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Hu H, Wang J, Peng Z, Fan Y, Yang Q, Hu J. Dapagliflozin attenuates diabetes-induced podocyte lipotoxicity via ERRα-Mediated lipid metabolism. Free Radic Biol Med 2025; 234:178-191. [PMID: 40258521 DOI: 10.1016/j.freeradbiomed.2025.04.028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2025] [Revised: 03/27/2025] [Accepted: 04/18/2025] [Indexed: 04/23/2025]
Abstract
Diabetic kidney disease (DKD) is a major complication of diabetes mellitus, characterized by podocyte injury and lipid accumulation, which contribute to high morbidity and mortality. Current treatments primarily alleviate symptoms, underscoring the need for targeted therapies to address the underlying mechanisms of DKD progression. This study explores the protective effects of dapagliflozin (DAPA), a selective sodium-glucose cotransporter 2 (SGLT2) inhibitor, on podocyte lipotoxicity and its regulatory role in the estrogen-related receptor alpha (ERRα)-acyl-CoA oxidase 1 (ACOX1) axis. Using db/db mice and streptozotocin-induced DKD models, we demonstrate that DAPA significantly reduces the urinary albumin-to-creatinine ratio (ACR) and improves renal pathology by alleviating glomerular hypertrophy, mesangial matrix expansion, and podocyte foot process effacement. DAPA also decreases triglyceride and free fatty acid accumulation in glomeruli, as evidenced by Oil Red O and BODIPY staining. Mechanistically, DAPA upregulates ERRα and ACOX1 expression in podocytes, enhancing fatty acid oxidation (FAO) and mitigating lipidtoxicity. Loss of ERRα exacerbates lipid-induced podocyte injury, while ERRα overexpression confers protective effects. These findings highlight DAPA's renoprotective effects via modulation of the ERRα-ACOX1 axis, suggesting that targeting ERRα could be a promising therapeutic strategy for DKD.
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Affiliation(s)
- Hongtu Hu
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Juan Wang
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Zhuan Peng
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Yanqin Fan
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Qian Yang
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Jijia Hu
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China.
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Li K, Wang YJ, Chen C, Wang XJ, Li W. Targeting pyroptosis: A novel strategy of ginseng for the treatment of diabetes and its chronic complications. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2025; 138:156430. [PMID: 39892311 DOI: 10.1016/j.phymed.2025.156430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/12/2024] [Revised: 12/28/2024] [Accepted: 01/25/2025] [Indexed: 02/03/2025]
Abstract
BACKGROUND Pyroptosis is a recently identified form of programmed cell death that plays a crucial role in the pathogenesis and progression of diabetes and associated chronic complications, while the occurrence mechanism remains unclear. Ginseng (Panax Ginseng C. A. Mey.) is a valuable traditional medicinal material with proved therapeutic effects on prevention and treatment of diabetes and diabetic complications. Targeting pyroptosis pathway has become a focus of study for ginseng in improvement of diabetes and related chronic complications. PURPOSE The review aims to elucidate the happening mechanism of pyroptosis in diabetes and diabetic chronic complications, evaluate the effects of ginseng and its active components on diabetes and its chronic complications via pyroptosis-related pathways, and provide a new perspective for the management of diabetes. METHODS We conducted the literature retrieval with PubMed, Web of Science, and ScienceDirect databases in a systematic manner (up to August 2024). The keywords included pyroptosis, diabetes, diabetic nephropathy, diabetic retinopathy, diabetic cardiomyopathy, diabetic neuropathy, ginseng, ginseng extract, and ginsenoside. The obtained literatures were comprehensively sorted out. RESULTS Oxidative stress, endoplasmic reticulum stress (ERS), and inflammatory responses were primary contributors to pyroptosis in diabetes and associated chronic complications. In addition, some RNA molecules (miRNAs, circRNAs, and lncRNAs) also contributed to pyroptosis under hyperglycemia. The signaling pathways mainly included Nrf2/HO-1, IκB/NF-κB/NLRP3, NOX1/NOX4/TXNIP, and P2X7R/TXNIP/NLRP3. Ginseng extracts, some ginsenosides and flavonoid (Quercetin) could exert anti-diabetic effect by regulating pyroptosis-related pathways. We also discussed the toxicity, side effects and clinical applications of ginseng. CONCLUSION In summary, this review elucidates the happening mechanisms of pyroptosis in diabetes and associated chronic complications, and summarizes published studies about ginseng and its active ingredients in improving diabetes by regulating pyroptosis-related pathways. However, almost all researches are limited to animal and cell experiments, and more clinical trials are required to prove the therapeutic effect of ginseng on diabetes by targeting pyroptosis.
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Affiliation(s)
- Ke Li
- College of Life Sciences, Engineering Research Center of the Chinese Ministry of Education for Bioreactor and Pharmaceutical Development, Jilin Agricultural University, Changchun 130118, China; College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China; Jilin Provincial International Joint Research Center for the Development and Utilization of Authentic Medicinal Materials, Changchun 130118, China
| | - Ya-Jun Wang
- College of Life Sciences, Engineering Research Center of the Chinese Ministry of Education for Bioreactor and Pharmaceutical Development, Jilin Agricultural University, Changchun 130118, China; College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China
| | - Chen Chen
- Endocrinology and Metabolism, School of Biomedical Sciences, University of Queensland, Brisbane 4072, Australia
| | - Xiao-Jie Wang
- College of Life Sciences, Engineering Research Center of the Chinese Ministry of Education for Bioreactor and Pharmaceutical Development, Jilin Agricultural University, Changchun 130118, China; School of Pharmacy, Wenzhou Medical University, Chashan University Park, Wenzhou 325035, China
| | - Wei Li
- College of Life Sciences, Engineering Research Center of the Chinese Ministry of Education for Bioreactor and Pharmaceutical Development, Jilin Agricultural University, Changchun 130118, China; College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China; Jilin Provincial International Joint Research Center for the Development and Utilization of Authentic Medicinal Materials, Changchun 130118, China.
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3
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Zhu Z, Cao Y, Jian Y, Hu H, Yang Q, Hao Y, Jiang H, Luo Z, Yang X, Li W, Hu J, Liu H, Liang W, Ding G, Chen Z. CerS6 links ceramide metabolism to innate immune responses in diabetic kidney disease. Nat Commun 2025; 16:1528. [PMID: 39934147 DOI: 10.1038/s41467-025-56891-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2024] [Accepted: 02/05/2025] [Indexed: 02/13/2025] Open
Abstract
Ectopic lipid deposition, mitochondrial injury, and inflammatory responses contribute to the development of diabetic kidney disease (DKD); however, the mechanistic link between these processes remains unclear. In this study, we demonstrate that the ceramide synthase 6 (CerS6) is primarily localized in podocytes of the glomeruli and is upregulated in two different models of diabetic mice. Podocyte-specific CerS6 knockout ameliorates glomerular injury and inflammatory responses in male diabetic mice and in male mice with adriamycin-induced nephropathy. In contrast, podocyte-specific overexpression of CerS6 sufficiently induces proteinuria. Mechanistically, CerS6-derived ceramide (d18:1/16:0) can bind to the mitochondrial channel protein VDAC1 at Glu59 residue, initiating mitochondrial DNA (mtDNA) leakage, activating the cGAS-STING signaling pathway, and ultimately promoting an immune-inflammatory response in the kidney. Importantly, CERS6 expression is increased in podocytes from kidney biopsies of patients with DKD and focal segmental glomerulosclerosis (FSGS), and the expression level of CERS6 is correlated negatively with glomerular filtration rate and positively with proteinuria. Thus, our findings suggest that targeting CerS6 may be a potential therapeutic strategy for proteinuric kidney diseases.
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MESH Headings
- Animals
- Diabetic Nephropathies/metabolism
- Diabetic Nephropathies/pathology
- Diabetic Nephropathies/immunology
- Diabetic Nephropathies/genetics
- Sphingosine N-Acyltransferase/metabolism
- Sphingosine N-Acyltransferase/genetics
- Male
- Ceramides/metabolism
- Podocytes/metabolism
- Podocytes/pathology
- Podocytes/immunology
- Mice
- Humans
- Membrane Proteins/metabolism
- Membrane Proteins/genetics
- Mice, Knockout
- Immunity, Innate
- Voltage-Dependent Anion Channel 1/metabolism
- Voltage-Dependent Anion Channel 1/genetics
- Signal Transduction
- Glomerulosclerosis, Focal Segmental/metabolism
- Glomerulosclerosis, Focal Segmental/immunology
- Glomerulosclerosis, Focal Segmental/pathology
- Glomerulosclerosis, Focal Segmental/genetics
- Nucleotidyltransferases/metabolism
- Nucleotidyltransferases/genetics
- Mice, Inbred C57BL
- Diabetes Mellitus, Experimental/metabolism
- Diabetes Mellitus, Experimental/immunology
- Diabetes Mellitus, Experimental/genetics
- Proteinuria/metabolism
- Kidney Glomerulus/pathology
- Kidney Glomerulus/metabolism
- Kidney Glomerulus/immunology
- Doxorubicin/pharmacology
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Affiliation(s)
- Zijing Zhu
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Yun Cao
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Yonghong Jian
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Hongtu Hu
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Qian Yang
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Yiqun Hao
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Houhui Jiang
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Zilv Luo
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Xueyan Yang
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Weiwei Li
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Jijia Hu
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Hongyan Liu
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Wei Liang
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China
| | - Guohua Ding
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China.
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China.
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China.
| | - Zhaowei Chen
- Division of Nephrology, Renmin Hospital of Wuhan University, Wuhan, China.
- Nephrology and Urology Research Institute of Wuhan University, Wuhan, China.
- Hubei Clinical Research Center of Kidney Disease, Wuhan, China.
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Jonny J, Sitepu EC, Lister INE, Chiuman L, Putranto TA. The Potential of Anti-Inflammatory DC Immunotherapy in Improving Proteinuria in Type 2 Diabetes Mellitus. Vaccines (Basel) 2024; 12:972. [PMID: 39340004 PMCID: PMC11435532 DOI: 10.3390/vaccines12090972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2024] [Revised: 08/19/2024] [Accepted: 08/23/2024] [Indexed: 09/30/2024] Open
Abstract
A typical consequence of type 2 diabetes mellitus, diabetic kidney disease (DKD) is a significant risk factor for end-stage renal disease. The pathophysiology of diabetic kidney disease (DKD) is mainly associated with the immune system, which involves adhesion molecules and growth factors disruption, excessive expression of inflammatory mediators, decreased levels of anti-inflammatory mediators, and immune cell infiltration in the kidney. Dendritic cells are professional antigen-presenting cells acting as a bridge connecting innate and adaptive immune responses. The anti-inflammatory subset of DCs is also capable of modulating inflammation. Autologous anti-inflammatory dendritic cells can be made by in vitro differentiation of peripheral blood monocytes and utilized as a cell-based therapy. Treatment with anti-inflammatory cytokines, immunosuppressants, and substances derived from pathogens can induce tolerogenic or anti-inflammatory features in ex vivo-generated DCs. It has been established that targeting inflammation can alleviate the progression of DKD. Recent studies have focused on the potential of dendritic cell-based therapies to modulate immune responses favorably. By inducing a tolerogenic phenotype in dendritic cells, it is possible to decrease the inflammatory response and subsequent kidney damage. This article highlights the possibility of using anti-inflammatory DCs as a cell-based therapy for DKD through its role in controlling inflammation.
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Affiliation(s)
- Jonny Jonny
- Indonesia Army Cellcure Center, Gatot Soebroto Central Army Hospital, Jakarta 10410, Indonesia; (E.C.S.)
- Faculty of Medicine, Dentistry, and Health Sciences, University Prima Indonesia, Medan 20118, Indonesia
- Faculty of Military Medicine, Indonesia Defense University, Jakarta 16810, Indonesia
- Faculty of Medicine, University of Pembangunan Nasional “Veteran” Jakarta, Jakarta 12450, Indonesia
| | - Enda Cindylosa Sitepu
- Indonesia Army Cellcure Center, Gatot Soebroto Central Army Hospital, Jakarta 10410, Indonesia; (E.C.S.)
| | - I Nyoman Ehrich Lister
- Faculty of Medicine, Dentistry, and Health Sciences, University Prima Indonesia, Medan 20118, Indonesia
| | - Linda Chiuman
- Faculty of Medicine, Dentistry, and Health Sciences, University Prima Indonesia, Medan 20118, Indonesia
| | - Terawan Agus Putranto
- Indonesia Army Cellcure Center, Gatot Soebroto Central Army Hospital, Jakarta 10410, Indonesia; (E.C.S.)
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5
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Zhong S, Wang N, Zhang C. Podocyte Death in Diabetic Kidney Disease: Potential Molecular Mechanisms and Therapeutic Targets. Int J Mol Sci 2024; 25:9035. [PMID: 39201721 PMCID: PMC11354906 DOI: 10.3390/ijms25169035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Revised: 08/02/2024] [Accepted: 08/18/2024] [Indexed: 09/03/2024] Open
Abstract
Cell deaths maintain the normal function of tissues and organs. In pathological conditions, the abnormal activation or disruption of cell death often leads to pathophysiological effects. Diabetic kidney disease (DKD), a significant microvascular complication of diabetes, is linked to high mortality and morbidity rates, imposing a substantial burden on global healthcare systems and economies. Loss and detachment of podocytes are key pathological changes in the progression of DKD. This review explores the potential mechanisms of apoptosis, necrosis, autophagy, pyroptosis, ferroptosis, cuproptosis, and podoptosis in podocytes, focusing on how different cell death modes contribute to the progression of DKD. It recognizes the limitations of current research and presents the latest basic and clinical research studies targeting podocyte death pathways in DKD. Lastly, it focuses on the future of targeting podocyte cell death to treat DKD, with the intention of inspiring further research and the development of therapeutic strategies.
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Grants
- 82370728, 81974097, 82170773, 82100729, 82100794, 82200808, 82200841, 81800610, 82300843, 82300851, 82300786 National Natural Science Foundation of China
- 2023BCB034 Key Research and Development Program of Hubei Province
- 2021YFC2500200 National Key Research and Development Program of China
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Affiliation(s)
| | | | - Chun Zhang
- Department of Nephrology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; (S.Z.); (N.W.)
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6
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Wang D, Li Y, Li G, Liu M, Zhou Z, Wu M, Song S, Bian Y, Dong J, Li X, Du Y, Zhang T, Shi Y. Inhibition of PKC-δ retards kidney fibrosis via inhibiting cGAS-STING signaling pathway in mice. Cell Death Discov 2024; 10:314. [PMID: 38972937 PMCID: PMC11228024 DOI: 10.1038/s41420-024-02087-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2024] [Revised: 06/17/2024] [Accepted: 07/02/2024] [Indexed: 07/09/2024] Open
Abstract
Kidney fibrosis is considered to be the ultimate aggregation pathway of chronic kidney disease (CKD), but its underlying mechanism remains elusive. Protein kinase C-delta (PKC-δ) plays critical roles in the control of growth, differentiation, and apoptosis. In this study, we found that PKC-δ was highly upregulated in human biopsy samples and mouse kidneys with fibrosis. Rottlerin, a PKC-δ inhibitor, alleviated unilateral ureteral ligation (UUO)-induced kidney fibrosis, inflammation, VDAC1 expression, and cGAS-STING signaling pathway activation. Adeno-associated virus 9 (AAV9)-mediated VDAC1 silencing or VBIT-12, a VDAC1 inhibitor, attenuated renal injury, inflammation, and activation of cGAS-STING signaling pathway in UUO mouse model. Genetic and pharmacologic inhibition of STING relieved renal fibrosis and inflammation in UUO mice. In vitro, hypoxia resulted in PKC-δ phosphorylation, VDAC1 oligomerization, and activation of cGAS-STING signaling pathway in HK-2 cells. Inhibition of PKC-δ, VDAC1 or STING alleviated hypoxia-induced fibrotic and inflammatory responses in HK-2 cells, respectively. Mechanistically, PKC-δ activation induced mitochondrial membrane VDAC1 oligomerization via direct binding VDAC1, followed by the mitochondrial DNA (mtDNA) release into the cytoplasm, and subsequent activated cGAS-STING signaling pathway, which contributed to the inflammation leading to fibrosis. In conclusion, this study has indicated for the first time that PKC-δ is an important regulator in kidney fibrosis by promoting cGAS-STING signaling pathway which mediated by VDAC1. PKC-δ may be useful for treating renal fibrosis and subsequent CKD.
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Affiliation(s)
- Dongyun Wang
- Department of Pathology, Hebei Medical University, Shijiazhuang, 050017, China
- Hebei Key Laboratory of Kidney Disease, Shijiazhuang, 050017, China
| | - Yue Li
- Department of Pathology, Hebei Medical University, Shijiazhuang, 050017, China
| | - Guiying Li
- Department of Nephrology, Affiliated Hospital of Hebei University of Engineering, Handan, 056000, China
| | - Mengyu Liu
- Department of Pathology, Hebei Medical University, Shijiazhuang, 050017, China
| | - Zihui Zhou
- Department of Pathology, Hebei Medical University, Shijiazhuang, 050017, China
- Hebei Key Laboratory of Kidney Disease, Shijiazhuang, 050017, China
| | - Ming Wu
- Department of Pathology, Hebei Medical University, Shijiazhuang, 050017, China
- Hebei Key Laboratory of Kidney Disease, Shijiazhuang, 050017, China
| | - Shan Song
- Department of Pathology, Hebei Medical University, Shijiazhuang, 050017, China
- Hebei Key Laboratory of Kidney Disease, Shijiazhuang, 050017, China
| | - Yawei Bian
- Department of Pathology, Hebei Medical University, Shijiazhuang, 050017, China
- Hebei Key Laboratory of Kidney Disease, Shijiazhuang, 050017, China
| | - Jiajia Dong
- Department of Pathology, Hebei Medical University, Shijiazhuang, 050017, China
- Hebei Key Laboratory of Kidney Disease, Shijiazhuang, 050017, China
| | - Xinran Li
- Department of Pathology, Hebei Medical University, Shijiazhuang, 050017, China
- Hebei Key Laboratory of Kidney Disease, Shijiazhuang, 050017, China
| | - Yunxia Du
- Department of Pathology, Hebei Medical University, Shijiazhuang, 050017, China
- Hebei Key Laboratory of Kidney Disease, Shijiazhuang, 050017, China
| | - Tao Zhang
- Hebei Key Laboratory of Kidney Disease, Shijiazhuang, 050017, China
- Department of Nephrology, Third Hospital of Hebei Medical University, Shijiazhuang, 050051, China
| | - Yonghong Shi
- Department of Pathology, Hebei Medical University, Shijiazhuang, 050017, China.
- Hebei Key Laboratory of Kidney Disease, Shijiazhuang, 050017, China.
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Matboli M, Al-Amodi HS, Khaled A, Khaled R, Roushdy MMS, Ali M, Diab GI, Elnagar MF, Elmansy RA, TAhmed HH, Ahmed EME, Elzoghby DMA, M.Kamel HF, Farag MF, ELsawi HA, Farid LM, Abouelkhair MB, Habib EK, Fikry H, Saleh LA, Aboughaleb IH. Comprehensive machine learning models for predicting therapeutic targets in type 2 diabetes utilizing molecular and biochemical features in rats. Front Endocrinol (Lausanne) 2024; 15:1384984. [PMID: 38854687 PMCID: PMC11157016 DOI: 10.3389/fendo.2024.1384984] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/11/2024] [Accepted: 05/03/2024] [Indexed: 06/11/2024] Open
Abstract
Introduction With the increasing prevalence of type 2 diabetes mellitus (T2DM), there is an urgent need to discover effective therapeutic targets for this complex condition. Coding and non-coding RNAs, with traditional biochemical parameters, have shown promise as viable targets for therapy. Machine learning (ML) techniques have emerged as powerful tools for predicting drug responses. Method In this study, we developed an ML-based model to identify the most influential features for drug response in the treatment of type 2 diabetes using three medicinal plant-based drugs (Rosavin, Caffeic acid, and Isorhamnetin), and a probiotics drug (Z-biotic), at different doses. A hundred rats were randomly assigned to ten groups, including a normal group, a streptozotocin-induced diabetic group, and eight treated groups. Serum samples were collected for biochemical analysis, while liver tissues (L) and adipose tissues (A) underwent histopathological examination and molecular biomarker extraction using quantitative PCR. Utilizing five machine learning algorithms, we integrated 32 molecular features and 12 biochemical features to select the most predictive targets for each model and the combined model. Results and discussion Our results indicated that high doses of the selected drugs effectively mitigated liver inflammation, reduced insulin resistance, and improved lipid profiles and renal function biomarkers. The machine learning model identified 13 molecular features, 10 biochemical features, and 20 combined features with an accuracy of 80% and AUC (0.894, 0.93, and 0.896), respectively. This study presents an ML model that accurately identifies effective therapeutic targets implicated in the molecular pathways associated with T2DM pathogenesis.
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Affiliation(s)
- Marwa Matboli
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | - Hiba S. Al-Amodi
- Biochemistry Department, Faculty of Medicine, Umm Al-Qura University, Makkah, Saudi Arabia
| | - Abdelrahman Khaled
- Bioinformatics Group, Center of Informatics Sciences (CIS), School of Information Technology and Computer Sciences, Nile University, Giza, Egypt
| | - Radwa Khaled
- Biotechnology/Biomolecular Chemistry Department, Faculty of Science, Cairo University, Cairo, Egypt
- Medicinal Biochemistry and Molecular Biology Department, Modern University for Technology and Information, Cairo, Egypt
| | - Marian M. S. Roushdy
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | - Marwa Ali
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | | | | | - Rasha A. Elmansy
- Anatomy Unit, Department of Basic Medical Sciences, College of Medicine and Medical Sciences, Qassim University, Buraydah, Saudi Arabia
- Department of Anatomy and Cell Biology, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | - Hagir H. TAhmed
- Anatomy Unit, Department of Basic Medical Sciences, College of Medicine and Medical Sciences, AlNeelain University, Khartoum, Sudan
| | - Enshrah M. E. Ahmed
- Pathology Unit, Department of Basic Medical Sciences, College of Medicine and Medical Sciences, Gassim University, Buraydah, Saudi Arabia
| | | | - Hala F. M.Kamel
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
- Biochemistry Department, Faculty of Medicine, Umm Al-Qura University, Makkah, Saudi Arabia
| | - Mohamed F. Farag
- Medical Physiology Department, Armed Forces College of Medicine, Cairo, Egypt
| | - Hind A. ELsawi
- Department of Internal Medicine, Badr University in Cairo, Badr, Egypt
| | - Laila M. Farid
- Pathology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | | | - Eman K. Habib
- Department of Anatomy and Cell Biology, Faculty of Medicine, Galala University, Attaka, Suez Governorate, Egypt
| | - Heba Fikry
- Department of Histology, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | - Lobna A. Saleh
- Department of Clinical Pharmacology, Faculty of Medicine, Ain Shams University, Cairo, Egypt
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8
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Li H, Gong J, Bian F, Yu F, Yuan H, Hu F. The role and mechanism of NLRP3 in wasp venom-induced acute kidney injury. Toxicon 2024; 238:107570. [PMID: 38103798 DOI: 10.1016/j.toxicon.2023.107570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2023] [Revised: 12/04/2023] [Accepted: 12/14/2023] [Indexed: 12/19/2023]
Abstract
BACKGROUND Inflammation and pyroptosis have crucial impacts on the development of acute kidney injury (AKI) and have been validated in a variety of existing AKI animal models. However, the mechanisms underlying wasp venom-induced AKI are still unclear. The involvement of nucleotide-binding oligomerization domain (NOD)-like receptor protein 3 (NLRP3) in some mouse models of AKI has been extensively documented, and its crucial function in controlling inflammation and pyroptosis has been highlighted. The objective of our study was to investigate the role and mechanism of NLRP3 in inflammation and pyroptosis associated with wasp venom-induced AKI. METHODS A mouse model of AKI induced by wasp venom pre-injected with an NLRP3 inhibitor was used to study the role and mechanism of NLRP3. To verify the importance of NLRP3, western blotting was performed to assess the expression of NLRP3, caspase-1 p20, and gasdermin D (GSDMD)-N. Additionally, quantitative real-time polymerase was used to determine the expression of NLRP3, caspase-1, and GSDMD. Furthermore, enzyme-linked immunosorbent assay was utilized to measure the levels of interleukin (IL)-1β and IL-18. RESULTS NLRP3 was found to be the downstream signal of the stimulator of interferon genes in the wasp sting venom-induced AKI model. The administration of wasp venom in mice significantly upregulated the expression of NLRP3, leading to renal dysfunction, inflammation, and pyroptosis. Treatment with an NLRP3 inhibitor reversed the renal damage induced by wasp venom and attenuated pathological injury, inflammatory response, and pyroptosis. CONCLUSION NLRP3 activation is associated with renal failure, inflammatory response and pyroptosis in the hyper early phase of wasp venom-induced AKI. The inhibition of NLRP3 significantly weakened this phenomenon. These findings could potentially offer a viable therapeutic approach for AKI triggered by wasp venom.
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Affiliation(s)
- Haoran Li
- School of Medicine, Wuhan University of Science and Technology, Wuhan, China; Department of Nephrology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, China
| | - Jianhua Gong
- Department of Nephrology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, China
| | - Fang Bian
- Department of Pharmacy, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, China
| | - Fanglin Yu
- School of Medicine, Wuhan University of Science and Technology, Wuhan, China; Department of Nephrology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, China
| | - Hai Yuan
- Department of Nephrology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, China.
| | - Fengqi Hu
- Department of Nephrology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, China.
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9
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Pham AT, Oliveira AC, Albanna M, Alvarez-Castanon J, Dupee Z, Patel D, Fu C, Mukhsinova L, Nguyen A, Jin L, Bryant AJ. Non-Interferon-Dependent Role of STING Signaling in Pulmonary Hypertension. Arterioscler Thromb Vasc Biol 2024; 44:124-142. [PMID: 37942608 PMCID: PMC10872846 DOI: 10.1161/atvbaha.123.320121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Accepted: 10/24/2023] [Indexed: 11/10/2023]
Abstract
BACKGROUND Patients with constitutive activation of DNA-sensing pathway through stimulator of IFN (interferon) genes (STING), such as those with STING-associated vasculopathy with onset in infancy, develop pulmonary hypertension (PH). However, the role of STING signaling in general PH patients is heretofore undescribed. Here, we seek to investigate the role of STING in PH development. METHODS STING expression in patient lung samples was examined. PH was induced in global STING-deficient mice and global type I IFN receptor 1-deficient mice using bleomycin or chronic hypoxia exposure. PH development was evaluated by right ventricular systolic pressure and Fulton index, with additional histological and flow cytometric analysis. VEGF (vascular endothelial growth factor) expression on murine immune cells was quantified and evaluated with multiplex and flow cytometry. Human myeloid-derived cells were differentiated from peripheral blood mononuclear cells and treated with either STING agonist or STING antagonist for evaluation of VEGF secretion. RESULTS Global STING deficiency protects mice from PH development, and STING-associated PH seems independent of type I IFN signaling. Furthermore, a role for STING-VEGF signaling pathway in PH development was demonstrated, with altered VEGF secretion in murine pulmonary infiltrated myeloid cells in a STING-dependent manner. In addition, pharmacological manipulation of STING in human myeloid-derived cells supports in vivo findings. Finally, a potential role of STING-VEGF-mediated apoptosis in disease development and progression was illustrated, providing a roadmap toward potential therapeutic applications. CONCLUSIONS Overall, these data provide concrete evidence of STING involvement in PH, establishing biological plausibility for STING-related therapies in PH treatment.
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Affiliation(s)
- Ann T Pham
- Department of Medicine, University of Florida College of Medicine, Gainesville
| | - Aline C Oliveira
- Department of Medicine, University of Florida College of Medicine, Gainesville
| | - Muhammad Albanna
- Department of Medicine, University of Florida College of Medicine, Gainesville
| | | | - Zadia Dupee
- Department of Medicine, University of Florida College of Medicine, Gainesville
| | - Diya Patel
- Department of Medicine, University of Florida College of Medicine, Gainesville
| | - Chunhua Fu
- Department of Medicine, University of Florida College of Medicine, Gainesville
| | - Laylo Mukhsinova
- Department of Medicine, University of Florida College of Medicine, Gainesville
| | - Amy Nguyen
- Department of Medicine, University of Florida College of Medicine, Gainesville
| | - Lei Jin
- Department of Medicine, University of Florida College of Medicine, Gainesville
| | - Andrew J Bryant
- Department of Medicine, University of Florida College of Medicine, Gainesville
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10
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Yan S, Liang H, Zhan P, Zheng H, Zhao Q, Zheng Z, Lu H, Shang G, Ji X. Stimulator of interferon genes promotes diabetic sarcopenia by targeting peroxisome proliferator activated receptors γ degradation and inhibiting fatty acid oxidation. J Cachexia Sarcopenia Muscle 2023; 14:2623-2641. [PMID: 37735940 PMCID: PMC10751429 DOI: 10.1002/jcsm.13336] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Revised: 07/20/2023] [Accepted: 08/21/2023] [Indexed: 09/23/2023] Open
Abstract
BACKGROUND Declined skeletal muscle mass and function are inevitable consequences of long-term diabetes and bring about many adverse events. Muscle fibre atrophy and interstitial fibrosis are major pathological manifestations of diabetic sarcopenia. Stimulator of interferon genes (STING) participates in various metabolic diseases. We aimed to explore whether and how STING regulates the above pathological manifestations of diabetic sarcopenia. METHODS Wild-type and STINGgt/gt C57BL/6J mice and C2C12 myotubes were used to study the role of STING in the regulation of diabetic sarcopenia and the underlying mechanisms. RESULTS STING was abnormally activated in diabetic muscles and in PA-treated myotubes (P < 0.01 for all parameters). The diabetic mice demonstrated decreased forelimb grip strength, lean mass, muscle weight and hanging impulse, which were improved by STING deficiency due to alleviated muscle fibre atrophy and interstitial fibrosis (P < 0.05 for all parameters). STING deficiency alleviated muscle fibre atrophy through the following mechanisms. Firstly, STING deficiency or inhibition increased the contents of pDRP1Ser616 , PINK1, Parkin and LC3-II, decreased p62 content, and increased the amount of mito-Keima fluorescent dots at 578 nm in diabetic state (P < 0.05 for all parameters), suggesting improved mitofission and mitophagy. Secondly, STING deficiency or inhibition increased the expression of pAKTSer473 and GLUT4 post-insulin change in diabetic state (P < 0.05 for all), indicating alleviated insulin resistance (IR). Mechanically, STING deficiency or inhibition increased peroxisome proliferator activated receptors γ (PPARγ) protein content by reducing the degradation of ubiquitinated PPARγ through the proteasome pathway and thus increased the expression of fatty acid oxidation (FAO)-related proteins in diabetic state (P < 0.05 for all parameters). Decreased expression of FAO-related proteins caused by PPARγ inhibition abolished the improvements in mitofission, mitophagy and IR achieved by STING inhibition in PA-treated myotubes and thus promoted muscle fibre atrophy (P < 0.05 for all parameters). STING deficiency alleviated interstitial fibrosis by decreasing TGFβ1 expression in diabetic state and TGFβ1 promoted the fibrogenic differentiation of fibro-adipogenic progenitors (P < 0.05 for all parameters). PPARγ inhibition abolished the effect of STING inhibition on reducing TGFβ1 content in PA-treated myotubes (P < 0.01). CONCLUSIONS STING deficiency exerted protective effects in diabetic sarcopenia by inhibiting the degradation of ubiquitinated PPARγ through the proteasome pathway and enhancing PPARγ-mediated FAO, which alleviated muscle fibre atrophy by promoting mitophagy and ameliorating IR, and alleviated interstitial fibrosis by reducing TGFβ1 production and suppressing the fibrogenic differentiation of fibro-adipogenic progenitors.
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Affiliation(s)
- Sen‐bo Yan
- The Key Laboratory of Cardiovascular Remodeling and Function Research, Chinese Ministry of Education, Chinese National Health Commission and Chinese Academy of Medical Sciences, The State and Shandong Province Joint Key Laboratory of Translational Cardiovascular Medicine, Department of Cardiology, Qilu Hospital, Cheeloo College of MedicineShandong UniversityJinanChina
| | - Huan Liang
- The Key Laboratory of Cardiovascular Remodeling and Function Research, Chinese Ministry of Education, Chinese National Health Commission and Chinese Academy of Medical Sciences, The State and Shandong Province Joint Key Laboratory of Translational Cardiovascular Medicine, Department of Cardiology, Qilu Hospital, Cheeloo College of MedicineShandong UniversityJinanChina
| | - Peng Zhan
- Department of Cardiology, Shandong Provincial HospitalShandong UniversityJinanChina
| | - Hui Zheng
- The Key Laboratory of Cardiovascular Remodeling and Function Research, Chinese Ministry of Education, Chinese National Health Commission and Chinese Academy of Medical Sciences, The State and Shandong Province Joint Key Laboratory of Translational Cardiovascular Medicine, Department of Cardiology, Qilu Hospital, Cheeloo College of MedicineShandong UniversityJinanChina
| | - Qin‐xiao Zhao
- The Key Laboratory of Cardiovascular Remodeling and Function Research, Chinese Ministry of Education, Chinese National Health Commission and Chinese Academy of Medical Sciences, The State and Shandong Province Joint Key Laboratory of Translational Cardiovascular Medicine, Department of Cardiology, Qilu Hospital, Cheeloo College of MedicineShandong UniversityJinanChina
| | - Zi‐jie Zheng
- The Key Laboratory of Cardiovascular Remodeling and Function Research, Chinese Ministry of Education, Chinese National Health Commission and Chinese Academy of Medical Sciences, The State and Shandong Province Joint Key Laboratory of Translational Cardiovascular Medicine, Department of Cardiology, Qilu Hospital, Cheeloo College of MedicineShandong UniversityJinanChina
| | - Hui‐xia Lu
- The Key Laboratory of Cardiovascular Remodeling and Function Research, Chinese Ministry of Education, Chinese National Health Commission and Chinese Academy of Medical Sciences, The State and Shandong Province Joint Key Laboratory of Translational Cardiovascular Medicine, Department of Cardiology, Qilu Hospital, Cheeloo College of MedicineShandong UniversityJinanChina
| | - Guo‐kai Shang
- Department of CardiologyShandong Provincial Hospital Affiliated to Shandong First Medical UniversityJinanChina
| | - Xiao‐ping Ji
- The Key Laboratory of Cardiovascular Remodeling and Function Research, Chinese Ministry of Education, Chinese National Health Commission and Chinese Academy of Medical Sciences, The State and Shandong Province Joint Key Laboratory of Translational Cardiovascular Medicine, Department of Cardiology, Qilu Hospital, Cheeloo College of MedicineShandong UniversityJinanChina
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Shi L, Li C, Wang J, Zhong H, Wei T, Fan W, Li Z. The intellectual base and global trends in inflammation of diabetic kidney disease: a bibliometric analysis. Ren Fail 2023; 45:2270061. [PMID: 37870857 PMCID: PMC11001326 DOI: 10.1080/0886022x.2023.2270061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2023] [Accepted: 10/08/2023] [Indexed: 10/24/2023] Open
Abstract
Diabetic kidney disease (DKD) is a severe complication of diabetes mellitus (DM). The literature on DKD inflammation research has experienced substantial growth. However, there is a lack of bibliometric analyses. This study aimed to examine the existing research on inflammation in DKD by analyzing articles published in the Web of Science Core Collection (WOSCC) over the past 30 years. We conducted a visualization analysis using several software, including CiteSpace and VOSviewer. We found that the literature on inflammation research in DKD has experienced substantial growth, indicating a rising interest in this developing area of study. In this field, Navarro-Gonzalez, JF is the most frequently cited author, Kidney International is the most frequently cited journal, China had the highest number of publications in the field of DKD inflammation, and Monash University emerged as the institution with the most published research. The research area on inflammation in DKD primarily centers around the investigation of 'Glycation end-products', 'chronic kidney disease', and 'diabetic nephropathy'. The emerging research trends in this field will focus on the 'Gut microbiota', 'NLRP3 inflammasome', 'autophagy', 'pyroptosis', 'sglt2 inhibitor', and 'therapeutic target'. Future research on DKD may focus on further exploring the inflammatory response, identifying specific therapeutic targets, studying biomarkers, investigating stem cell therapy and tissue engineering, and exploring gene therapy and gene editing. In summary, this study examines the main areas of study, frontiers, and trends in DKD inflammation, which have significant implications for future research.
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Affiliation(s)
- LuYao Shi
- Department of Nephrology, the First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan Province, China
| | - ChangYan Li
- Department of Nephrology, the First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan Province, China
| | - Jian Wang
- The Second People’s Hospital of Baoshan City, Baoshan, China
| | - HuaChen Zhong
- First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan Province, China
| | - Tao Wei
- Kunming Medical University, Kunming, Yunnan Province, China
| | - WenXing Fan
- Department of Nephrology, the First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan Province, China
| | - Zhen Li
- Organ Transplantation Center, the First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan Province, China
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