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Wang P, Sun Z, Lan Q, Zhang S, Song Y, Yang L, Chen M, Shen J, Huang Q, Zhang Y. Bioinformatics analysis combined with experimental validation reveals the novel mechanisms of multi-targets of dapagliflozin attenuating diabetic liver injury. Front Endocrinol (Lausanne) 2025; 16:1519153. [PMID: 40438398 PMCID: PMC12117336 DOI: 10.3389/fendo.2025.1519153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2024] [Accepted: 04/17/2025] [Indexed: 06/01/2025] Open
Abstract
Objective Diabetic liver injury, a chronic complication of diabetes mellitus (DM), has been extensively documented. Dapagliflozin, a sodium-glucose co-transporter 2 (SGLT2) inhibitor, has shown significant therapeutic benefits in clinical trials for the management of diabetes However, the specific mechanism on the treatment of diabetic liver injury with dapagliflozin is not fully understood. Therefore, this study aims to further explore the potential mechanism of dapagliflozin on diabetic liver injury based on bioinformatics analysis and experimental verification. Methods Diabetic liver injury was induced by a high-fat diet combined with STZ in mice. Biochemical kit detection and H&E staining were used to observe lipid aggregation and oxidative stress in liver tissue. Moreover, the expression of inflammatory and apoptosis-related factors was detected using western blotting (WB) and quantitative polymerase chain reaction (qPCR). Subsequently, differential expressions genes analysis, weighted gene co-expression network analysis (WGCNA), molecular docking, as well as molecular dynamics was conducted based on the Gene Expression Omnibus (GEO) and pharmacology databases. Finally, WB and qPCR were performed to validate the mechanism of dapagliflozin on diabetic liver injury in vivo and in vitro. Results Dapagliflozin alleviated diabetic liver injury by decreasing lipid deposition, oxidative stress levels, the inflammatary and apoptosis-related proteins and mRNA levels, while it also reducing blood glucose. Mechanically, 78 overlapping genes of dapagliflozin and diabetic liver injury were obtained. Notably, Mapk3, Mapk1, Ikbkb, and Nfkb1 as the hub genes involved in dapagliflozin attenuating diabetic liver injury were identified, and dapagliflozin exhibited better affinity with these proteins. Moreover, dapagliflozin inhibited the elevated protein (genes) levels of ERK1/2 (Mapk3, Mapk1), IKKβ(Ikbkb), and NF-κB (Nfkb1), which are induced by diabetic liver injury, as confirmed by both in vivo and in vitro experiments. Conclusion Dapagliflozin ameliorated diabetic liver injury by inhibiting the ERK/IKKβ/NF-κB signalling pathway, as demonstrated by bioinformatics analysis combined with in vivo and in vitro experiments.
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Affiliation(s)
- Pengyu Wang
- Hubei Key Laboratory of Diabetes and Angiopathy, School of Pharmacy, Hubei University of Science and Technology, Xianning, China
- Hubei Engineering Research Center of Traditional Chinese Medicine of South Hubei Province, Hubei University of Science and Technology, Xianning, China
| | - Zhen Sun
- School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Qing Lan
- Hubei Key Laboratory of Diabetes and Angiopathy, School of Pharmacy, Hubei University of Science and Technology, Xianning, China
- Hubei Engineering Research Center of Traditional Chinese Medicine of South Hubei Province, Hubei University of Science and Technology, Xianning, China
- Experimental Animal Center, Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, Guangzhou, Guangdong, China
| | - Shuo Zhang
- Hubei Key Laboratory of Diabetes and Angiopathy, School of Pharmacy, Hubei University of Science and Technology, Xianning, China
- Hubei Engineering Research Center of Traditional Chinese Medicine of South Hubei Province, Hubei University of Science and Technology, Xianning, China
| | - Yan Song
- Hubei Key Laboratory of Diabetes and Angiopathy, School of Pharmacy, Hubei University of Science and Technology, Xianning, China
- Hubei Engineering Research Center of Traditional Chinese Medicine of South Hubei Province, Hubei University of Science and Technology, Xianning, China
| | - Leiming Yang
- Hubei Key Laboratory of Diabetes and Angiopathy, School of Pharmacy, Hubei University of Science and Technology, Xianning, China
- Hubei Engineering Research Center of Traditional Chinese Medicine of South Hubei Province, Hubei University of Science and Technology, Xianning, China
| | - Mi Chen
- Hubei Key Laboratory of Diabetes and Angiopathy, School of Pharmacy, Hubei University of Science and Technology, Xianning, China
| | - Jianfen Shen
- Department of Central Laboratory, The Affiliated Hospital of Jiaxing University, Jiaxing, Zhejiang, China
| | - Qi Huang
- Hubei Key Laboratory of Diabetes and Angiopathy, School of Pharmacy, Hubei University of Science and Technology, Xianning, China
- Hubei Engineering Research Center of Traditional Chinese Medicine of South Hubei Province, Hubei University of Science and Technology, Xianning, China
| | - Youzhi Zhang
- Hubei Key Laboratory of Diabetes and Angiopathy, School of Pharmacy, Hubei University of Science and Technology, Xianning, China
- Hubei Engineering Research Center of Traditional Chinese Medicine of South Hubei Province, Hubei University of Science and Technology, Xianning, China
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Herrera MD, Cruz-Bravo RK, Reveles-Torres LR, López JA, Torres-Aguilar MM, García-Robles MJ, Reyes-Estrada CA, Fraire-Velazquez S. Noodles Elaborated with Wheat and Bean Cotyledon Flours Improve Dyslipidemia and Liver Function in Streptozotocin-Induced Diabetic Rats. PLANT FOODS FOR HUMAN NUTRITION (DORDRECHT, NETHERLANDS) 2025; 80:96. [PMID: 40111620 DOI: 10.1007/s11130-025-01333-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 02/25/2025] [Indexed: 03/22/2025]
Abstract
Type 2 diabetes (T2D) has been intrinsically linked to dyslipidemia. The intake of common beans (Phaseolus vulgaris) is recommended to lower the risk of developing this disease; however, despite its beneficial contribution to health, its value chain has been weakened due to the lack of competitiveness in the market. The aim of this work was to evaluate the capacity of black bean cotyledon flour noodles to modulate lipid profile, atherosclerosis risk and hepatic enzymes levels using diabetic rats. T2D was induced with streptozotocin (30 mg/kg) after a five-week intake of a high fat diet. Metformin-, wheat noodles-, and bean noodles-treated groups were evaluated. During treatment, bean noodles lowered blood cholesterol. After sacrifice, its intake during four months also improved triglycerides and very low density lipoprotein, further related to in vitro inhibition of lipase activity. Moreover, bean noodles-fed rats exhibit decrease hepatic enzymes levels. Results suggest that intake of bean noodles prevent dyslipidemia and improve liver function. Based on the current results, further clinical trials are highly recommended to offer a novel functional food alternative to diabetic patients, and healthy-oriented human consumers.
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Affiliation(s)
- Mayra Denise Herrera
- Zacatecas Experimental Station (CEZAC-INIFAP), Calera de VR, Zacatecas, México
- Academic Unit of Biological Sciences, Autonomous University of Zacatecas, Zacatecas, México
| | | | - Luis Roberto Reveles-Torres
- Zacatecas Experimental Station (CEZAC-INIFAP), Calera de VR, Zacatecas, México
- Academic Unit of Biological Sciences, Autonomous University of Zacatecas, Zacatecas, México
| | - Jesús Adrián López
- Academic Unit of Biological Sciences, Autonomous University of Zacatecas, Zacatecas, México
| | | | | | | | - Saul Fraire-Velazquez
- Academic Unit of Biological Sciences, Autonomous University of Zacatecas, Zacatecas, México
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