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Mann N, Sun H, Majmundar AJ. Mechanisms of podocyte injury in genetic kidney disease. Pediatr Nephrol 2024:10.1007/s00467-024-06551-x. [PMID: 39485497 DOI: 10.1007/s00467-024-06551-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Revised: 09/06/2024] [Accepted: 09/09/2024] [Indexed: 11/03/2024]
Abstract
Glomerular diseases are a leading cause of chronic kidney disease worldwide. Both acquired and hereditary glomerulopathies frequently share a common final disease mechanism: disruption of the glomerular filtration barrier, podocyte injury, and ultimately podocyte death and detachment. Over 70 monogenic causes of proteinuric kidney disease have been identified, and most of these genes are highly expressed in podocytes, regulating key processes such as maintenance of the slit diaphragm, regulation of actin cytoskeleton remodeling, and modulation of downstream transcriptional pathways. Collectively, these are increasingly being referred to as hereditary "podocytopathies," in which podocyte injury is the central feature driving proteinuria and kidney dysfunction. In this review, we provide an overview of the monogenic podocytopathies and discuss the molecular mechanisms by which single-gene defects lead to podocyte injury and ultimately glomerulosclerosis. We review how advances in genomic technology and a better understanding of the cell biological basis of disease have led to the development of more targeted and personalized therapeutic strategies, including an overview of small molecule and gene therapy approaches.
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Affiliation(s)
- Nina Mann
- Division of Nephrology, Boston Children's Hospital, Harvard Medical School, Boston, MA, 02115, USA.
| | - Hua Sun
- Carver College of Medicine, University of Iowa, Iowa City, IA, USA
| | - Amar J Majmundar
- Division of Nephrology, Boston Children's Hospital, Harvard Medical School, Boston, MA, 02115, USA
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2
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Janosevic D, De Luca T, Eadon MT. The Kidney Precision Medicine Project and Single-Cell Biology of the Injured Proximal Tubule. THE AMERICAN JOURNAL OF PATHOLOGY 2024:S0002-9440(24)00361-4. [PMID: 39332674 DOI: 10.1016/j.ajpath.2024.09.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2024] [Revised: 08/29/2024] [Accepted: 09/11/2024] [Indexed: 09/29/2024]
Abstract
Single-cell RNA sequencing (scRNA-seq) has led to major advances in our understanding of proximal tubule subtypes in health and disease. The proximal tubule serves essential functions in overall homeostasis, but pathologic or physiological perturbations can affect its transcriptomic signature and corresponding tasks. These alterations in proximal tubular cells are often described within a scRNA-seq atlas as cell states, which are pathophysiological subclassifications based on molecular and morphologic changes in a cell's response to that injury compared with its native state. This review describes the major cell states defined in the Kidney Precision Medicine Project's scRNA-seq atlas. The review then identifies the overlap between the Kidney Precision Medicine Project and other seminal works that may use different nomenclature or cluster proximal tubule cells at different resolutions to define cell state subtypes. The goal is for the reader to understand the key transcriptomic markers of important cellular injury and regeneration processes across this highly dynamic and evolving field.
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Affiliation(s)
- Danielle Janosevic
- Division of Nephrology, Indiana University School of Medicine, Indianapolis, Indiana
| | - Thomas De Luca
- Division of Nephrology, Indiana University School of Medicine, Indianapolis, Indiana
| | - Michael T Eadon
- Division of Nephrology, Indiana University School of Medicine, Indianapolis, Indiana.
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3
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Yoshida T, Latt KZ, Rosenberg AZ, Santo BA, Myakala K, Ishimoto Y, Zhao Y, Shrivastav S, Jones BA, Yang X, Wang XX, Tutino VM, Sarder P, Levi M, Okamoto K, Winkler CA, Kopp JB. PKR activation-induced mitochondrial dysfunction in HIV-transgenic mice with nephropathy. eLife 2024; 12:RP91260. [PMID: 39207915 PMCID: PMC11361708 DOI: 10.7554/elife.91260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/04/2024] Open
Abstract
HIV disease remains prevalent in the USA and chronic kidney disease remains a major cause of morbidity in HIV-1-positive patients. Host double-stranded RNA (dsRNA)-activated protein kinase (PKR) is a sensor for viral dsRNA, including HIV-1. We show that PKR inhibition by compound C16 ameliorates the HIV-associated nephropathy (HIVAN) kidney phenotype in the Tg26 transgenic mouse model, with reversal of mitochondrial dysfunction. Combined analysis of single-nucleus RNA-seq and bulk RNA-seq data revealed that oxidative phosphorylation was one of the most downregulated pathways and identified signal transducer and activator of transcription (STAT3) as a potential mediating factor. We identified in Tg26 mice a novel proximal tubular cell cluster enriched in mitochondrial transcripts. Podocytes showed high levels of HIV-1 gene expression and dysregulation of cytoskeleton-related genes, and these cells dedifferentiated. In injured proximal tubules, cell-cell interaction analysis indicated activation of the pro-fibrogenic PKR-STAT3-platelet-derived growth factor (PDGF)-D pathway. These findings suggest that PKR inhibition and mitochondrial rescue are potential novel therapeutic approaches for HIVAN.
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Affiliation(s)
- Teruhiko Yoshida
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIHBethesdaUnited States
| | - Khun Zaw Latt
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIHBethesdaUnited States
| | - Avi Z Rosenberg
- Department of Pathology, Johns Hopkins Medical InstitutionsBaltimoreUnited States
| | - Briana A Santo
- Department of Pathology and Anatomical Sciences, Jacobs School of Medicine & Biomedical Sciences, University at BuffaloBuffaloUnited States
| | - Komuraiah Myakala
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown UniversityWashingtonUnited States
| | - Yu Ishimoto
- Polycystic Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIHBethesdaUnited States
| | - Yongmei Zhao
- Frederick National Laboratory for Cancer Research, NCI, NIHFrederickUnited States
| | - Shashi Shrivastav
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIHBethesdaUnited States
| | - Bryce A Jones
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown UniversityWashingtonUnited States
| | - Xiaoping Yang
- Department of Pathology, Johns Hopkins Medical InstitutionsBaltimoreUnited States
| | - Xiaoxin X Wang
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown UniversityWashingtonUnited States
| | - Vincent M Tutino
- Department of Pathology and Anatomical Sciences, Jacobs School of Medicine & Biomedical Sciences, University at BuffaloBuffaloUnited States
| | - Pinaki Sarder
- Department of Pathology and Anatomical Sciences, Jacobs School of Medicine & Biomedical Sciences, University at BuffaloBuffaloUnited States
- College of Medicine, University of FloridaGainesvilleUnited States
| | - Moshe Levi
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown UniversityWashingtonUnited States
| | - Koji Okamoto
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIHBethesdaUnited States
- Nephrology Endocrinology and Vascular Medicine, Tohoku University HospitalSendaiJapan
| | - Cheryl A Winkler
- Frederick National Laboratory for Cancer Research, NCI, NIHFrederickUnited States
| | - Jeffrey B Kopp
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIHBethesdaUnited States
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Yoshida T, Latt KZ, Santo BA, Shrivastav S, Zhao Y, Fenaroli P, Chung JY, Hewitt SM, Tutino VM, Sarder P, Rosenberg AZ, Winkler CA, Kopp JB. Single-Cell Transcriptional Signatures of Glomerular Disease in Transgenic Mice with APOL1 Variants. J Am Soc Nephrol 2024; 35:1058-1075. [PMID: 38709562 PMCID: PMC11377807 DOI: 10.1681/asn.0000000000000370] [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: 12/21/2023] [Accepted: 04/26/2024] [Indexed: 05/08/2024] Open
Abstract
Key Points Apolipoprotein L1 (APOL1)-G1 induced kidney disease in the two APOL1 transgenic mouse models, HIV-associated nephropathy and IFN-γ administration. Glomerular single-nuclear RNA-sequencing identified genes differentially expressed among mice with APOL1-G1 and G0 variants at single-cell resolution. Background Apolipoprotein L1 (APOL1 ) high-risk variants contribute to kidney disease among individuals with African ancestry. We sought to describe cell-specific APOL1 variant–induced pathways using two mouse models. Methods We characterized bacterial artificial chromosome/APOL1 transgenic mice crossed with HIV-associated nephropathy (HIVAN) Tg26 mice and bacterial artificial chromosome/APOL1 transgenic mice given IFN-γ . Results Both mouse models showed more severe glomerular disease in APOL1-G1 compared with APOL1-G0 mice. Synergistic podocyte-damaging pathways activated by APOL1-G1 and by the HIV transgene were identified by glomerular bulk RNA sequencing (RNA-seq) of HIVAN model. Single-nuclear RNA-seq revealed podocyte-specific patterns of differentially expressed genes as a function of APOL1 alleles. Shared activated pathways, for example, mammalian target of rapamycin, and differentially expressed genes, for example, Ccn2 , in podocytes in both models suggest novel markers of APOL1-associated kidney disease. HIVAN mouse-model podocyte single-nuclear RNA-seq data showed similarity to human focal segmental glomerulosclerosis glomerular RNA-seq data. Differential effects of the APOL1 -G1 variant on the eukaryotic initiation factor 2 pathway highlighted differences between the two models. Conclusions These findings in two mouse models demonstrated both shared and distinct cell type–specific transcriptomic signatures induced by APOL1 variants. These findings suggest novel therapeutic opportunities for APOL1 glomerulopathies.
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Affiliation(s)
- Teruhiko Yoshida
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIH, Bethesda, Maryland
| | - Khun Zaw Latt
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIH, Bethesda, Maryland
| | - Briana A. Santo
- Department of Pathology and Anatomical Sciences, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, New York
| | - Shashi Shrivastav
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIH, Bethesda, Maryland
| | - Yongmei Zhao
- Frederick National Laboratory for Cancer Research, NCI, NIH, Frederick, Maryland
| | - Paride Fenaroli
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, Maryland
- S.C. Nefrologia e Dialisi, AUSL-IRCCS, Reggio Emilia, Italy
| | | | | | - Vincent M. Tutino
- Department of Pathology and Anatomical Sciences, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, New York
| | - Pinaki Sarder
- Department of Pathology and Anatomical Sciences, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, New York
- College of Medicine, University of Florida, Gainesville, Florida
| | - Avi Z. Rosenberg
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, Maryland
| | - Cheryl A. Winkler
- Frederick National Laboratory for Cancer Research, NCI, NIH, Frederick, Maryland
| | - Jeffrey B. Kopp
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIH, Bethesda, Maryland
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Duan ZY, Zhang C, Chen XM, Cai GY. Blood and urine biomarkers of disease progression in IgA nephropathy. Biomark Res 2024; 12:72. [PMID: 39075557 PMCID: PMC11287988 DOI: 10.1186/s40364-024-00619-4] [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: 05/09/2024] [Accepted: 07/12/2024] [Indexed: 07/31/2024] Open
Abstract
The prognosis of patients with IgA nephropathy (IgAN) is variable but overall not good. Almost all patients with IgAN are at risk of developing end-stage renal disease within their expected lifetime. The models presently available for prediction of the risk of progression of IgAN, including the International IgA Nephropathy Prediction Tool, consist of traditional clinical, pathological, and therapeutic indicators. Finding biomarkers to improve the existing risk prediction models or replace pathological indicators is important for clinical practice. Many studies have attempted to identify biomarkers for prediction of progression of IgAN, such as galactose-deficient IgA1, complement, a spectrum of protein biomarkers, non-coding RNA, and shedding cells. This article reviews the biomarkers of progression of IgAN identified in recent years, with a focus on those with clinical value, in particular the combination of multiple biomarkers into a biomarker spectrum. Future research should focus on establishing a model based primarily on biomarkers that can predict progression of IgAN and testing it in various patient cohorts.
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Affiliation(s)
- Zhi-Yu Duan
- Department of Nephrology, State Key Laboratory of Kidney Diseases, Beijing Key Laboratory of Kidney Diseases Research, First Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Kidney Diseases, Beijing, 100853, China
| | - Chun Zhang
- Department of Nephrology, State Key Laboratory of Kidney Diseases, Beijing Key Laboratory of Kidney Diseases Research, First Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Kidney Diseases, Beijing, 100853, China
| | - Xiang-Mei Chen
- Department of Nephrology, State Key Laboratory of Kidney Diseases, Beijing Key Laboratory of Kidney Diseases Research, First Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Kidney Diseases, Beijing, 100853, China
| | - Guang-Yan Cai
- Department of Nephrology, State Key Laboratory of Kidney Diseases, Beijing Key Laboratory of Kidney Diseases Research, First Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Kidney Diseases, Beijing, 100853, China.
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Gu Q, Wen Y, Cheng X, Qi Y, Cao X, Gao X, Mao X, Shang W, Wei L, Jia J, Yan T, Cai Z. Integrative profiling of untreated primary membranous nephropathy at the single-cell transcriptome level. Clin Kidney J 2024; 17:sfae168. [PMID: 39027416 PMCID: PMC11255483 DOI: 10.1093/ckj/sfae168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Indexed: 07/20/2024] Open
Abstract
Background Primary membranous nephropathy (PMN) is an autoimmune kidney disease. Despite the identification of certain autoantigens, the etiology and pathophysiology of PMN are still largely unknown. Methods Five patients with biopsy-proven PMN were enrolled in this study. Their blood, kidney and urine samples were collected respectively to profile cellular, molecular and immunological alterations by using single-cell RNA sequencing (scRNA-seq). Experimental verifications were also implemented in kidney tissue. Results In the peripheral blood mononuclear cell (PBMC) samples, portions of B cells and plasma cells were increased in PMN patients. Cell-cell communication analysis suggests that APRIL (a proliferation-inducing ligand from B cells) might be a potential molecule that regulates the activity of plasma cells. In the kidney samples, scRNA-seq analysis showed that the infiltration of T cells, as well as the myeloid cells, appears abundant compared with healthy controls, suggesting that immune cells are actively recruited to kidney. Furthermore, we observed an enhanced interaction between inflammatory cells and podocytes, which might contribute to kidney injury. Accordingly, scRNA-seq analysis of urinary samples is partially reminiscent of the kidney cell landscape, especially T cells and myeloid cells, suggesting monitoring urinary samples is a promising method to monitor PMN development. Additionally, integrative analysis across the blood, kidney and urine identified LTB, HERP1, ANXA1, IL1RN and ICAM1 as common regulators of PMN. Finally, immune repertoire in PBMC also showed an elevated diversity of clonal type, implying the existence of autoreactive T-cell receptor/B-cell receptor. Conclusion Our study comprehensively profiled the transcriptomic landscapes of blood, kidney and urine in patients with PMN using scRNA-seq. We depicted the alterations including cell compositions and cell-cell communication in PMN. These results offer important clues with regard to the diagnosis and pathogenesis of PMN and potential intervention of PMN progression.
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Affiliation(s)
- Qiuhua Gu
- Department of Nephrology, Tianjin Medical University General Hospital, Tianjin, China
| | - Yuchen Wen
- National Key Laboratory of Experimental Hematology, Tianjin, China
- The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, Department of Pharmacology, School of Basic Medical Science, Tianjin Medical University, Tianjin, China
| | - Xi Cheng
- Department of Nephrology, Tianjin Medical University General Hospital, Tianjin, China
| | - Yan Qi
- Department of Nephrology, Tianjin Medical University General Hospital, Tianjin, China
| | - Xin Cao
- Department of Nephrology, Tianjin Medical University General Hospital-Airport Hospital, Tianjin, China
| | - Xiqian Gao
- Department of Nephrology, Tianjin Medical University General Hospital-Airport Hospital, Tianjin, China
| | - Xiaoming Mao
- Department of Nephrology, Tianjin Medical University General Hospital, Tianjin, China
| | - Wenya Shang
- Department of Nephrology, Tianjin Medical University General Hospital, Tianjin, China
| | - Li Wei
- Department of Nephrology, Tianjin Medical University General Hospital, Tianjin, China
| | - Junya Jia
- Department of Nephrology, Tianjin Medical University General Hospital, Tianjin, China
| | - Tiekun Yan
- Department of Nephrology, Tianjin Medical University General Hospital, Tianjin, China
| | - Zhigang Cai
- National Key Laboratory of Experimental Hematology, Tianjin, China
- The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, Department of Pharmacology, School of Basic Medical Science, Tianjin Medical University, Tianjin, China
- Tianjin Key Laboratory of Inflammatory Biology, Tianjin, China
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7
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Hinze C, Lovric S, Halloran PF, Barasch J, Schmidt-Ott KM. Epithelial cell states associated with kidney and allograft injury. Nat Rev Nephrol 2024; 20:447-459. [PMID: 38632381 DOI: 10.1038/s41581-024-00834-0] [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] [Accepted: 03/27/2024] [Indexed: 04/19/2024]
Abstract
The kidney epithelium, with its intricate arrangement of highly specialized cell types, constitutes the functional core of the organ. Loss of kidney epithelium is linked to the loss of functional nephrons and a subsequent decline in kidney function. In kidney transplantation, epithelial injury signatures observed during post-transplantation surveillance are strong predictors of adverse kidney allograft outcomes. However, epithelial injury is currently neither monitored clinically nor addressed therapeutically after kidney transplantation. Several factors can contribute to allograft epithelial injury, including allograft rejection, drug toxicity, recurrent infections and postrenal obstruction. The injury mechanisms that underlie allograft injury overlap partially with those associated with acute kidney injury (AKI) and chronic kidney disease (CKD) in the native kidney. Studies using advanced transcriptomic analyses of single cells from kidney or urine have identified a role for kidney injury-induced epithelial cell states in exacerbating and sustaining damage in AKI and CKD. These epithelial cell states and their associated expression signatures are also observed in transplanted kidney allografts, suggesting that the identification and characterization of transcriptomic epithelial cell states in kidney allografts may have potential clinical implications for diagnosis and therapy.
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Affiliation(s)
- Christian Hinze
- Department of Nephrology and Hypertension, Hannover Medical School, Hannover, Germany
| | - Svjetlana Lovric
- Department of Nephrology and Hypertension, Hannover Medical School, Hannover, Germany
| | - Philip F Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada
- Department of Medicine, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, Alberta, Canada
| | - Jonathan Barasch
- Division of Nephrology, Columbia University, New York City, NY, USA
| | - Kai M Schmidt-Ott
- Department of Nephrology and Hypertension, Hannover Medical School, Hannover, Germany.
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Irimeș MB, Tertiș M, Oprean R, Cristea C. Unrevealing the connection between real sample analysis and analytical method. The case of cytokines. Med Res Rev 2024; 44:23-65. [PMID: 37246889 DOI: 10.1002/med.21978] [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: 05/18/2022] [Revised: 03/21/2023] [Accepted: 05/08/2023] [Indexed: 05/30/2023]
Abstract
Cytokines are compounds that belong to a special class of signaling biomolecules that are responsible for several functions in the human body, being involved in cell growth, inflammatory, and neoplastic processes. Thus, they represent valuable biomarkers for diagnosing and drug therapy monitoring certain medical conditions. Because cytokines are secreted in the human body, they can be detected in both conventional samples, such as blood or urine, but also in samples less used in medical practice such as sweat or saliva. As the importance of cytokines was identified, various analytical methods for their determination in biological fluids were reported. The gold standard in cytokine detection is considered the enzyme-linked immunosorbent assay method and the most recent ones have been considered and compared in this study. It is known that the conventional methods are accompanied by a few disadvantages that new methods of analysis, especially electrochemical sensors, are trying to overcome. Electrochemical sensors proved to be suited for the elaboration of integrated, portable, and wearable sensing devices, which could also facilitate cytokines determination in medical practice.
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Affiliation(s)
- Maria-Bianca Irimeș
- Department of Analytical Chemistry, Faculty of Pharmacy, Iuliu Haţieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Mihaela Tertiș
- Department of Analytical Chemistry, Faculty of Pharmacy, Iuliu Haţieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Radu Oprean
- Department of Analytical Chemistry, Faculty of Pharmacy, Iuliu Haţieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Cecilia Cristea
- Department of Analytical Chemistry, Faculty of Pharmacy, Iuliu Haţieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania
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Martorella M, Kasela S, Garcia-Flores R, Gokden A, Castel SE, Lappalainen T. Evaluation of noninvasive biospecimens for transcriptome studies. BMC Genomics 2023; 24:790. [PMID: 38114913 PMCID: PMC10729488 DOI: 10.1186/s12864-023-09875-4] [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: 07/17/2023] [Accepted: 12/05/2023] [Indexed: 12/21/2023] Open
Abstract
Transcriptome studies disentangle functional mechanisms of gene expression regulation and may elucidate the underlying biology of disease processes. However, the types of tissues currently collected typically assay a single post-mortem timepoint or are limited to investigating cell types found in blood. Noninvasive tissues may improve disease-relevant discovery by enabling more complex longitudinal study designs, by capturing different and potentially more applicable cell types, and by increasing sample sizes due to reduced collection costs and possible higher enrollment from vulnerable populations. Here, we develop methods for sampling noninvasive biospecimens, investigate their performance across commercial and in-house library preparations, characterize their biology, and assess the feasibility of using noninvasive tissues in a multitude of transcriptomic applications. We collected buccal swabs, hair follicles, saliva, and urine cell pellets from 19 individuals over three to four timepoints, for a total of 300 unique biological samples, which we then prepared with replicates across three library preparations, for a final tally of 472 transcriptomes. Of the four tissues we studied, we found hair follicles and urine cell pellets to be most promising due to the consistency of sample quality, the cell types and expression profiles we observed, and their performance in disease-relevant applications. This is the first study to thoroughly delineate biological and technical features of noninvasive samples and demonstrate their use in a wide array of transcriptomic and clinical analyses. We anticipate future use of these biospecimens will facilitate discovery and development of clinical applications.
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Affiliation(s)
- Molly Martorella
- New York Genome Center, New York, NY, USA.
- Department of Systems Biology, Columbia University, New York, NY, USA.
| | - Silva Kasela
- New York Genome Center, New York, NY, USA
- Department of Systems Biology, Columbia University, New York, NY, USA
| | - Renee Garcia-Flores
- New York Genome Center, New York, NY, USA
- Department of Computer Science, Columbia University, New York, NY, USA
- Undergraduate Program On Genomic Sciences, National Autonomous University of Mexico, Cuernavaca, Morelos, Mexico
| | | | - Stephane E Castel
- New York Genome Center, New York, NY, USA.
- Department of Systems Biology, Columbia University, New York, NY, USA.
| | - Tuuli Lappalainen
- New York Genome Center, New York, NY, USA.
- Department of Systems Biology, Columbia University, New York, NY, USA.
- Science for Life Laboratory, Department of Gene Technology, KTH Royal Institute of Technology, Stockholm, Sweden.
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10
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Dan Hu Q, Wang H, Liu J, He T, Tan R, Zhang Q, Su H, Kantawong F, Lan H, Wang L. Btg2 Promotes Focal Segmental Glomerulosclerosis via Smad3-Dependent Podocyte-Mesenchymal Transition. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2023; 10:e2304360. [PMID: 37749872 PMCID: PMC10646233 DOI: 10.1002/advs.202304360] [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] [Received: 06/29/2023] [Revised: 08/16/2023] [Indexed: 09/27/2023]
Abstract
Podocyte injury plays a critical role in the progression of focal segmental glomerulosclerosis (FSGS). Here, it is reported that B-cell translocation gene 2 (Btg2) promotes Adriamycin (ADR)-induced FSGS via Smad3-dependent podocyte-mesenchymal transition. It is found that in FSGS patients and animal models, Btg2 is markedly upregulated by podocytes and correlated with progressive renal injury. Podocyte-specific deletion of Btg2 protected against the onset of proteinuria and glomerulosclerosis in ADR-treated mice along with inhibition of EMT markers such as α-SMA and vimentin while restoring epithelial marker E-cadherin. In cultured MPC5 podocytes, overexpression of Btg2 largely promoted ADR and TGF-β1-induced EMT and fibrosis, which is further enhanced by overexpressing Btg2 but blocked by disrupting Btg2. Mechanistically, Btg2 is rapidly induced by TGF-β1 and then bound Smad3 but not Smad2 to promote Smad3 signaling and podocyte EMT, which is again exacerbated by overexpressing Btg2 but blocked by deleting Btg2 in MPC5 podocytes. Interestingly, blockade of Smad3 signaling with a Smad3 inhibitor SIS3 is also capable of inhibiting Btg2 expression and Btg2-mediated podocyte EMT, revealing a TGF-β/Smad3-Btg2 circuit mechanism in Btg2-mediated podocyte injury in FSGS. In conclusion, Btg2 is pathogenic in FSGS and promotes podocyte injury via a Smad3-dependent EMT pathway.
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Affiliation(s)
- Qiong‐ Dan Hu
- Research Center of Integrated Traditional Chinese and Western Medicinethe Affiliated Traditional Chinese Medicine Hospital of Southwest Medical UniversitySichuan646000China
- Department of Medical TechnologyFaculty of Associated Medical SciencesChiang Mai UniversityChiang Mai50200Thailand
- Department of Nephrologythe Affiliated Traditional Chinese Medicine Hospital of Southwest Medical UniversitySichuan646000China
- Institute of Integrated Chinese and Western MedicineSouthwest Medical UniversityLuzhou646000China
| | - Hong‐Lian Wang
- Research Center of Integrated Traditional Chinese and Western Medicinethe Affiliated Traditional Chinese Medicine Hospital of Southwest Medical UniversitySichuan646000China
| | - Jian Liu
- Department of Nephrologythe Affiliated Traditional Chinese Medicine Hospital of Southwest Medical UniversitySichuan646000China
- Department of Nephrologythe Affiliated Hospital of Southwest Medical UniversitySichuan646000China
| | - Tao He
- Cancer Medicine InstituteCollege of Basic Medical SciencesSouthwest Medical UniversitySichuan646000China
| | - Rui‐Zhi Tan
- Research Center of Integrated Traditional Chinese and Western Medicinethe Affiliated Traditional Chinese Medicine Hospital of Southwest Medical UniversitySichuan646000China
- Department of Medical TechnologyFaculty of Associated Medical SciencesChiang Mai UniversityChiang Mai50200Thailand
| | - Qiong Zhang
- Department of Nephrologythe Affiliated Traditional Chinese Medicine Hospital of Southwest Medical UniversitySichuan646000China
| | - Hong‐Wei Su
- Department of Urologythe Affiliated Hospital of Southwest Medical UniversitySichuan646000China
| | - Fahsai Kantawong
- Department of Medical TechnologyFaculty of Associated Medical SciencesChiang Mai UniversityChiang Mai50200Thailand
| | - Hui‐Yao Lan
- Department of Medicine and Therapeutics and Li Ka Shing Institute of Health Sciencesthe Chinese University of Hong KongHong Kong999077China
| | - Li Wang
- Research Center of Integrated Traditional Chinese and Western Medicinethe Affiliated Traditional Chinese Medicine Hospital of Southwest Medical UniversitySichuan646000China
- Institute of Integrated Chinese and Western MedicineSouthwest Medical UniversityLuzhou646000China
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Chen Q, Jiang H, Ding R, Zhong J, Li L, Wan J, Feng X, Peng L, Yang X, Chen H, Wang A, Jiao J, Yang Q, Chen X, Li X, Shi L, Zhang G, Wang M, Yang H, Li Q. Cell-type-specific molecular characterization of cells from circulation and kidney in IgA nephropathy with nephrotic syndrome. Front Immunol 2023; 14:1231937. [PMID: 37908345 PMCID: PMC10613708 DOI: 10.3389/fimmu.2023.1231937] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 09/20/2023] [Indexed: 11/02/2023] Open
Abstract
Nephrotic syndrome (NS) is a relatively rare and serious presentation of IgA nephropathy (IgAN) (NS-IgAN). Previous research has suggested that the pathogenesis of NS-IgAN may involve circulating immune imbalance and kidney injury; however, this has yet to be fully elucidated. To investigate the cellular and molecular status of NS-IgAN, we performed single-cell RNA sequencing (scRNA-seq) of peripheral blood mononuclear cells (PBMCs) and kidney cells from pediatric patients diagnosed with NS-IgAN by renal biopsy. Consistently, the proportion of intermediate monocytes (IMs) in NS-IgAN patients was higher than in healthy controls. Furthermore, flow cytometry confirmed that IMs were significantly increased in pediatric patients with NS. The characteristic expression of VSIG4 and MHC class II molecules and an increase in oxidative phosphorylation may be important features of IMs in NS-IgAN. Notably, we found that the expression level of CCR2 was significantly increased in the CMs, IMs, and NCMs of patients with NS-IgAN. This may be related to kidney injury. Regulatory T cells (Tregs) are classified into two subsets of cells: Treg1 (CCR7 high, TCF7 high, and HLA-DR low) and Treg2 (CCR7 low, TCF7 low, and HLA-DR high). We found that the levels of Treg2 cells expressed significant levels of CCR4 and GATA3, which may be related to the recovery of kidney injury. The state of NS in patients was closely related to podocyte injury. The expression levels of CCL2, PRSS23, and genes related to epithelial-mesenchymal transition were significantly increased in podocytes from NS-IgAN patients. These represent key features of podocyte injury. Our analysis suggests that PTGDS is significantly downregulated following injury and may represent a new marker for podocytes. In this study, we systematically analyzed molecular events in the circulatory system and kidney tissue of pediatric patients with NS-IgAN, which provides new insights for targeted therapy in the future.
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Affiliation(s)
- Qilin Chen
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
- Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Huimin Jiang
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
- Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Rong Ding
- Nanjing Jiangbei New Area Biopharmaceutical Public Service Platform Co. Ltd, Nanjing, Jiangsu, China
| | - Jinjie Zhong
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
- Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Longfei Li
- Nanjing Jiangbei New Area Biopharmaceutical Public Service Platform Co. Ltd, Nanjing, Jiangsu, China
| | - Junli Wan
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
| | - Xiaoqian Feng
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
- Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Liping Peng
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
- Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Xia Yang
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
- Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Han Chen
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
| | - Anshuo Wang
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
| | - Jia Jiao
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
| | - Qin Yang
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
| | - Xuelan Chen
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
| | - Xiaoqin Li
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
| | - Lin Shi
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
| | - Gaofu Zhang
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
| | - Mo Wang
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
| | - Haiping Yang
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
| | - Qiu Li
- Department of Nephrology, Children’s Hospital of Chongqing Medical University, Chongqing, China
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing, China
- Chongqing Key Laboratory of Pediatrics, Chongqing, China
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12
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Ye Q, Xu G, Huang H, Pang S, Xie B, Feng B, Liang P, Qin Y, Li S, Luo Y, Xue C, Li W. Nicotinamide N-Methyl Transferase as a Predictive Marker of Tubular Fibrosis in CKD. Int J Gen Med 2023; 16:3331-3344. [PMID: 37576910 PMCID: PMC10417815 DOI: 10.2147/ijgm.s420706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Accepted: 07/12/2023] [Indexed: 08/15/2023] Open
Abstract
Purpose Chronic kidney disease (CKD) progression is complex. There are not standardized methods for predicting the prognosis of CKD. Nicotinamide N-methyltransferase (NNMT) has been shown to be associated with renal fibrosis. This study aimed to validate NNMT as a prognostic biomarker of progressive CKD. Patients and Methods We explored the relationship between NNMT expression and CKD-related outcome variables using the NephroseqV5 and GEO databases. Additionally, a validation set of 37 CKD patients was enrolled to measure the correlation between NNMT expression levels and CKD outcomes. Furthermore, single-cell RNA sequencing data and the Human Protein Atlas were reanalyzed to investigate the expression specificity of NNMT in the kidney. Finally, to detect the status of NNMT expression with tubular fibrosis in vivo, we constructed a unilateral ureteral obstruction (UUO) mouse treated with an NNMT inhibitor. Results Analyzing the datasets showed that NNMT was expressed mainly in proximal tubule compartments. And patients with high NNMT expression levels had a significantly lower overall survival rate compared to those with low NNMT expression levels (P = 0.013). NNMT was independent of prognosis factors in the multivariate Cox regression model, and the AUCs for CKD progression at 1, 3, and 5 years were 0.849, 0.775, and 0.877, respectively. Pathway enrichment analysis indicated that NNMT regulates the biological processes of tubulointerstitial fibrosis (TIF). In the validation group, NNMT levels were significantly higher in the CKD group combined with interstitial fibrosis. In vivo, NNMT was a high expression in the UUO group, peaking at postoperative day 21. Treatment with an NNMT inhibitor improved renal tubular interstitial fibrosis, and expression levels of FN, α-SMA, VIM, and TGF-β1 were decreased compared with UUO (P < 0.05). Conclusion NNMT was expressed mainly in tubular renal compartments, and associated with CKD prognosis. It holds potential as a diagnostic biomarker for tubular fibrosis in CKD.
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Affiliation(s)
- Qinglin Ye
- Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China
| | - Guiling Xu
- Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China
| | - Haizhen Huang
- Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China
| | - Shuting Pang
- Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China
| | - Boji Xie
- Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China
| | - Bingmei Feng
- Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China
| | - Peng Liang
- Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China
| | - Yijie Qin
- Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China
| | - Siji Li
- Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China
| | - Yin Luo
- Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China
| | - Chao Xue
- Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China
| | - Wei Li
- Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China
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13
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Novella-Rausell C, Grudniewska M, Peters DJ, Mahfouz A. A comprehensive mouse kidney atlas enables rare cell population characterization and robust marker discovery. iScience 2023; 26:106877. [PMID: 37275529 PMCID: PMC10238935 DOI: 10.1016/j.isci.2023.106877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Revised: 03/24/2023] [Accepted: 05/10/2023] [Indexed: 06/07/2023] Open
Abstract
The kidney's cellular diversity is on par with its physiological intricacy; yet identifying cell populations and their markers remains challenging. Here, we created a comprehensive atlas of the healthy adult mouse kidney (MKA: Mouse Kidney Atlas) by integrating 140.000 cells and nuclei from 59 publicly available single-cell and single-nuclei RNA-sequencing datasets from eight independent studies. To harmonize annotations across datasets, we built a hierarchical model of the cell populations. Our model allows the incorporation of novel cell populations and the refinement of known profiles as more datasets become available. Using MKA and the learned model of cellular hierarchies, we predicted previously missing cell annotations from several studies. The MKA allowed us to identify reproducible markers across studies for poorly understood cell types and transitional states, which we verified using existing data from micro-dissected samples and spatial transcriptomics.
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Affiliation(s)
- Claudio Novella-Rausell
- Department of Human Genetics, Leiden University Medical Centre, 2333 ZA Leiden, the Netherlands
- GenomeScan, 2333 BZ Leiden, the Netherlands
| | | | - Dorien J.M. Peters
- Department of Human Genetics, Leiden University Medical Centre, 2333 ZA Leiden, the Netherlands
| | - Ahmed Mahfouz
- Department of Human Genetics, Leiden University Medical Centre, 2333 ZA Leiden, the Netherlands
- Leiden Computational Biology Center, Leiden University Medical Center, Leiden, the Netherlands
- Delft Bioinformatics Lab, Delft University of Technology, Delft, the Netherlands
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14
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Pregizer S, Vreven T, Mathur M, Robinson LN. Multi-omic single cell sequencing: Overview and opportunities for kidney disease therapeutic development. Front Mol Biosci 2023; 10:1176856. [PMID: 37091871 PMCID: PMC10113659 DOI: 10.3389/fmolb.2023.1176856] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Accepted: 03/21/2023] [Indexed: 04/09/2023] Open
Abstract
Single cell sequencing technologies have rapidly advanced in the last decade and are increasingly applied to gain unprecedented insights by deconstructing complex biology to its fundamental unit, the individual cell. First developed for measurement of gene expression, single cell sequencing approaches have evolved to allow simultaneous profiling of multiple additional features, including chromatin accessibility within the nucleus and protein expression at the cell surface. These multi-omic approaches can now further be applied to cells in situ, capturing the spatial context within which their biology occurs. To extract insights from these complex datasets, new computational tools have facilitated the integration of information across different data types and the use of machine learning approaches. Here, we summarize current experimental and computational methods for generation and integration of single cell multi-omic datasets. We focus on opportunities for multi-omic single cell sequencing to augment therapeutic development for kidney disease, including applications for biomarkers, disease stratification and target identification.
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15
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Medina Rangel PX, Tian X. Understanding Nephrotic Syndrome Using Kidney Transcriptome Profiling and Computational Studies. KIDNEY360 2023; 4:e431-e433. [PMID: 37103957 PMCID: PMC10371383 DOI: 10.34067/kid.0000000000000117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/28/2023]
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16
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Yoshida T, Latt KZ, Santo BA, Shrivastav S, Zhao Y, Fenaroli P, Chung JY, Hewitt SM, Tutino VM, Sarder P, Rosenberg AZ, Winkler CA, Kopp JB. APOL1 kidney risk variants in glomerular diseases modeled in transgenic mice. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.03.27.534273. [PMID: 37090576 PMCID: PMC10120684 DOI: 10.1101/2023.03.27.534273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/29/2023]
Abstract
APOL1 high-risk variants partially explain the high kidney disease prevalence among African ancestry individuals. Many mechanisms have been reported in cell culture models, but few have been demonstrated in mouse models. Here we characterize two models: (1) HIV-associated nephropathy (HIVAN) Tg26 mice crossed with bacterial artificial chromosome (BAC)/APOL1 transgenic mice and (2) interferon-γ administered to BAC/APOL1 mice. Both models showed exacerbated glomerular disease in APOL1-G1 compared to APOL1-G0 mice. HIVAN model glomerular bulk RNA-seq identified synergistic podocyte-damaging pathways activated by the APOL1-G1 allele and by HIV transgenes. Single-nuclear RNA-seq revealed podocyte-specific patterns of differentially-expressed genes as a function of APOL1 alleles. Eukaryotic Initiation factor-2 pathway was the most activated pathway in the interferon-γ model and the most deactivated pathway in the HIVAN model. HIVAN mouse model podocyte single-nuclear RNA-seq data showed similarity to human focal segmental glomerulosclerosis (FSGS) glomerular bulk RNA-seq data. Furthermore, single-nuclear RNA-seq data from interferon-γ mouse model podocytes (in vivo) showed similarity to human FSGS single-cell RNA-seq data from urine podocytes (ex vivo) and from human podocyte cell lines (in vitro) using bulk RNA-seq. These data highlight differences in the transcriptional effects of the APOL1-G1 risk variant in a model specific manner. Shared differentially expressed genes in podocytes in both mouse models suggest possible novel glomerular damage markers in APOL1 variant-induced diseases. Transcription factor Zbtb16 was downregulated in podocytes and endothelial cells in both models, possibly contributing to glucocorticoid-resistance. In summary, these findings in two mouse models suggest both shared and distinct therapeutic opportunities for APOL1 glomerulopathies.
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Affiliation(s)
- Teruhiko Yoshida
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIH, Bethesda, MD
| | - Khun Zaw Latt
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIH, Bethesda, MD
| | - Briana A. Santo
- Department of Pathology and Anatomical Sciences, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY
| | - Shashi Shrivastav
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIH, Bethesda, MD
| | - Yongmei Zhao
- Frederick National Laboratory for Cancer Research, NCI, NIH, Frederick, MD
| | - Paride Fenaroli
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, MD
- S.C. Nefrologia e Dialisi, AUSL-IRCCS, Reggio Emilia, Italy
| | | | | | - Vincent M. Tutino
- Department of Pathology and Anatomical Sciences, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY
| | - Pinaki Sarder
- Department of Pathology and Anatomical Sciences, Jacobs School of Medicine & Biomedical Sciences, University at Buffalo, Buffalo, NY
- College of Medicine, University of Florida, Gainesville, FL
| | - Avi Z. Rosenberg
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, MD
| | - Cheryl A. Winkler
- Frederick National Laboratory for Cancer Research, NCI, NIH, Frederick, MD
| | - Jeffrey B. Kopp
- Kidney Disease Section, Kidney Diseases Branch, NIDDK, NIH, Bethesda, MD
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17
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Huang R, Fu P, Ma L. Kidney fibrosis: from mechanisms to therapeutic medicines. Signal Transduct Target Ther 2023; 8:129. [PMID: 36932062 PMCID: PMC10023808 DOI: 10.1038/s41392-023-01379-7] [Citation(s) in RCA: 134] [Impact Index Per Article: 134.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2022] [Revised: 02/12/2023] [Accepted: 02/20/2023] [Indexed: 03/19/2023] Open
Abstract
Chronic kidney disease (CKD) is estimated to affect 10-14% of global population. Kidney fibrosis, characterized by excessive extracellular matrix deposition leading to scarring, is a hallmark manifestation in different progressive CKD; However, at present no antifibrotic therapies against CKD exist. Kidney fibrosis is identified by tubule atrophy, interstitial chronic inflammation and fibrogenesis, glomerulosclerosis, and vascular rarefaction. Fibrotic niche, where organ fibrosis initiates, is a complex interplay between injured parenchyma (like tubular cells) and multiple non-parenchymal cell lineages (immune and mesenchymal cells) located spatially within scarring areas. Although the mechanisms of kidney fibrosis are complicated due to the kinds of cells involved, with the help of single-cell technology, many key questions have been explored, such as what kind of renal tubules are profibrotic, where myofibroblasts originate, which immune cells are involved, and how cells communicate with each other. In addition, genetics and epigenetics are deeper mechanisms that regulate kidney fibrosis. And the reversible nature of epigenetic changes including DNA methylation, RNA interference, and chromatin remodeling, gives an opportunity to stop or reverse kidney fibrosis by therapeutic strategies. More marketed (e.g., RAS blockage, SGLT2 inhibitors) have been developed to delay CKD progression in recent years. Furthermore, a better understanding of renal fibrosis is also favored to discover biomarkers of fibrotic injury. In the review, we update recent advances in the mechanism of renal fibrosis and summarize novel biomarkers and antifibrotic treatment for CKD.
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Affiliation(s)
- Rongshuang Huang
- Kidney Research Institute, Division of Nephrology, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Ping Fu
- Kidney Research Institute, Division of Nephrology, West China Hospital, Sichuan University, Chengdu, 610041, China.
| | - Liang Ma
- Kidney Research Institute, Division of Nephrology, West China Hospital, Sichuan University, Chengdu, 610041, China.
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18
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Abstract
Idiopathic nephrotic syndrome often responds to immunosuppressive treatment. Nevertheless, this syndrome-and the drugs used to treat it-remain important causes of patient morbidity. Idiopathic nephrotic syndrome is usually caused by minimal change disease or FSGS, diseases that primarily affect the podocytes. In spite of decades of research, the underlying causes of both diseases remain incompletely understood. There is, however, a large body of observational and experimental data linking the immune system with both minimal change disease and FSGS, including associations with systemic infections and hematologic malignancies. Perhaps most compellingly, many different immunomodulatory drugs are effective for treating idiopathic nephrotic syndrome, including biologic agents that have well-defined immune targets. In fact, the unexpected efficacy of targeted therapeutic agents has provided important new insights into the pathogenesis of these diseases. Given the large number of drugs that are available to deplete or block specific cells and molecules within the immune system, a better understanding of the immunologic causes of idiopathic nephrotic syndrome may lead to better diagnostic and therapeutic approaches.
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Affiliation(s)
- Ruth E. Campbell
- Division of Renal Diseases and Hypertension, University of Colorado School of Medicine, Aurora, Colorado
| | - Joshua M. Thurman
- Division of Renal Diseases and Hypertension, University of Colorado School of Medicine, Aurora, Colorado
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19
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Klocke J, Kim SJ, Skopnik CM, Hinze C, Boltengagen A, Metzke D, Grothgar E, Prskalo L, Wagner L, Freund P, Görlich N, Muench F, Schmidt-Ott KM, Mashreghi MF, Kocks C, Eckardt KU, Rajewsky N, Enghard P. Urinary single-cell sequencing captures kidney injury and repair processes in human acute kidney injury. Kidney Int 2022; 102:1359-1370. [PMID: 36049643 DOI: 10.1016/j.kint.2022.07.032] [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: 03/03/2022] [Revised: 07/06/2022] [Accepted: 07/27/2022] [Indexed: 01/12/2023]
Abstract
Acute kidney injury (AKI) is a major health issue, the outcome of which depends primarily on damage and reparative processes of tubular epithelial cells. Mechanisms underlying AKI remain incompletely understood, specific therapies are lacking and monitoring the course of AKI in clinical routine is confined to measuring urine output and plasma levels of filtration markers. Here we demonstrate feasibility and potential of a novel approach to assess the cellular and molecular dynamics of AKI by establishing a robust urine-to-single cell RNA sequencing (scRNAseq) pipeline for excreted kidney cells via flow cytometry sorting. We analyzed 42,608 single cell transcriptomes of 40 urine samples from 32 patients with AKI and compared our data with reference material from human AKI post-mortem biopsies and published mouse data. We demonstrate that tubular epithelial cells transcriptomes mirror kidney pathology and reflect distinct injury and repair processes, including oxidative stress, inflammation, and tissue rearrangement. We also describe an AKI-specific abundant urinary excretion of adaptive progenitor-like cells. Thus, single cell transcriptomics of kidney cells excreted in urine provides noninvasive, unprecedented insight into cellular processes underlying AKI, thereby opening novel opportunities for target identification, AKI sub-categorization, and monitoring of natural disease course and interventions.
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Affiliation(s)
- Jan Klocke
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Deutsches Rheuma-Forschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany.
| | - Seung Joon Kim
- Systems Biology of Gene-Regulatory Elements, Berlin Institute for Medical Systems Biology (BIMSB), Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Christopher M Skopnik
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Deutsches Rheuma-Forschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany
| | - Christian Hinze
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Molecular and Translational Kidney Research, Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany; Department of Nephrology and Hypertension, Hannover Medical School, Hannover, Germany
| | - Anastasiya Boltengagen
- Systems Biology of Gene-Regulatory Elements, Berlin Institute for Medical Systems Biology (BIMSB), Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Diana Metzke
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Deutsches Rheuma-Forschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany
| | - Emil Grothgar
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Deutsches Rheuma-Forschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany
| | - Luka Prskalo
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Deutsches Rheuma-Forschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany
| | - Leonie Wagner
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Deutsches Rheuma-Forschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany
| | - Paul Freund
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Deutsches Rheuma-Forschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany
| | - Nina Görlich
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Deutsches Rheuma-Forschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany
| | - Frédéric Muench
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Kai M Schmidt-Ott
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Molecular and Translational Kidney Research, Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany; Department of Nephrology and Hypertension, Hannover Medical School, Hannover, Germany
| | - Mir-Farzin Mashreghi
- Therapeutic Gene Regulation, Deutsches Rheuma-Forschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany
| | - Christine Kocks
- Systems Biology of Gene-Regulatory Elements, Berlin Institute for Medical Systems Biology (BIMSB), Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Kai-Uwe Eckardt
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Nikolaus Rajewsky
- Systems Biology of Gene-Regulatory Elements, Berlin Institute for Medical Systems Biology (BIMSB), Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Philipp Enghard
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin, Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Deutsches Rheuma-Forschungszentrum, an Institute of the Leibniz Foundation, Berlin, Germany
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Cirillo L, Lugli G, Raglianti V, Ravaglia F, Buti E, Landini S, Becherucci F. Defining diagnostic trajectories in patients with podocytopathies. Clin Kidney J 2022; 15:2006-2019. [PMID: 36325008 PMCID: PMC9613436 DOI: 10.1093/ckj/sfac123] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2022] [Indexed: 11/29/2022] Open
Abstract
Podocytopathies are glomerular disorders in which podocyte injury drives proteinuria and progressive kidney disease. They encompass a broad spectrum of aetiologies, resulting in pathological pictures of minimal-changes, focal segmental glomerulosclerosis, diffuse mesangial sclerosis or collapsing glomerulopathy. Despite improvement in classifying podocytopathies as a distinct group of disorders, the histological definition fails to capture the relevant biological heterogeneity underlying each case, manifesting as extensive variability in disease progression and response to therapies. Increasing evidence suggests that podocytopathies can result from a single causative factor or a combination of multiple genetic and/or environmental risk factors with different relative contributions, identifying complex physiopathological mechanisms. Consequently, the diagnosis can still be challenging. In recent years, significant advances in genetic, microscopy and biological techniques revolutionized our understanding of the molecular mechanisms underlying podocytopathies, pushing nephrologists to integrate innovative information with more conventional data obtained from kidney biopsy in the diagnostic workflow. In this review, we will summarize current approaches in the diagnosis of podocytopathies, focusing on strategies aimed at elucidating the aetiology underlying the histological picture. We will provide several examples of an integrative view of traditional concepts and new data in patients with suspected podocytopathies, along with a perspective on how a reclassification could help to improve not only diagnostic pathways and therapeutic strategies, but also the management of disease recurrence after kidney transplantation. In the future, the advantages of precision medicine will probably allow diagnostic trajectories to be increasingly focused, maximizing therapeutic results and long-term prognosis.
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Affiliation(s)
- Luigi Cirillo
- Nephrology and Dialysis Unit, Meyer Children's Hospital, Florence, Italy
- Department of Biomedical, Experimental and Clinical Sciences ‘Mario Serio’, University of Florence, Florence, Italy
| | - Gianmarco Lugli
- Nephrology and Dialysis Unit, Meyer Children's Hospital, Florence, Italy
- Department of Biomedical, Experimental and Clinical Sciences ‘Mario Serio’, University of Florence, Florence, Italy
| | | | | | - Elisa Buti
- Nephrology and Dialysis Unit, Meyer Children's Hospital, Florence, Italy
| | - Samuela Landini
- Medical Genetics Unit, Meyer Children's Hospital, Florence, Italy
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Yoshida T, Latt KZ, Rosenberg AZ, Shrivastav S, Heymann J, Halushka MK, Winkler CA, Kopp JB. Transcriptomic Analysis of Human Podocytes In Vitro: Effects of Differentiation and APOL1 Genotype. Kidney Int Rep 2022; 8:164-178. [PMID: 36644347 PMCID: PMC9831945 DOI: 10.1016/j.ekir.2022.10.011] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Revised: 10/03/2022] [Accepted: 10/11/2022] [Indexed: 11/06/2022] Open
Abstract
Introduction The mechanisms in podocytes that mediate the pathologic effects of the APOL1 high-risk (HR) variants remain incompletely understood, although various molecular and cellular mechanisms have been proposed. We previously established conditionally immortalized human urine-derived podocyte-like epithelial cell (HUPEC) lines to investigate APOL1 HR variant-induced podocytopathy. Methods We conducted comprehensive transcriptomic analysis, including mRNA, microRNA (miRNA), and transfer RNA fragments (tRFs), to characterize the transcriptional profiles in undifferentiated and differentiated HUPEC with APOL1 HR (G1/G2, 2 cell lines) and APOL1 low-risk (LR) (G0/G0, 2 cell lines) genotypes. We reanalyzed single-cell RNA-seq data from urinary podocytes from focal segmental glomerulosclerosis (FSGS) subjects to characterize the effect of APOL1 genotypes on podocyte transcriptomes. Results Differential expression analysis showed that the ribosomal pathway was one of the most enriched pathways, suggesting that altered function of the translation initiation machinery may contribute to APOL1 variant-induced podocyte injury. Expression of genes related to the elongation initiation factor 2 pathway was also enriched in the APOL1 HR urinary podocytes from single-cell RNA-seq, supporting a prior report on the role of this pathway in APOL1-associated cell injury. Expression of microRNA and tRFs were analyzed, and the profile of small RNAs differed by both differentiation status and APOL1 genotype. Conclusion We have profiled the transcriptomic landscape of human podocytes, including mRNA, miRNA, and tRF, to characterize the effects of differentiation and of different APOL1 genotypes. The candidate pathways, miRNAs, and tRFs described here expand understanding of APOL1-associated podocytopathies.
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Affiliation(s)
- Teruhiko Yoshida
- Kidney Disease Section, Kidney Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, Maryland, USA,Correspondence: Teruhiko Yoshida, Kidney Disease Section, Kidney Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, 10 Center Drive, 3N104, Bethesda, Maryland 20892-1268, USA.
| | - Khun Zaw Latt
- Kidney Disease Section, Kidney Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, Maryland, USA
| | - Avi Z. Rosenberg
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
| | - Shashi Shrivastav
- Kidney Disease Section, Kidney Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, Maryland, USA
| | - Jurgen Heymann
- Kidney Disease Section, Kidney Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, Maryland, USA
| | - Marc K. Halushka
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
| | - Cheryl A. Winkler
- Frederick National Laboratory for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, Maryland, USA
| | - Jeffrey B. Kopp
- Kidney Disease Section, Kidney Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, Maryland, USA
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Abstract
Understanding the loss of kidney function resulting from kidney aging has become an emerging research focus that will facilitate the future development of antisenolytic treatments. In this issue of the JCI, Pippin et al. first identified PD-1 upregulation in the aged mouse podocyte via unbiased RNA-seq analysis. Overexpression of PD-1 in immortalized mouse podocytes induced cell death and a senescence-associated secretory phenotype, suggesting the pathological role of PD-1 upregulation in aged podocytes. Blocking PD-1 signaling via a neutralizing anti-PD-1 antibody reversed the aged phenotype in the aged mice and ameliorated proteinuria in an experimental focal segmental glomerulosclerosis (FSGS) mouse model. These findings highlight the role of PD-1 signaling in kidney aging and its therapeutic potential for human clinical trials.
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Affiliation(s)
| | - John Cijiang He
- Division of Nephrology, Department of Medicine, and
- Department of Pharmacological Sciences, Mount Sinai School of Medicine, New York, New York, USA
- James J. Peters Veteran Administration Medical Center, New York, New York, USA
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Fu J, Campbell KN. Urine Single-Cell RNA Sequencing in Focal Segmental Glomerulosclerosis-Hope for the Future. Kidney Int Rep 2022; 7:138-140. [PMID: 35155850 PMCID: PMC8821022 DOI: 10.1016/j.ekir.2021.12.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Affiliation(s)
- Jia Fu
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Kirk N. Campbell
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
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