Skip to main content
Top
Published in:

Open Access 01-12-2023 | Research

Uncovering the mechanism of resveratrol in the treatment of diabetic kidney disease based on network pharmacology, molecular docking, and experimental validation

Authors: Shengnan Chen, Bo Li, Lei Chen, Hongli Jiang

Published in: Journal of Translational Medicine | Issue 1/2023

Login to get access

Abstract

Background

Diabetic kidney disease (DKD) has been the leading cause of chronic kidney disease in developed countries. Evidence of the benefits of resveratrol (RES) for the treatment of DKD is accumulating. However, comprehensive therapeutic targets and underlying mechanisms through which RES exerts its effects against DKD are limited.

Methods

Drug targets of RES were obtained from Drugbank and SwissTargetPrediction Databases. Disease targets of DKD were obtained from DisGeNET, Genecards, and Therapeutic Target Database. Therapeutic targets for RES against DKD were identified by intersecting the drug targets and disease targets. GO functional enrichment analysis, KEGG pathway analysis, and disease association analysis were performed using the DAVID database and visualized by Cytoscape software. Molecular docking validation of the binding capacity between RES and targets was performed by UCSF Chimera software and SwissDock webserver. The high glucose (HG)-induced podocyte injury model, RT-qPCR, and western blot were used to verify the reliability of the effects of RES on target proteins.

Results

After the intersection of the 86 drug targets and 566 disease targets, 25 therapeutic targets for RES against DKD were obtained. And the target proteins were classified into 6 functional categories. A total of 11 cellular components terms and 27 diseases, and the top 20 enriched biological processes, molecular functions, and KEGG pathways potentially involved in the RES action against DKD were recorded. Molecular docking studies showed that RES had a strong binding affinity toward PPARA, ESR1, SLC2A1, SHBG, AR, AKR1B1, PPARG, IGF1R, RELA, PIK3CA, MMP9, AKT1, INSR, MMP2, TTR, and CYP2C9 domains. The HG-induced podocyte injury model was successfully constructed and validated by RT-qPCR and western blot. RES treatment was able to reverse the abnormal gene expression of PPARA, SHBG, AKR1B1, PPARG, IGF1R, MMP9, AKT1, and INSR.

Conclusions

RES may target PPARA, SHBG, AKR1B1, PPARG, IGF1R, MMP9, AKT1, and INSR domains to act as a therapeutic agent for DKD. These findings comprehensively reveal the potential therapeutic targets for RES against DKD and provide theoretical bases for the clinical application of RES in the treatment of DKD.
Literature
1.
go back to reference Magliano DJ, Boyko EJ, Committee IDF DATES, IDF Diabetes Atlas [M]. Idf diabetes atlas. Brussels: International Diabetes Federation; 2021. Magliano DJ, Boyko EJ, Committee IDF DATES, IDF Diabetes Atlas [M]. Idf diabetes atlas. Brussels: International Diabetes Federation; 2021.
2.
go back to reference Tuttle KR, Bakris GL, Bilous RW, Chiang JL, de Boer IH, Goldstein-Fuchs J, et al. Diabetic kidney disease: a report from an ADA consensus conference. Diabetes Care. 2014;37:2864–83.PubMedPubMedCentralCrossRef Tuttle KR, Bakris GL, Bilous RW, Chiang JL, de Boer IH, Goldstein-Fuchs J, et al. Diabetic kidney disease: a report from an ADA consensus conference. Diabetes Care. 2014;37:2864–83.PubMedPubMedCentralCrossRef
3.
go back to reference Koye DN, Magliano DJ, Nelson RG, Pavkov ME. The global epidemiology of diabetes and kidney disease. Adv Chronic Kidney Dis. 2018;25:121–32.PubMedCrossRef Koye DN, Magliano DJ, Nelson RG, Pavkov ME. The global epidemiology of diabetes and kidney disease. Adv Chronic Kidney Dis. 2018;25:121–32.PubMedCrossRef
4.
go back to reference Pan X, Lin X, Huang X, Xu J, Ye L, Zhang T, et al. The Burden of diabetes-related chronic kidney disease in China from 1990 to 2019. Front Endocrinol (Lausanne). 2022;13: 892860.PubMedCrossRef Pan X, Lin X, Huang X, Xu J, Ye L, Zhang T, et al. The Burden of diabetes-related chronic kidney disease in China from 1990 to 2019. Front Endocrinol (Lausanne). 2022;13: 892860.PubMedCrossRef
5.
go back to reference Dai X, Liao R, Liu C, Liu S, Huang H, Liu J, et al. Epigenetic regulation of TXNIP-mediated oxidative stress and NLRP3 inflammasome activation contributes to SAHH inhibition-aggravated diabetic nephropathy. Redox Biol. 2021;45: 102033.PubMedPubMedCentralCrossRef Dai X, Liao R, Liu C, Liu S, Huang H, Liu J, et al. Epigenetic regulation of TXNIP-mediated oxidative stress and NLRP3 inflammasome activation contributes to SAHH inhibition-aggravated diabetic nephropathy. Redox Biol. 2021;45: 102033.PubMedPubMedCentralCrossRef
7.
go back to reference Roborel de Climens A, Pain E, Boss A, Shaunik A. Understanding reasons for treatment discontinuation, attitudes and education needs among people who discontinue type 2 diabetes treatment: results from an online patient survey in the USA and UK. Diabetes Ther. 2020;11:1873–81.PubMedPubMedCentralCrossRef Roborel de Climens A, Pain E, Boss A, Shaunik A. Understanding reasons for treatment discontinuation, attitudes and education needs among people who discontinue type 2 diabetes treatment: results from an online patient survey in the USA and UK. Diabetes Ther. 2020;11:1873–81.PubMedPubMedCentralCrossRef
8.
go back to reference Blahova J, Martiniakova M, Babikova M, Kovacova V, Mondockova V, Omelka R. Pharmaceutical drugs and natural therapeutic products for the treatment of type 2 diabetes mellitus. Pharmaceuticals. 2021;14:806.PubMedPubMedCentralCrossRef Blahova J, Martiniakova M, Babikova M, Kovacova V, Mondockova V, Omelka R. Pharmaceutical drugs and natural therapeutic products for the treatment of type 2 diabetes mellitus. Pharmaceuticals. 2021;14:806.PubMedPubMedCentralCrossRef
9.
go back to reference Kushwaha K, Sharma S, Gupta J. Metabolic memory and diabetic nephropathy: beneficial effects of natural epigenetic modifiers. Biochimie. 2020;170:140–51.PubMedCrossRef Kushwaha K, Sharma S, Gupta J. Metabolic memory and diabetic nephropathy: beneficial effects of natural epigenetic modifiers. Biochimie. 2020;170:140–51.PubMedCrossRef
10.
go back to reference Khatoon E, Banik K, Harsha C, Sailo BL, Thakur KK, Khwairakpam AD, et al. Phytochemicals in cancer cell chemosensitization: current knowledge and future perspectives. Semin Cancer Biol. 2022;80:306–39.PubMedCrossRef Khatoon E, Banik K, Harsha C, Sailo BL, Thakur KK, Khwairakpam AD, et al. Phytochemicals in cancer cell chemosensitization: current knowledge and future perspectives. Semin Cancer Biol. 2022;80:306–39.PubMedCrossRef
11.
go back to reference Huang DD, Shi G, Jiang Y, Yao C, Zhu C. A review on the potential of Resveratrol in prevention and therapy of diabetes and diabetic complications. Biomed Pharmacother. 2020;125: 109767.PubMedCrossRef Huang DD, Shi G, Jiang Y, Yao C, Zhu C. A review on the potential of Resveratrol in prevention and therapy of diabetes and diabetic complications. Biomed Pharmacother. 2020;125: 109767.PubMedCrossRef
12.
go back to reference Behroozaghdam M, Dehghani M, Zabolian A, Kamali D, Javanshir S, Hasani Sadi F, et al. Resveratrol in breast cancer treatment: from cellular effects to molecular mechanisms of action. Cell Mol Life Sci. 2022;79:539.PubMedCrossRef Behroozaghdam M, Dehghani M, Zabolian A, Kamali D, Javanshir S, Hasani Sadi F, et al. Resveratrol in breast cancer treatment: from cellular effects to molecular mechanisms of action. Cell Mol Life Sci. 2022;79:539.PubMedCrossRef
13.
go back to reference Sattarinezhad A, Roozbeh J, Shirazi Yeganeh B, Omrani GR, Shams M. Resveratrol reduces albuminuria in diabetic nephropathy: a randomized double-blind placebo-controlled clinical trial. Diabetes Metab. 2019;45:53–9.PubMedCrossRef Sattarinezhad A, Roozbeh J, Shirazi Yeganeh B, Omrani GR, Shams M. Resveratrol reduces albuminuria in diabetic nephropathy: a randomized double-blind placebo-controlled clinical trial. Diabetes Metab. 2019;45:53–9.PubMedCrossRef
14.
go back to reference Brasnyó P, Molnár GA, Mohás M, Markó L, Laczy B, Cseh J, et al. Resveratrol improves insulin sensitivity, reduces oxidative stress and activates the Akt pathway in type 2 diabetic patients. Br J Nutr. 2011;106:383–9.PubMedCrossRef Brasnyó P, Molnár GA, Mohás M, Markó L, Laczy B, Cseh J, et al. Resveratrol improves insulin sensitivity, reduces oxidative stress and activates the Akt pathway in type 2 diabetic patients. Br J Nutr. 2011;106:383–9.PubMedCrossRef
15.
go back to reference Zhou S, Ai Z, Li W, You P, Wu C, Li L, et al. Deciphering the pharmacological mechanisms of taohe-chengqi decoction extract against renal fibrosis through integrating network pharmacology and experimental validation in vitro and in vivo. Front Pharmacol. 2020;11:425.PubMedPubMedCentralCrossRef Zhou S, Ai Z, Li W, You P, Wu C, Li L, et al. Deciphering the pharmacological mechanisms of taohe-chengqi decoction extract against renal fibrosis through integrating network pharmacology and experimental validation in vitro and in vivo. Front Pharmacol. 2020;11:425.PubMedPubMedCentralCrossRef
16.
go back to reference Guo W, Huang J, Wang N, Tan HY, Cheung F, Chen F, et al. Integrating network pharmacology and pharmacological evaluation for deciphering the action mechanism of herbal formula zuojin pill in suppressing hepatocellular carcinoma. Front Pharmacol. 2019;10:1185.PubMedPubMedCentralCrossRef Guo W, Huang J, Wang N, Tan HY, Cheung F, Chen F, et al. Integrating network pharmacology and pharmacological evaluation for deciphering the action mechanism of herbal formula zuojin pill in suppressing hepatocellular carcinoma. Front Pharmacol. 2019;10:1185.PubMedPubMedCentralCrossRef
17.
go back to reference Wu Z, Ma H, Liu Z, Zheng L, Yu Z, Cao S, et al. wSDTNBI: a novel network-based inference method for virtual screening. Chem Sci. 2022;13:1060–79.PubMedCrossRef Wu Z, Ma H, Liu Z, Zheng L, Yu Z, Cao S, et al. wSDTNBI: a novel network-based inference method for virtual screening. Chem Sci. 2022;13:1060–79.PubMedCrossRef
18.
19.
go back to reference Jiang L, Liu X, Hu X, Gao L, Zeng H, Wang X, et al. METTL3-mediated m(6)A modification of TIMP2 mRNA promotes podocyte injury in diabetic nephropathy. Mol Ther. 2022;30:1721–40.PubMedPubMedCentralCrossRef Jiang L, Liu X, Hu X, Gao L, Zeng H, Wang X, et al. METTL3-mediated m(6)A modification of TIMP2 mRNA promotes podocyte injury in diabetic nephropathy. Mol Ther. 2022;30:1721–40.PubMedPubMedCentralCrossRef
21.
go back to reference Zhong Y, Lee K, Deng Y, Ma Y, Chen Y, Li X, et al. Arctigenin attenuates diabetic kidney disease through the activation of PP2A in podocytes. Nat Commun. 2019;10:4523.PubMedPubMedCentralCrossRef Zhong Y, Lee K, Deng Y, Ma Y, Chen Y, Li X, et al. Arctigenin attenuates diabetic kidney disease through the activation of PP2A in podocytes. Nat Commun. 2019;10:4523.PubMedPubMedCentralCrossRef
22.
go back to reference Wishart DS, Feunang YD, Guo AC, Lo EJ, Marcu A, Grant JR, et al. DrugBank 5.0: a major update to the DrugBank database for 2018. Nucleic Acids Res. 2017;46:D1074–82.PubMedCentralCrossRef Wishart DS, Feunang YD, Guo AC, Lo EJ, Marcu A, Grant JR, et al. DrugBank 5.0: a major update to the DrugBank database for 2018. Nucleic Acids Res. 2017;46:D1074–82.PubMedCentralCrossRef
23.
go back to reference Daina A, Michielin O, Zoete V. SwissTargetPrediction: updated data and new features for efficient prediction of protein targets of small molecules. Nucleic Acids Res. 2019;47:W357–64.PubMedPubMedCentralCrossRef Daina A, Michielin O, Zoete V. SwissTargetPrediction: updated data and new features for efficient prediction of protein targets of small molecules. Nucleic Acids Res. 2019;47:W357–64.PubMedPubMedCentralCrossRef
24.
go back to reference Piñero J, Ramírez-Anguita JM, Saüch-Pitarch J, Ronzano F, Centeno E, Sanz F, et al. The DisGeNET knowledge platform for disease genomics: 2019 update. Nucleic Acids Res. 2020;48:D845–55.PubMed Piñero J, Ramírez-Anguita JM, Saüch-Pitarch J, Ronzano F, Centeno E, Sanz F, et al. The DisGeNET knowledge platform for disease genomics: 2019 update. Nucleic Acids Res. 2020;48:D845–55.PubMed
25.
go back to reference Safran M, Dalah I, Alexander J, Rosen N, Iny Stein T, Shmoish M, et al. GeneCards Version 3: the human gene integrator. Database (Oxford). 2010;2010:baq020.PubMedPubMedCentralCrossRef Safran M, Dalah I, Alexander J, Rosen N, Iny Stein T, Shmoish M, et al. GeneCards Version 3: the human gene integrator. Database (Oxford). 2010;2010:baq020.PubMedPubMedCentralCrossRef
27.
go back to reference Mi H, Ebert D, Muruganujan A, Mills C, Albou LP, Mushayamaha T, et al. PANTHER version 16: a revised family classification, tree-based classification tool, enhancer regions and extensive API. Nucleic Acids Res. 2021;49:D394-d403.PubMedCrossRef Mi H, Ebert D, Muruganujan A, Mills C, Albou LP, Mushayamaha T, et al. PANTHER version 16: a revised family classification, tree-based classification tool, enhancer regions and extensive API. Nucleic Acids Res. 2021;49:D394-d403.PubMedCrossRef
28.
go back to reference Szklarczyk D, Gable AL, Lyon D, Junge A, Wyder S, Huerta-Cepas J, et al. STRING v11: protein–protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets. Nucleic Acids Res. 2019;47:D607–13.PubMedCrossRef Szklarczyk D, Gable AL, Lyon D, Junge A, Wyder S, Huerta-Cepas J, et al. STRING v11: protein–protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets. Nucleic Acids Res. 2019;47:D607–13.PubMedCrossRef
29.
go back to reference Dennis G, Sherman BT, Hosack DA, Yang J, Gao W, Lane HC, et al. DAVID: database for annotation, visualization, and integrated discovery. Genome Biol. 2003;4:P3.PubMedCrossRef Dennis G, Sherman BT, Hosack DA, Yang J, Gao W, Lane HC, et al. DAVID: database for annotation, visualization, and integrated discovery. Genome Biol. 2003;4:P3.PubMedCrossRef
30.
go back to reference Kim S, Thiessen PA, Bolton EE, Chen J, Fu G, Gindulyte A, et al. PubChem substance and compound databases. Nucleic Acids Res. 2016;44:D1202–13.PubMedCrossRef Kim S, Thiessen PA, Bolton EE, Chen J, Fu G, Gindulyte A, et al. PubChem substance and compound databases. Nucleic Acids Res. 2016;44:D1202–13.PubMedCrossRef
33.
go back to reference UniProt Consortium. UniProt: the universal protein knowledgebase in 2021. Nucleic Acids Res. 2021;49:D480–9.CrossRef UniProt Consortium. UniProt: the universal protein knowledgebase in 2021. Nucleic Acids Res. 2021;49:D480–9.CrossRef
35.
36.
go back to reference Yang RC, Zhu XL, Zhang HQ, Li WD. Study of resveratrol suppressing TGF-beta1 induced transdifferentiation of podocytes. Zhongguo Zhong Xi Yi Jie He Za Zhi. 2013;33:1677–82.PubMed Yang RC, Zhu XL, Zhang HQ, Li WD. Study of resveratrol suppressing TGF-beta1 induced transdifferentiation of podocytes. Zhongguo Zhong Xi Yi Jie He Za Zhi. 2013;33:1677–82.PubMed
37.
go back to reference Chen S, Li B, Chen L, Jiang H. Identification and validation of immune-related biomarkers and potential regulators and therapeutic targets for diabetic kidney disease. BMC Med Genomics. 2023;16:90.PubMedPubMedCentralCrossRef Chen S, Li B, Chen L, Jiang H. Identification and validation of immune-related biomarkers and potential regulators and therapeutic targets for diabetic kidney disease. BMC Med Genomics. 2023;16:90.PubMedPubMedCentralCrossRef
38.
go back to reference Sangeetha MK, Vallabi DE, Sali VK, Thanka J, Vasanthi HR. Sub-acute toxicity profile of a modified resveratrol supplement. Food Chem Toxicol. 2013;59:492–500.PubMedCrossRef Sangeetha MK, Vallabi DE, Sali VK, Thanka J, Vasanthi HR. Sub-acute toxicity profile of a modified resveratrol supplement. Food Chem Toxicol. 2013;59:492–500.PubMedCrossRef
39.
go back to reference Huang X, Pearce R, Omenn GS, Zhang Y. Identification of 13 guanidinobenzoyl- or aminidinobenzoyl-containing drugs to potentially inhibit TMPRSS2 for COVID-19 treatment. Int J Mol Sci. 2021;22:7060.PubMedPubMedCentralCrossRef Huang X, Pearce R, Omenn GS, Zhang Y. Identification of 13 guanidinobenzoyl- or aminidinobenzoyl-containing drugs to potentially inhibit TMPRSS2 for COVID-19 treatment. Int J Mol Sci. 2021;22:7060.PubMedPubMedCentralCrossRef
40.
go back to reference Murugan NA, Muvva C, Jeyarajpandian C, Jeyakanthan J, Subramanian V. Performance of force-field- and machine learning-based scoring functions in ranking MAO-B protein-inhibitor complexes in relevance to developing Parkinson’s therapeutics. Int J Mol Sci. 2020;21:7648.PubMedPubMedCentralCrossRef Murugan NA, Muvva C, Jeyarajpandian C, Jeyakanthan J, Subramanian V. Performance of force-field- and machine learning-based scoring functions in ranking MAO-B protein-inhibitor complexes in relevance to developing Parkinson’s therapeutics. Int J Mol Sci. 2020;21:7648.PubMedPubMedCentralCrossRef
41.
go back to reference Kadela-Tomanek M, Jastrzębska M, Marciniec K, Chrobak E, Bębenek E, Boryczka S. Lipophilicity, pharmacokinetic properties, and molecular docking study on SARS-CoV-2 target for betulin triazole derivatives with attached 1,4-quinone. Pharmaceutics. 2021;13:781.PubMedPubMedCentralCrossRef Kadela-Tomanek M, Jastrzębska M, Marciniec K, Chrobak E, Bębenek E, Boryczka S. Lipophilicity, pharmacokinetic properties, and molecular docking study on SARS-CoV-2 target for betulin triazole derivatives with attached 1,4-quinone. Pharmaceutics. 2021;13:781.PubMedPubMedCentralCrossRef
42.
go back to reference Brawerman GM, Kereliuk SM, Brar N, Cole LK, Seshadri N, Pereira TJ, et al. Maternal resveratrol administration protects against gestational diabetes-induced glucose intolerance and islet dysfunction in the rat offspring. J Physiol. 2019;597:4175–92.PubMedCrossRef Brawerman GM, Kereliuk SM, Brar N, Cole LK, Seshadri N, Pereira TJ, et al. Maternal resveratrol administration protects against gestational diabetes-induced glucose intolerance and islet dysfunction in the rat offspring. J Physiol. 2019;597:4175–92.PubMedCrossRef
43.
go back to reference Calleri E, Pochetti G, Dossou KSS, Laghezza A, Montanari R, Capelli D, et al. Resveratrol and its metabolites bind to PPARs. ChemBioChem. 2014;15:1154–60.PubMedPubMedCentralCrossRef Calleri E, Pochetti G, Dossou KSS, Laghezza A, Montanari R, Capelli D, et al. Resveratrol and its metabolites bind to PPARs. ChemBioChem. 2014;15:1154–60.PubMedPubMedCentralCrossRef
44.
go back to reference Park HS, Lim JH, Kim MY, Kim Y, Hong YA, Choi SR, et al. Resveratrol increases AdipoR1 and AdipoR2 expression in type 2 diabetic nephropathy. J Transl Med. 2016;14:176.PubMedPubMedCentralCrossRef Park HS, Lim JH, Kim MY, Kim Y, Hong YA, Choi SR, et al. Resveratrol increases AdipoR1 and AdipoR2 expression in type 2 diabetic nephropathy. J Transl Med. 2016;14:176.PubMedPubMedCentralCrossRef
45.
go back to reference Zhang Y, Luo Z, Ma L, Xu Q, Yang Q, Si L. Resveratrol prevents the impairment of advanced glycosylation end products (AGE) on macrophage lipid homeostasis by suppressing the receptor for AGE via peroxisome proliferator-activated receptor gamma activation. Int J Mol Med. 2010;25:729–34.PubMed Zhang Y, Luo Z, Ma L, Xu Q, Yang Q, Si L. Resveratrol prevents the impairment of advanced glycosylation end products (AGE) on macrophage lipid homeostasis by suppressing the receptor for AGE via peroxisome proliferator-activated receptor gamma activation. Int J Mol Med. 2010;25:729–34.PubMed
46.
go back to reference Hajizadeh-Sharafabad F, Sahebkar A, Zabetian-Targhi F, Maleki V. The impact of resveratrol on toxicity and related complications of advanced glycation end products: a systematic review. BioFactors. 2019;45:651–65.PubMedCrossRef Hajizadeh-Sharafabad F, Sahebkar A, Zabetian-Targhi F, Maleki V. The impact of resveratrol on toxicity and related complications of advanced glycation end products: a systematic review. BioFactors. 2019;45:651–65.PubMedCrossRef
47.
go back to reference Zhang T, Chi Y, Kang Y, Lu H, Niu H, Liu W, et al. Resveratrol ameliorates podocyte damage in diabetic mice via SIRT1/PGC-1α mediated attenuation of mitochondrial oxidative stress. J Cell Physiol. 2019;234:5033–43.PubMedCrossRef Zhang T, Chi Y, Kang Y, Lu H, Niu H, Liu W, et al. Resveratrol ameliorates podocyte damage in diabetic mice via SIRT1/PGC-1α mediated attenuation of mitochondrial oxidative stress. J Cell Physiol. 2019;234:5033–43.PubMedCrossRef
48.
go back to reference Li Y, Fang L, Yan Y, Wang Z, Wu Z, Jia Q, et al. Association between human SHBG gene polymorphisms and risk of PCOS: a meta-analysis. Reprod Biomed Online. 2021;42:227–36.PubMedCrossRef Li Y, Fang L, Yan Y, Wang Z, Wu Z, Jia Q, et al. Association between human SHBG gene polymorphisms and risk of PCOS: a meta-analysis. Reprod Biomed Online. 2021;42:227–36.PubMedCrossRef
49.
go back to reference Zhu JL, Chen Z, Feng WJ, Long SL, Mo ZC. Sex hormone-binding globulin and polycystic ovary syndrome. Clin Chim Acta. 2019;499:142–8.PubMedCrossRef Zhu JL, Chen Z, Feng WJ, Long SL, Mo ZC. Sex hormone-binding globulin and polycystic ovary syndrome. Clin Chim Acta. 2019;499:142–8.PubMedCrossRef
50.
go back to reference Saez-Lopez C, Brianso-Llort L, Torres-Torronteras J, Simó R, Hammond GL, Selva DM. Resveratrol increases hepatic SHBG expression through human constitutive androstane receptor: a new contribution to the French paradox. Sci Rep. 2017;7:12284.PubMedPubMedCentralCrossRef Saez-Lopez C, Brianso-Llort L, Torres-Torronteras J, Simó R, Hammond GL, Selva DM. Resveratrol increases hepatic SHBG expression through human constitutive androstane receptor: a new contribution to the French paradox. Sci Rep. 2017;7:12284.PubMedPubMedCentralCrossRef
51.
go back to reference Qasem RJ. The estrogenic activity of resveratrol: a comprehensive review of in vitro and in vivo evidence and the potential for endocrine disruption. Crit Rev Toxicol. 2020;50:439–62.PubMedCrossRef Qasem RJ. The estrogenic activity of resveratrol: a comprehensive review of in vitro and in vivo evidence and the potential for endocrine disruption. Crit Rev Toxicol. 2020;50:439–62.PubMedCrossRef
52.
go back to reference Khayami R, Hashemi SR, Kerachian MA. Role of aldo-keto reductase family 1 member B1 (AKR1B1) in the cancer process and its therapeutic potential. J Cell Mol Med. 2020;24:8890–902.PubMedPubMedCentralCrossRef Khayami R, Hashemi SR, Kerachian MA. Role of aldo-keto reductase family 1 member B1 (AKR1B1) in the cancer process and its therapeutic potential. J Cell Mol Med. 2020;24:8890–902.PubMedPubMedCentralCrossRef
53.
go back to reference Balestri F, Poli G, Piazza L, Cappiello M, Moschini R, Signore G, et al. Dissecting the activity of catechins as incomplete aldose reductase differential inhibitors through kinetic and computational approaches. Biology. 2022;11:1324.PubMedPubMedCentralCrossRef Balestri F, Poli G, Piazza L, Cappiello M, Moschini R, Signore G, et al. Dissecting the activity of catechins as incomplete aldose reductase differential inhibitors through kinetic and computational approaches. Biology. 2022;11:1324.PubMedPubMedCentralCrossRef
54.
go back to reference Wu T-T, Chen Y-Y, Chang H-Y, Kung Y-H, Tseng C-J, Cheng P-W. AKR1B1-induced epithelial–mesenchymal transition mediated by RAGE-oxidative stress in diabetic cataract lens. Antioxidants. 2020;9:27.CrossRef Wu T-T, Chen Y-Y, Chang H-Y, Kung Y-H, Tseng C-J, Cheng P-W. AKR1B1-induced epithelial–mesenchymal transition mediated by RAGE-oxidative stress in diabetic cataract lens. Antioxidants. 2020;9:27.CrossRef
55.
go back to reference Dong R, Yu J, Yu F, Yang S, Qian Q, Zha Y. IGF-1/IGF-1R blockade ameliorates diabetic kidney disease through normalizing Snail1 expression in a mouse model. Am J Physiol Endocrinol Metab. 2019;317:E686–98.PubMedCrossRef Dong R, Yu J, Yu F, Yang S, Qian Q, Zha Y. IGF-1/IGF-1R blockade ameliorates diabetic kidney disease through normalizing Snail1 expression in a mouse model. Am J Physiol Endocrinol Metab. 2019;317:E686–98.PubMedCrossRef
56.
go back to reference Kong YL, Shen Y, Ni J, Shao DC, Miao NJ, Xu JL, et al. Insulin deficiency induces rat renal mesangial cell dysfunction via activation of IGF-1/IGF-1R pathway. Acta Pharmacol Sin. 2016;37:217–27.PubMedPubMedCentralCrossRef Kong YL, Shen Y, Ni J, Shao DC, Miao NJ, Xu JL, et al. Insulin deficiency induces rat renal mesangial cell dysfunction via activation of IGF-1/IGF-1R pathway. Acta Pharmacol Sin. 2016;37:217–27.PubMedPubMedCentralCrossRef
57.
go back to reference Vanamala J, Reddivari L, Radhakrishnan S, Tarver C. Resveratrol suppresses IGF-1 induced human colon cancer cell proliferation and elevates apoptosis via suppression of IGF-1R/Wnt and activation of p53 signaling pathways. BMC Cancer. 2010;10:238.PubMedPubMedCentralCrossRef Vanamala J, Reddivari L, Radhakrishnan S, Tarver C. Resveratrol suppresses IGF-1 induced human colon cancer cell proliferation and elevates apoptosis via suppression of IGF-1R/Wnt and activation of p53 signaling pathways. BMC Cancer. 2010;10:238.PubMedPubMedCentralCrossRef
58.
go back to reference Ohlsson C, Kley N, Werner H, Leroith D. p53 regulates insulin-like growth factor-I (IGF-I) receptor expression and IGF-I-induced tyrosine phosphorylation in an osteosarcoma cell line: interaction between p53 and Sp1. Endocrinology. 1998;139:1101–7.PubMedCrossRef Ohlsson C, Kley N, Werner H, Leroith D. p53 regulates insulin-like growth factor-I (IGF-I) receptor expression and IGF-I-induced tyrosine phosphorylation in an osteosarcoma cell line: interaction between p53 and Sp1. Endocrinology. 1998;139:1101–7.PubMedCrossRef
59.
go back to reference Li G, Zhang J, Liu D, Wei Q, Wang H, Lv Y, et al. Identification of Hub genes and potential ceRNA networks of diabetic nephropathy by weighted gene co-expression network analysis. Front Genet. 2021;12: 767654.PubMedPubMedCentralCrossRef Li G, Zhang J, Liu D, Wei Q, Wang H, Lv Y, et al. Identification of Hub genes and potential ceRNA networks of diabetic nephropathy by weighted gene co-expression network analysis. Front Genet. 2021;12: 767654.PubMedPubMedCentralCrossRef
60.
go back to reference Li SY, Huang PH, Yang AH, Tarng DC, Yang WC, Lin CC, et al. Matrix metalloproteinase-9 deficiency attenuates diabetic nephropathy by modulation of podocyte functions and dedifferentiation. Kidney Int. 2014;86:358–69.PubMedCrossRef Li SY, Huang PH, Yang AH, Tarng DC, Yang WC, Lin CC, et al. Matrix metalloproteinase-9 deficiency attenuates diabetic nephropathy by modulation of podocyte functions and dedifferentiation. Kidney Int. 2014;86:358–69.PubMedCrossRef
61.
go back to reference Kim YS, Sull JW, Sung HJ. Suppressing effect of resveratrol on the migration and invasion of human metastatic lung and cervical cancer cells. Mol Biol Rep. 2012;39:8709–16.PubMedCrossRef Kim YS, Sull JW, Sung HJ. Suppressing effect of resveratrol on the migration and invasion of human metastatic lung and cervical cancer cells. Mol Biol Rep. 2012;39:8709–16.PubMedCrossRef
62.
go back to reference Walker J, Schueller K, Schaefer LM, Pignitter M, Esefelder L, Somoza V. Resveratrol and its metabolites inhibit pro-inflammatory effects of lipopolysaccharides in U-937 macrophages in plasma-representative concentrations. Food Funct. 2014;5:74–84.PubMedCrossRef Walker J, Schueller K, Schaefer LM, Pignitter M, Esefelder L, Somoza V. Resveratrol and its metabolites inhibit pro-inflammatory effects of lipopolysaccharides in U-937 macrophages in plasma-representative concentrations. Food Funct. 2014;5:74–84.PubMedCrossRef
63.
go back to reference Shao AW, Wu HJ, Chen S, Ammar AB, Zhang JM, Hong Y. Resveratrol attenuates early brain injury after subarachnoid hemorrhage through inhibition of NF-κB-dependent inflammatory/MMP-9 pathway. CNS Neurosci Ther. 2014;20:182–5.PubMedCrossRef Shao AW, Wu HJ, Chen S, Ammar AB, Zhang JM, Hong Y. Resveratrol attenuates early brain injury after subarachnoid hemorrhage through inhibition of NF-κB-dependent inflammatory/MMP-9 pathway. CNS Neurosci Ther. 2014;20:182–5.PubMedCrossRef
64.
go back to reference Gweon EJ, Kim SJ. Resveratrol attenuates matrix metalloproteinase-9 and -2-regulated differentiation of HTB94 chondrosarcoma cells through the p38 kinase and JNK pathways. Oncol Rep. 2014;32:71–8.PubMedCrossRef Gweon EJ, Kim SJ. Resveratrol attenuates matrix metalloproteinase-9 and -2-regulated differentiation of HTB94 chondrosarcoma cells through the p38 kinase and JNK pathways. Oncol Rep. 2014;32:71–8.PubMedCrossRef
65.
go back to reference Razali N, Agarwal R, Agarwal P, Froemming GRA, Tripathy M, Ismail NM. IOP lowering effect of topical trans-resveratrol involves adenosine receptors and TGF-β2 signaling pathways. Eur J Pharmacol. 2018;838:1–10.PubMedCrossRef Razali N, Agarwal R, Agarwal P, Froemming GRA, Tripathy M, Ismail NM. IOP lowering effect of topical trans-resveratrol involves adenosine receptors and TGF-β2 signaling pathways. Eur J Pharmacol. 2018;838:1–10.PubMedCrossRef
66.
go back to reference Takamiya Y, Fukami K, Yamagishi S, Kaida Y, Nakayama Y, Obara N, et al. Experimental diabetic nephropathy is accelerated in matrix metalloproteinase-2 knockout mice. Nephrol Dial Transplant. 2013;28:55–62.PubMedCrossRef Takamiya Y, Fukami K, Yamagishi S, Kaida Y, Nakayama Y, Obara N, et al. Experimental diabetic nephropathy is accelerated in matrix metalloproteinase-2 knockout mice. Nephrol Dial Transplant. 2013;28:55–62.PubMedCrossRef
67.
go back to reference McKenna M, Balasuriya N, Zhong S, Li SS, O’Donoghue P. Phospho-form specific substrates of protein kinase B (AKT1). Front Bioeng Biotechnol. 2020;8: 619252.PubMedCrossRef McKenna M, Balasuriya N, Zhong S, Li SS, O’Donoghue P. Phospho-form specific substrates of protein kinase B (AKT1). Front Bioeng Biotechnol. 2020;8: 619252.PubMedCrossRef
69.
go back to reference Sun X, Cao Z, Ma Y, Shao Y, Zhang J, Yuan G, et al. Resveratrol attenuates dapagliflozin-induced renal gluconeogenesis via activating the PI3K/Akt pathway and suppressing the FoxO1 pathway in type 2 diabetes. Food Funct. 2021;12:1207–18.PubMedCrossRef Sun X, Cao Z, Ma Y, Shao Y, Zhang J, Yuan G, et al. Resveratrol attenuates dapagliflozin-induced renal gluconeogenesis via activating the PI3K/Akt pathway and suppressing the FoxO1 pathway in type 2 diabetes. Food Funct. 2021;12:1207–18.PubMedCrossRef
70.
go back to reference Hou Y, Wang K, Wan W, Cheng Y, Pu X, Ye X. Resveratrol provides neuroprotection by regulating the JAK2/STAT3/PI3K/AKT/mTOR pathway after stroke in rats. Genes Dis. 2018;5:245–55.PubMedPubMedCentralCrossRef Hou Y, Wang K, Wan W, Cheng Y, Pu X, Ye X. Resveratrol provides neuroprotection by regulating the JAK2/STAT3/PI3K/AKT/mTOR pathway after stroke in rats. Genes Dis. 2018;5:245–55.PubMedPubMedCentralCrossRef
71.
go back to reference Wu Z, Huang A, Yan J, Liu B, Liu Q, Zhang J, et al. Resveratrol ameliorates cardiac dysfunction by inhibiting apoptosis via the PI3K/Akt/FoxO3a pathway in a rat model of diabetic cardiomyopathy. J Cardiovasc Pharmacol. 2017;70:184–93.PubMedCrossRef Wu Z, Huang A, Yan J, Liu B, Liu Q, Zhang J, et al. Resveratrol ameliorates cardiac dysfunction by inhibiting apoptosis via the PI3K/Akt/FoxO3a pathway in a rat model of diabetic cardiomyopathy. J Cardiovasc Pharmacol. 2017;70:184–93.PubMedCrossRef
72.
go back to reference Hsieh TC, Lin CY, Bennett DJ, Wu E, Wu JM. Biochemical and cellular evidence demonstrating AKT-1 as a binding partner for resveratrol targeting protein NQO2. PLoS ONE. 2014;9: e101070.PubMedPubMedCentralCrossRef Hsieh TC, Lin CY, Bennett DJ, Wu E, Wu JM. Biochemical and cellular evidence demonstrating AKT-1 as a binding partner for resveratrol targeting protein NQO2. PLoS ONE. 2014;9: e101070.PubMedPubMedCentralCrossRef
Metadata
Title
Uncovering the mechanism of resveratrol in the treatment of diabetic kidney disease based on network pharmacology, molecular docking, and experimental validation
Authors
Shengnan Chen
Bo Li
Lei Chen
Hongli Jiang
Publication date
01-12-2023
Publisher
BioMed Central
Published in
Journal of Translational Medicine / Issue 1/2023
Electronic ISSN: 1479-5876
DOI
https://doi.org/10.1186/s12967-023-04233-0

Other articles of this Issue 1/2023

Journal of Translational Medicine 1/2023 Go to the issue

A quick guide to ECGs

Improve your ECG interpretation skills with this comprehensive, rapid, interactive course. Expert advice provides detailed feedback as you work through 50 ECGs covering the most common cardiac presentations to ensure your practice stays up to date. 

PD Dr. Carsten W. Israel
Developed by: Springer Medizin
Start the cases

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine
Read more