1
|
Gujarati NA, Frimpong BO, Zaidi M, Bronstein R, Revelo MP, Haley JD, Kravets I, Guo Y, Mallipattu SK. Podocyte-specific KLF6 primes proximal tubule CaMK1D signaling to attenuate diabetic kidney disease. Nat Commun 2024; 15:8038. [PMID: 39271683 PMCID: PMC11399446 DOI: 10.1038/s41467-024-52306-5] [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: 09/05/2023] [Accepted: 09/02/2024] [Indexed: 09/15/2024] Open
Abstract
Diabetic kidney disease (DKD) is the main cause of chronic kidney disease worldwide. While injury to the podocytes, visceral epithelial cells that comprise the glomerular filtration barrier, drives albuminuria, proximal tubule (PT) dysfunction is the critical mediator of DKD progression. Here, we report that the podocyte-specific induction of human KLF6, a zinc-finger binding transcription factor, attenuates podocyte loss, PT dysfunction, and eventual interstitial fibrosis in a male murine model of DKD. Utilizing combination of snRNA-seq, snATAC-seq, and tandem mass spectrometry, we demonstrate that podocyte-specific KLF6 triggers the release of secretory ApoJ to activate calcium/calmodulin dependent protein kinase 1D (CaMK1D) signaling in neighboring PT cells. CaMK1D is enriched in the first segment of the PT, proximal to the podocytes, and is critical to attenuating mitochondrial fission and restoring mitochondrial function under diabetic conditions. Targeting podocyte-PT signaling by enhancing ApoJ-CaMK1D might be a key therapeutic strategy in attenuating the progression of DKD.
Collapse
Affiliation(s)
- Nehaben A Gujarati
- Division of Nephrology and Hypertension, Department of Medicine, Stony Brook University, Stony Brook, NY, USA
| | - Bismark O Frimpong
- Division of Nephrology and Hypertension, Department of Medicine, Stony Brook University, Stony Brook, NY, USA
| | - Malaika Zaidi
- Division of Nephrology and Hypertension, Department of Medicine, Stony Brook University, Stony Brook, NY, USA
| | - Robert Bronstein
- Division of Nephrology and Hypertension, Department of Medicine, Stony Brook University, Stony Brook, NY, USA
| | - Monica P Revelo
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - John D Haley
- Department of Pharmacology, Stony Brook University, Stony Brook, NY, USA
| | - Igor Kravets
- Division of Endocrinology, Department of Medicine, Stony Brook University, Stony Brook, NY, USA
| | - Yiqing Guo
- Division of Nephrology and Hypertension, Department of Medicine, Stony Brook University, Stony Brook, NY, USA
| | - Sandeep K Mallipattu
- Division of Nephrology and Hypertension, Department of Medicine, Stony Brook University, Stony Brook, NY, USA.
- Renal Section, Northport VA Medical Center, Northport, NY, USA.
| |
Collapse
|
2
|
Chen Y, Liao L, Wang B, Wu Z. Identification and validation of immune and cuproptosis - related genes for diabetic nephropathy by WGCNA and machine learning. Front Immunol 2024; 15:1332279. [PMID: 38390317 PMCID: PMC10881670 DOI: 10.3389/fimmu.2024.1332279] [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: 11/02/2023] [Accepted: 01/26/2024] [Indexed: 02/24/2024] Open
Abstract
Background As the leading cause of chronic kidney disease, diabetic kidney disease (DKD) is an enormous burden for all healthcare systems around the world. However, its early diagnosis has no effective methods. Methods First, gene expression data in GEO database were extracted, and the differential genes of diabetic tubulopathy were obtained. Immune-related genesets were generated by WGCNA and immune cell infiltration analyses. Then, differentially expressed immune-related cuproptosis genes (DEICGs) were derived by the intersection of differential genes and genes related to cuproptosis and immune. To investigate the functions of DEICGs, volcano plots and GO term enrichment analysis was performed. Machine learning and protein-protein interaction (PPI) network analysis helped to finally screen out hub genes. The diagnostic efficacy of them was evaluated by GSEA analysis, receiver operating characteristic (ROC) curve, single-cell RNA sequencing and the Nephroseq website. The expression of hub genes at the animal level by STZ -induced and db/db DKD mouse models was further verified. Results Finally, three hub genes, including FSTL1, CX3CR1 and AGR2 that were up-regulated in both the test set GSE30122 and the validation set GSE30529, were screened. The areas under the curve (AUCs) of ROC curves of hub genes were 0.911, 0.935 and 0.922, respectively, and 0.946 when taking as a whole. Correlation analysis showed that the expression level of three hub genes demonstrated their negative relationship with GFR, while those of FSTL1 displayed a positive correlation with the level of serum creatinine. GSEA was enriched in inflammatory and immune-related pathways. Single-nucleus RNA sequencing indicated the main distribution of FSTL1 in podocyte and mesangial cells, the high expression of CX3CR1 in leukocytes and the main localization of AGR2 in the loop of Henle. In mouse models, all three hub genes were increased in both STZ-induced and db/db DKD models. Conclusion Machine learning was combined with WGCNA, immune cell infiltration and PPI analyses to identify three hub genes associated with cuproptosis, immunity and diabetic nephropathy, which all have great potential as diagnostic markers for DKD and even predict disease progression.
Collapse
Affiliation(s)
- Yubing Chen
- Division of Hepatobiliary Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Lijuan Liao
- Guangxi Key Laboratory of Immunology and Metabolism for Liver Disease, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Baoju Wang
- Department of Pathology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Sciences, Xiangyang, China
| | - Zhan Wu
- Division of Hepatobiliary Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| |
Collapse
|
3
|
Wang MZ, Cai YF, Fang QJ, Liu YL, Wang J, Chen JX, Fu Y, Wan BY, Tu Y, Wu W, Wan YG, Mu GL. Inhibition of ferroptosis of renal tubular cells with total flavones of Abelmoschus manihot alleviates diabetic tubulopathy. Anat Rec (Hoboken) 2023; 306:3199-3213. [PMID: 36440653 DOI: 10.1002/ar.25123] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Revised: 10/08/2022] [Accepted: 10/20/2022] [Indexed: 11/29/2022]
Abstract
Ferroptosis-related renal tubular lesions play important roles in diabetic kidney disease (DKD) progression, and these pathophysiological responses are collectively described as diabetic tubulopathy (DT), which lacks an effective treatment. Total flavones from Abelmoschus manihot (TFA), a natural extract that extensively used in patients with chronic kidney disease, has been used for treatment of renal tubular injury in DKD; however, whether TFA alleviates DT and its potential mechanisms remain unclear. Hence, we investigated the effects of TFA, compared to dapagliflozin, in DT management both in vivo and in vitro, using a DKD rat model and the NRK-52 E cells. Following modeling, the DKD rats received TFA, dapagliflozin, or vehicle for 6 weeks. For the in vitro research, the NRK-52 E cells were exposed to advanced glycation end products (AGEs) plus ferrostatin-1 (Fer-1), dapagliflozin, or TFA. Changes in biochemical parameters and renal tubular injury were analyzed in vivo, while changes in ferroptosis of renal tubular cells and the ferroptosis-related proteins expression were analyzed both in vivo and in vitro. We found that TFA and dapagliflozin improved biochemical parameters, renal tubular injury, and ferroptosis in the DKD rats. Moreover, TFA and dapagliflozin inhibited ferroptosis by ameliorating iron deposition, lipid peroxidation capacity, and ferroptosis-related proteins expression in vitro, which was similar to the effects of Fer-1. Collectively, this study demonstrated that TFA treated DT in a manner similar to dapagliflozin by inhibiting ferroptosis of renal tubular cells via improving iron deposition and antioxidant capacity. Our findings provide new pharmacological evidence for TFA application in DT treatment.
Collapse
Affiliation(s)
- Mei-Zi Wang
- Department of Traditional Chinese Medicine, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China
- Institute of Chinese Medicine, Nanjing University, Nanjing, China
- Department of Traditional Chinese Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China
| | - Yu-Feng Cai
- Department of Traditional Chinese Medicine, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China
| | - Qi-Jun Fang
- Department of Traditional Chinese Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China
| | - Ying-Lu Liu
- Department of Traditional Chinese Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China
| | - Jie Wang
- Department of Traditional Chinese Medicine, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China
| | - Jia-Xin Chen
- Department of Traditional Chinese Medicine, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China
| | - Yan Fu
- Department of Traditional Chinese Medicine, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China
| | - Bing-Ying Wan
- Department of Traditional Chinese Medicine, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China
| | - Yue Tu
- Department of Traditional Chinese Medicine Health Preservation, Acupuncture, Moxibustion and Massage College, Health Preservation and Rehabilitation College, Nanjing University of Chinese Medicine, Nanjing, China
| | - Wei Wu
- Department of Traditional Chinese Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China
| | - Yi-Gang Wan
- Department of Traditional Chinese Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China
| | - Geng-Lin Mu
- Institute of Chinese Medicine, Nanjing University, Nanjing, China
| |
Collapse
|
4
|
Shi W, Le W, Tang Q, Shi S, Shi J. Regulon analysis identifies protective FXR and CREB5 in proximal tubules in early diabetic kidney disease. BMC Nephrol 2023; 24:180. [PMID: 37337149 DOI: 10.1186/s12882-023-03239-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Accepted: 06/09/2023] [Indexed: 06/21/2023] Open
Abstract
Diabetic kidney disease (DKD) is the most common complication of diabetes mellitus and a leading cause of kidney failure worldwide. Despite its prevalence, the mechanisms underlying early kidney damage in DKD remain poorly understood. In this study, we used single nucleus RNA-seq to construct gene regulatory networks (GRNs) in the kidney cortex of patients with early DKD. By comparing these networks with those of healthy controls, we identify cell type-specific changes in genetic regulation associated with diabetic status. The regulon activities of FXR (NR1H4) and CREB5 were found to be upregulated in kidney proximal convoluted tubule epithelial cells (PCTs), which were validated using immunofluorescence staining in kidney biopsies from DKD patients. In vitro experiments using cultured HK2 cells showed that FXR and CREB5 protected cells from apoptosis and epithelial-mesenchymal transition. Our findings suggest that FXR and CREB5 may be promising targets for early intervention in patients with DKD.
Collapse
Affiliation(s)
- Wanting Shi
- National Clinical Research Center for Kidney Disease, Affiliated Jinling Hospital, Medical School, Nanjing University, Nanjing, China
| | - Weibo Le
- National Clinical Research Center for Kidney Disease, Affiliated Jinling Hospital, Medical School, Nanjing University, Nanjing, China
| | - Qiaoli Tang
- National Clinical Research Center for Kidney Disease, Affiliated Jinling Hospital, Medical School, Nanjing University, Nanjing, China
- Department of Nephrology, the First Affiliated Hospital of University of Science and Technology of China, Hefei, China
| | - Shaolin Shi
- National Clinical Research Center for Kidney Disease, Affiliated Jinling Hospital, Medical School, Nanjing University, Nanjing, China.
| | - Jingsong Shi
- National Clinical Research Center for Kidney Disease, Affiliated Jinling Hospital, Medical School, Nanjing University, Nanjing, China.
| |
Collapse
|