Ethnic Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaSchool of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaSchool of Ethnic Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaSchool of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaSchool of Ethnic Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaSchool of Ethnic Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaSchool of Ethnic Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaSchool of Ethnic Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaSchool of Ethnic Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaThe dried stem bark of Berberis vernae C.K.Schneid., known as “Xiao-bo-pi” in Chinese, is a representative anti-diabetic herb in traditional Tibetan medical system. However, its anti-diabetic mechanisms and active components remain unclear. In this study, 1H NMR-based metabolomics, biochemistry assay, molecular docking, and network analysis were integrated to evaluate the anti-diabetic effects of B. vernae extract on type 2 diabetic rats, and to explore its active components and underlying mechanisms. Diabetes was induced by high-fat diet and streptozotocin. After 30 days of treatment, B. vernae extract significantly decreased the serum levels of fasting blood glucose, insulin, insulin resistance index, glycated serum protein, TNF-α, IL-1β, and IL-6, whereas significantly increased the serum levels of insulin sensitivity index in type 2 diabetic rats. A total of 28 endogenous metabolites were identified by 1H NMR-based metabolomics, of which 9 metabolites that were changed by diabetes were significantly reversed by B. vernae extract. The constructed compound-protein-metabolite-disease (CPMD) interaction network revealed the correlation between chemical constituents, target proteins, differential metabolites, and type 2 diabetes. Ferulic acid 4-O-β-D-glucopyranoside, bufotenidine, jatrorrhizine, and berberine showed good hit rates for both the 30 disease-related proteins and 14 differential metabolites-related proteins, indicating that these four compounds might be the active ingredients of B. vernae against type 2 diabetes. Moreover, pathway analysis revealed that the anti-diabetic mechanisms of B. vernae might be related to its regulation of several metabolic pathways (e.g., butanoate metabolism) and disease-related signal pathways (e.g., adipocytokine signaling pathway). In summary, B. vernae exerts a significant anti-diabetic effect and has potential as a drug candidate for the treatment of type 2 diabetes.https://www.frontiersin.org/article/10.3389/fphar.2020.00932/fullBerberis vernaeherbal medicinetype 2 diabetesmetabolomicsmolecular docking
collection DOAJ
language English
format Article
sources DOAJ
author Qi Li
Chengcheng Zhao
Yunsen Zhang
Huan Du
Tong Xu
Xinmei Xu
Jing Zhang
Tingting Kuang
Xianrong Lai
Gang Fan
Yi Zhang
spellingShingle Qi Li
Chengcheng Zhao
Yunsen Zhang
Huan Du
Tong Xu
Xinmei Xu
Jing Zhang
Tingting Kuang
Xianrong Lai
Gang Fan
Yi Zhang
1H NMR-Based Metabolomics Coupled With Molecular Docking Reveal the Anti-Diabetic Effects and Potential Active Components of Berberis vernae on Type 2 Diabetic Rats
Frontiers in Pharmacology
Berberis vernae
herbal medicine
type 2 diabetes
metabolomics
molecular docking
author_facet Qi Li
Chengcheng Zhao
Yunsen Zhang
Huan Du
Tong Xu
Xinmei Xu
Jing Zhang
Tingting Kuang
Xianrong Lai
Gang Fan
Yi Zhang
author_sort Qi Li
title 1H NMR-Based Metabolomics Coupled With Molecular Docking Reveal the Anti-Diabetic Effects and Potential Active Components of Berberis vernae on Type 2 Diabetic Rats
title_short 1H NMR-Based Metabolomics Coupled With Molecular Docking Reveal the Anti-Diabetic Effects and Potential Active Components of Berberis vernae on Type 2 Diabetic Rats
title_full 1H NMR-Based Metabolomics Coupled With Molecular Docking Reveal the Anti-Diabetic Effects and Potential Active Components of Berberis vernae on Type 2 Diabetic Rats
title_fullStr 1H NMR-Based Metabolomics Coupled With Molecular Docking Reveal the Anti-Diabetic Effects and Potential Active Components of Berberis vernae on Type 2 Diabetic Rats
title_full_unstemmed 1H NMR-Based Metabolomics Coupled With Molecular Docking Reveal the Anti-Diabetic Effects and Potential Active Components of Berberis vernae on Type 2 Diabetic Rats
title_sort 1h nmr-based metabolomics coupled with molecular docking reveal the anti-diabetic effects and potential active components of berberis vernae on type 2 diabetic rats
publisher Frontiers Media S.A.
series Frontiers in Pharmacology
issn 1663-9812
publishDate 2020-06-01
description The dried stem bark of Berberis vernae C.K.Schneid., known as “Xiao-bo-pi” in Chinese, is a representative anti-diabetic herb in traditional Tibetan medical system. However, its anti-diabetic mechanisms and active components remain unclear. In this study, 1H NMR-based metabolomics, biochemistry assay, molecular docking, and network analysis were integrated to evaluate the anti-diabetic effects of B. vernae extract on type 2 diabetic rats, and to explore its active components and underlying mechanisms. Diabetes was induced by high-fat diet and streptozotocin. After 30 days of treatment, B. vernae extract significantly decreased the serum levels of fasting blood glucose, insulin, insulin resistance index, glycated serum protein, TNF-α, IL-1β, and IL-6, whereas significantly increased the serum levels of insulin sensitivity index in type 2 diabetic rats. A total of 28 endogenous metabolites were identified by 1H NMR-based metabolomics, of which 9 metabolites that were changed by diabetes were significantly reversed by B. vernae extract. The constructed compound-protein-metabolite-disease (CPMD) interaction network revealed the correlation between chemical constituents, target proteins, differential metabolites, and type 2 diabetes. Ferulic acid 4-O-β-D-glucopyranoside, bufotenidine, jatrorrhizine, and berberine showed good hit rates for both the 30 disease-related proteins and 14 differential metabolites-related proteins, indicating that these four compounds might be the active ingredients of B. vernae against type 2 diabetes. Moreover, pathway analysis revealed that the anti-diabetic mechanisms of B. vernae might be related to its regulation of several metabolic pathways (e.g., butanoate metabolism) and disease-related signal pathways (e.g., adipocytokine signaling pathway). In summary, B. vernae exerts a significant anti-diabetic effect and has potential as a drug candidate for the treatment of type 2 diabetes.
topic Berberis vernae
herbal medicine
type 2 diabetes
metabolomics
molecular docking
url https://www.frontiersin.org/article/10.3389/fphar.2020.00932/full
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