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Zhang L, Yan Q, Lin M, He J, Tian J, Chen Z, Hong F. Investigation of ferroptosis-associated molecular subtypes and immunological characteristics in lupus nephritis based on artificial neural network learning. Arthritis Res Ther 2024; 26:126. [PMID: 38961491 PMCID: PMC11220981 DOI: 10.1186/s13075-024-03356-z] [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: 10/09/2023] [Accepted: 06/22/2024] [Indexed: 07/05/2024] Open
Abstract
BACKGROUND Lupus nephritis (LN) is a severe complication of systemic lupus erythematosus (SLE) with poor treatment outcomes. The role and underlying mechanisms of ferroptosis in LN remain largely unknown. We aimed to explore ferroptosis-related molecular subtypes and assess their prognostic value in LN patients. METHODS Molecular subtypes were classified on the basis of differentially expressed ferroptosis-related genes (FRGs) via the Consensus ClusterPlus package. The enriched functions and pathways, immune infiltrating levels, immune scores, and immune checkpoints were compared between the subgroups. A scoring algorithm based on the subtype-specific feature genes identified by artificial neural network machine learning, referred to as the NeuraLN, was established, and its immunological features, clinical value, and predictive value were evaluated in patients with LN. Finally, immunohistochemical analysis was performed to validate the expression and role of feature genes in glomerular tissues from LN patients and controls. RESULTS A total of 10 differentially expressed FRGs were identified, most of which showed significant correlation. Based on the 10 FRGs, LN patients were classified into two ferroptosis subtypes, which exhibited significant differences in immune cell abundances, immune scores, and immune checkpoint expression. A NeuraLN-related protective model was established based on nine subtype-specific genes, and it exhibited a robustly predictive value in LN. The nomogram and calibration curves demonstrated the clinical benefits of the protective model. The high-NeuraLN group was closely associated with immune activation. Clinical specimens demonstrated the alterations of ALB, BHMT, GAMT, GSTA1, and HAO2 were in accordance with bioinformatics analysis results, GSTA1 and BHMT were negatively correlated with the severity of LN. CONCLUSION The classification of ferroptosis subtypes and the establishment of a protective model may form a foundation for the personalized treatment of LN patients.
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Affiliation(s)
- Li Zhang
- Department of Nephrology, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, Fuzhou, Fujian, PR China
| | - Qing Yan
- Department of Rheumatology and Immunology, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, 134 Dongjie Road, Fuzhou, 350001, Fujian Province, China
| | - Miao Lin
- Department of Nephrology, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, Fuzhou, Fujian, PR China
| | - Juanjuan He
- Department of Rheumatology and Immunology, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, 134 Dongjie Road, Fuzhou, 350001, Fujian Province, China
| | - Jie Tian
- Department of Nephrology, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, Fuzhou, Fujian, PR China
| | - Zhihan Chen
- Department of Rheumatology and Immunology, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, 134 Dongjie Road, Fuzhou, 350001, Fujian Province, China.
| | - Fuyuan Hong
- Department of Nephrology, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, Fuzhou, Fujian, PR China.
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Perretta‐Tejedor N, Price KL, Jafree DJ, Pomeranz G, Kolatsi‐Joannou M, Martínez‐Salgado C, Long DA, Vasilopoulou E. Cardiotrophin-1 therapy reduces disease severity in a murine model of glomerular disease. Physiol Rep 2024; 12:e16129. [PMID: 38955668 PMCID: PMC11219243 DOI: 10.14814/phy2.16129] [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: 02/22/2024] [Revised: 06/10/2024] [Accepted: 06/20/2024] [Indexed: 07/04/2024] Open
Abstract
Cardiotrophin-1 (CT-1), a member of the interleukin (IL)-6 cytokine family, has renoprotective effects in mouse models of acute kidney disease and tubulointerstitial fibrosis, but its role in glomerular disease is unknown. To address this, we used the mouse model of nephrotoxic nephritis to test the hypothesis that CT-1 also has a protective role in immune-mediated glomerular disease. Using immunohistochemistry and analysis of single-cell RNA-sequencing data of isolated glomeruli, we demonstrate that CT-1 is expressed in the glomerulus in male mice, predominantly in parietal epithelial cells and is downregulated in mice with nephrotoxic nephritis. Furthermore, analysis of data from patients revealed that human glomerular disease is also associated with reduced glomerular CT-1 transcript levels. In male mice with nephrotoxic nephritis and established proteinuria, administration of CT-1 resulted in reduced albuminuria, prevented podocyte loss, and sustained plasma creatinine, compared with mice administered saline. CT-1 treatment also reduced fibrosis in the kidney cortex, peri-glomerular macrophage accumulation and the kidney levels of the pro-inflammatory mediator complement component 5a. In conclusion, CT-1 intervention therapy delays the progression of glomerular disease in mice by preserving kidney function and inhibiting renal inflammation and fibrosis.
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Affiliation(s)
- Nuria Perretta‐Tejedor
- Developmental Biology and Cancer Research and Teaching DepartmentUCL Great Ormond Street Institute of Child HealthLondonUK
- UCL Centre for Kidney and Bladder HealthLondonUK
- Department of Physiology and Pharmacology, Translational Research on Renal and Cardiovascular Diseases (TRECARD)University of Salamanca, Institute of Biomedical Research of Salamanca (IBSAL)SalamancaSpain
| | - Karen L. Price
- Developmental Biology and Cancer Research and Teaching DepartmentUCL Great Ormond Street Institute of Child HealthLondonUK
- UCL Centre for Kidney and Bladder HealthLondonUK
| | - Daniyal J. Jafree
- Developmental Biology and Cancer Research and Teaching DepartmentUCL Great Ormond Street Institute of Child HealthLondonUK
- UCL Centre for Kidney and Bladder HealthLondonUK
- Specialised Foundation Programme in ResearchNHS East of EnglandCambridgeUK
| | - Gideon Pomeranz
- Developmental Biology and Cancer Research and Teaching DepartmentUCL Great Ormond Street Institute of Child HealthLondonUK
- UCL Centre for Kidney and Bladder HealthLondonUK
| | - Maria Kolatsi‐Joannou
- Developmental Biology and Cancer Research and Teaching DepartmentUCL Great Ormond Street Institute of Child HealthLondonUK
- UCL Centre for Kidney and Bladder HealthLondonUK
| | - Carlos Martínez‐Salgado
- Department of Physiology and Pharmacology, Translational Research on Renal and Cardiovascular Diseases (TRECARD)University of Salamanca, Institute of Biomedical Research of Salamanca (IBSAL)SalamancaSpain
| | - David A. Long
- Developmental Biology and Cancer Research and Teaching DepartmentUCL Great Ormond Street Institute of Child HealthLondonUK
- UCL Centre for Kidney and Bladder HealthLondonUK
| | - Elisavet Vasilopoulou
- Developmental Biology and Cancer Research and Teaching DepartmentUCL Great Ormond Street Institute of Child HealthLondonUK
- UCL Centre for Kidney and Bladder HealthLondonUK
- Comparative Biomedical SciencesThe Royal Veterinary CollegeLondonUK
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Haeri H, Eisermann J, Schimm H, Büscher A, Hoyer P, Hinderberger D. Profound Changes in Functional Structure and Dynamics of Serum Albumin in Children with Nephrotic Syndrome: An Exploratory Research Study. J Med Chem 2023; 66:12115-12129. [PMID: 37648246 PMCID: PMC10510392 DOI: 10.1021/acs.jmedchem.3c00680] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Indexed: 09/01/2023]
Abstract
Patients with nephrotic syndrome (NS) suffer from urinary loss of albumin. As a cause, previous studies focused on the glomerular filter rather than analyzing the molecular properties of albumin itself. Later one was initiated by clinical observations indicating unexplained molecular alterations of human serum albumin (HSA) in an NS pediatric patient. Therefore, we examined serum from eight pediatric patients with steroid-sensitive and -resistant NS and compared it with serum from healthy subjects as well as commercial HSA. We used dynamic and electrophoretic light scattering to characterize the protein size and effective surface charge and electron paramagnetic resonance spectroscopy to measure the local environment and binding dynamics of up to seven fatty acids associated with HSA. Our findings suggest that pronounced differences in binding behavior and surface charge of HSA could enhance their filtration through the GBM, leading to direct toxicity of HSA to podocytes.
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Affiliation(s)
- Haleh
H. Haeri
- Physical
Chemistry, Complex Self-Organizing Systems, Martin Luther University
Halle-Wittenberg, Institute of Chemistry, Von Danckelmann-Platz 4, 06120 Halle (Saale), Germany
| | - Jana Eisermann
- Department
of Chemistry, Molecular Sciences Research Hub, Imperial College London, 82 Wood Ln, W12 0BZ London, U.K.
| | - Heike Schimm
- Physical
Chemistry, Complex Self-Organizing Systems, Martin Luther University
Halle-Wittenberg, Institute of Chemistry, Von Danckelmann-Platz 4, 06120 Halle (Saale), Germany
| | - Anja Büscher
- Universitätsklinikum
Essen (AöR), Klinik für Kinderheilkunde II, Zentrum
für Kinder- und Jugendmedizin, Hufelandstraße 55, D-45147 Essen, Germany
| | - Peter Hoyer
- Universitätsklinikum
Essen (AöR), Klinik für Kinderheilkunde II, Zentrum
für Kinder- und Jugendmedizin, Hufelandstraße 55, D-45147 Essen, Germany
| | - Dariush Hinderberger
- Physical
Chemistry, Complex Self-Organizing Systems, Martin Luther University
Halle-Wittenberg, Institute of Chemistry, Von Danckelmann-Platz 4, 06120 Halle (Saale), Germany
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Modes of podocyte death in diabetic kidney disease: an update. J Nephrol 2022; 35:1571-1584. [PMID: 35201595 DOI: 10.1007/s40620-022-01269-1] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Accepted: 02/01/2022] [Indexed: 02/06/2023]
Abstract
Diabetic kidney disease (DKD) accounts for a large proportion of end-stage renal diseases that require renal replacement therapies including dialysis and transplantation. Therefore, it is critical to understand the occurrence and development of DKD. Podocytes are mainly injured during the development of DKD, ultimately leading to their extensive death and loss. In turn, the injury and death of glomerular podocytes are also the main culprits of DKD. This review introduces the characteristics of podocytes and summarizes the modes of their death in DKD, including apoptosis, autophagy, mitotic catastrophe (MC), anoikis, necroptosis, and pyroptosis. Apoptosis is characterized by nuclear condensation and the formation of apoptotic bodies, and it exerts a different effect from autophagy in mediating DKD-induced podocyte loss. MC mediates a faulty mitotic process while anoikis separates podocytes from the basement membrane. Moreover, pyroptosis activates inflammatory factors to aggravate podocyte injuries whilst necroptosis drives signaling cascades, such as receptor-interacting protein kinases 1 and 3 and mixed lineage kinase domain-like, ultimately promoting the death of podocytes. In conclusion, a thorough knowledge of the modes of podocyte death in DKD can help us understand the development of DKD and lay the foundation for strategies in DKD disease therapy.
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Shen H, Bao Y, Feng C, Fu H, Mao J. Overexpression of Myo1e promotes albumin endocytosis by mouse glomerular podocytes mediated by Dynamin. PeerJ 2020; 8:e8599. [PMID: 32211226 PMCID: PMC7083160 DOI: 10.7717/peerj.8599] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2019] [Accepted: 01/19/2020] [Indexed: 11/20/2022] Open
Abstract
Background As a fundamental process internalizing molecules from the plasma membrane, endocytosis plays a crucial role in podocyte biology. Our previous study has identified that overexpression of Myole may enhance podocyte endocytosis. However, its potential mechanism has been not well understand. Thus, we aimed to analyze whether albumin endocytosis by mouse glomerular podocytes is dependent on Myo1e expression. Also, we aimed to elucidate whether the underlying mechanism is mediated by Dynamin. Methods Firstly, mouse podocyte cells (MPC5) were treated with different concentrations of FITC-bovine serum albumin (BSA). The fluorescence intensity and cell viability were detected by flow cytometry and MTT assays, respectively. Afterwards, the optimal concentration of FITC-BSA was determined. Secondly, MPC5 cells were treated with Myole overexpression or knockdown. Cell morphology was observed under microscope. Immunofluorescence assay was used to determine the expression of F-actin. The protein expression of nephrin and podocin was detected by western blot. Flow cytometry was used to detect MPC5 cell apoptosis with annexin V. Finally, MPC5 cells were treated with Myole overexpression and/or Dynasore (a GTPase inhibitor of Dynamin). The fluorescence intensity was detected using flow cytometry assay. Results MPC5 endocytosis BSA was elevated with a concentration-dependent manner. MTT results showed that MPC5 cell viability was inhibited with a concentration-dependent manner. Myo1e overexpression promoted podocyte endocytic FITC-BSA, which was contrary to its knockdown. Under microscope, after inhibition of Myo1e, podocyte foot process fusion was observed. Myo1e overexpression promoted the expression of cytoskeleton F-actin and podocyte-specific molecules (nephrin and podocin) in podocyte endocytic FITC-BSA. Furthermore, we found that Myo1e promoted the apoptosis of podocytes. Dynasore attenuated the increase in endocytosis of FITC-BSA induced by Myo1e overexpression, suggesting that podocytes might mediate albumin endocytosis via Myo1e-Dynamin-Albumin. Conclusion Our findings revealed that overexpression of Myo1e promotes albumin endocytosis in mouse glomerular podocyte endocytic albumin mediated by Dynamin.
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Affiliation(s)
- Huijun Shen
- Department of Nephrology, The Children's Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Yu Bao
- Department of Nephrology, The Children's Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Chunyue Feng
- Department of Nephrology, The Children's Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Haidong Fu
- Department of Nephrology, The Children's Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Jianhua Mao
- Department of Nephrology, The Children's Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
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Rhode H, Muckova P, Büchler R, Wendler S, Tautkus B, Vogel M, Moore T, Grosskreutz J, Klemm A, Nabity M. A next generation setup for pre-fractionation of non-denatured proteins reveals diverse albumin proteoforms each carrying several post-translational modifications. Sci Rep 2019; 9:11733. [PMID: 31409882 PMCID: PMC6692309 DOI: 10.1038/s41598-019-48278-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2019] [Accepted: 07/29/2019] [Indexed: 02/07/2023] Open
Abstract
Proteomic biomarker search requires the greatest analytical reproducibility and detailed information on altered proteoforms. Our protein pre-fractionation applies orthogonal native chromatography and conserves important features of protein variants such as native molecular weight, charge and major glycans. Moreover, we maximized reproducibility of sample pre-fractionation and preparation before mass spectrometry by parallelization and automation. In blood plasma and cerebrospinal fluid (CSF), most proteins, including candidate biomarkers, distribute into a multitude of chromatographic clusters. Plasma albumin, for example, divides into 15-17 clusters. As an example of our technique, we analyzed these albumin clusters from healthy volunteers and from dogs and identified cluster-typical modification patterns. Renal disease further modifies these patterns. In human CSF, we found only a subset of proteoforms with fewer modifications than in plasma. We infer from this example that our method can be used to identify and characterize distinct proteoforms and, optionally, enrich them, thereby yielding the characteristics of proteoform-selective biomarkers.
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Affiliation(s)
- Heidrun Rhode
- Institute of Biochemistry I, Nonnenplan 2-4, University Hospital Jena, 07740, Jena, Germany.
| | - Petra Muckova
- Institute of Biochemistry I, Nonnenplan 2-4, University Hospital Jena, 07740, Jena, Germany
| | - Rita Büchler
- Institute of Biochemistry I, Nonnenplan 2-4, University Hospital Jena, 07740, Jena, Germany.,Pharmachem Straße 1, Pharmachem Pößneck GmbH & Co. KG, 07381, Pößneck, Germany
| | - Sindy Wendler
- Institute of Biochemistry I, Nonnenplan 2-4, University Hospital Jena, 07740, Jena, Germany.,Institute of Microbiology, Am Klinikum 1, University Hospital Jena, 07747, Jena, Germany
| | - Bärbel Tautkus
- Institute of Biochemistry I, Nonnenplan 2-4, University Hospital Jena, 07740, Jena, Germany
| | - Michaela Vogel
- Institute of Biochemistry I, Nonnenplan 2-4, University Hospital Jena, 07740, Jena, Germany
| | - Thomas Moore
- Analytik Jena, Konrad-Zuse-Str.1, 07745, Jena, Germany
| | - Julian Grosskreutz
- Department of Neurology, Am Klinikum 1, University Hospital Jena, 07747, Jena, Germany
| | - Andree Klemm
- KfH Kuratorium für Dialyse und Nierentransplantation e.V., Ernst-Ruska-Ring 19, 07745, Jena, Germany
| | - Mary Nabity
- Department of Veterinary Pathobiology, College of Veterinary Medicine, 4467 TAMU, Texas A&M University, College Station, TX, 77843-4467, Texas, USA
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