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Cunanan J, Zhang D, Peired AJ, Barua M. Podocytes in health and glomerular disease. Front Cell Dev Biol 2025; 13:1564847. [PMID: 40342933 PMCID: PMC12058676 DOI: 10.3389/fcell.2025.1564847] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2025] [Accepted: 04/08/2025] [Indexed: 05/11/2025] Open
Abstract
Podocytes are highly specialized, terminally differentiated cells in the glomerulus of the kidney and these cells play a central role in blood filtration. In this review, we comprehensively describe the cell biology of podocytes under healthy conditions and in glomerular disorders wherein podocyte injury is a major pathological mechanism. First, the molecular mechanisms that maintain podocyte actin cytoskeleton structure, permanent cell cycle exit, and metabolism under healthy conditions are described. Secondly, the mechanisms of podocyte injury, including genetic alterations and external insults that ultimately disrupt podocyte actin cytoskeleton dynamics or interrupt podocyte quiescence and mitochondrial metabolism are discussed. This understanding forms the basis of described potential therapeutic agents that act by modulating dysregulated podocyte cytoskeleton organization, prevent or reverse cell cycle re-entry, and re-establish normal mitochondrial energy production. Lastly, the application of modern techniques such as single cell RNA sequencing, super resolution microscopy, atomic force microscopy, and glomerular organoids is improving the resolution of mechanistic podocytopathy knowledge. Taken together, our review provides critical insights into the cellular and molecular mechanisms leading to podocyte loss, necessary for the advancement of therapeutic development in glomerular diseases.
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Affiliation(s)
- Joanna Cunanan
- Division of Nephrology, Toronto General Hospital, University Health Network, Toronto, ON, Canada
- Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada
- Institute of Medical Sciences, University of Toronto, Toronto, ON, Canada
| | - Daniel Zhang
- Division of Nephrology, Toronto General Hospital, University Health Network, Toronto, ON, Canada
- Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada
- Institute of Medical Sciences, University of Toronto, Toronto, ON, Canada
| | - Anna Julie Peired
- Department of Experimental and Clinical Biomedical Sciences “Mario Serio”, University of Florence (Università degli Studi di Firenze), Florence, Italy
| | - Moumita Barua
- Division of Nephrology, Toronto General Hospital, University Health Network, Toronto, ON, Canada
- Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada
- Institute of Medical Sciences, University of Toronto, Toronto, ON, Canada
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2
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Srivastava SP, Kopasz-Gemmen O, Kunamneni A, Thurnman A, Ozukan E, Swaroop V, Yoshida S, Hong S, Inoki K. AMPK is dispensable for physiological podocyte and glomerular functions but prevents glomerular fibrosis in experimental diabetes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.04.07.647592. [PMID: 40291739 PMCID: PMC12026990 DOI: 10.1101/2025.04.07.647592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/30/2025]
Abstract
AMP-activated protein kinase (AMPK) has been postulated to be crucial in regulating various renal physiology and pathophysiology processes, including energy metabolism, ion and water transport, inflammation, and hypertrophy. However, the specific roles of AMPK in the podocyte, a cell critical for maintaining glomerular filtration, have not been fully explored using genetic model animals. In this study, we generated mice lacking both AMPK α1 and α2 catalytic subunits in glomerular podocytes (pmut). Our findings revealed that, surprisingly, AMPK is dispensable for normal podocyte function. These knockout mice could live as long as their wild-type littermates without showing any pathological alterations in their glomeruli or glomerular function at two years of age. However, under type 1 diabetic conditions, the diabetic pmut mice exhibited increased lipid and collagen accumulation and an elevated expression of mesenchymal proteins in their glomeruli. They also showed more significant albuminuria compared to control diabetic mice. Under high glucose culture conditions, glomeruli isolated from pmut mice demonstrated a reduced expression of mitochondrial genes (e.g., Ndufv2) and increased leakage of mitochondrial components. Additionally, there was heightened expression of genes associated with nucleotide sensing and pro-inflammatory pathways (including mb21d2, IL-1 beta, and NF-kB). These observations suggest that while AMPK is not necessary for podocyte function in healthy kidneys, it is crucial for preventing glomerular fibrosis resulting from lipotoxicity and inflammation under diabetic conditions.
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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 2025; 195:7-22. [PMID: 39332674 PMCID: PMC11686451 DOI: 10.1016/j.ajpath.2024.09.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [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. It 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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Fujioka K, Nagai T, Hattori T, Kagami S, Yasutomo K, Galjart N, Hirayama T, Kawachi H, Urushihara M. Renin-angiotensin blockade ameliorates the progression of glomerular injury in podocyte-specific Ctcf knockout mice. Nephrology (Carlton) 2024; 29:815-824. [PMID: 39350520 DOI: 10.1111/nep.14400] [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: 04/09/2024] [Revised: 08/27/2024] [Accepted: 09/15/2024] [Indexed: 11/22/2024]
Abstract
AIM Several studies have shown that the progression of proteinuria and renal tissue injury is associated with activation of the intrarenal renin-angiotensin system (RAS). CCCTC-binding factor (CTCF) is a DNA-binding factor that plays an essential role in the regulation of gene expression. In the present study, we aimed to investigate the phenotypic effects of CTCF deficiency in podocytes. METHODS Angiotensin II type 1 receptor blockers (ARBs) were administered to the podocyte-specific Ctcf knockout mice, and histological and biochemical analyzes were performed. We also investigated the changes in the expression of podocin in podocyte cell cultures with or without stimulation with angiotensin II from glomeruli isolated using magnetic beads from podocyte-specific Ctcf knockout mice. RESULTS Mice in which Ctcf was deleted from podocytes developed glomerulopathy and mice developed severe progressive proteinuria, and impaired renal function. Moreover, ARBs suppressed the development of glomerulopathy in podocyte-specific Ctcf knockout mice. Both real-time polymerase chain reaction and western blotting showed that podocin expression was decreased in cell cultures stimulated with angiotensin II. Furthermore, RAS components gene expressions in podocyte cell cultures isolated from podocyte-specific Ctcf knockout mice were significantly increased. CONCLUSION These results suggest that RAS is involved in the development of glomerulopathy in podocyte-specific Ctcf knockout mice. Elucidation of the pathophysiology of podocyte-specific Ctcf knockout mice may provide new insights into the relationship between podocyte injury and chronic glomerulonephritis.
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Affiliation(s)
- Keisuke Fujioka
- Department of Pediatrics, Institute of Health Biosciences, The Tokushima University Graduate School, Tokushima, Japan
| | - Takashi Nagai
- Department of Pediatrics, Institute of Health Biosciences, The Tokushima University Graduate School, Tokushima, Japan
| | - Tomoki Hattori
- Department of Pediatrics, Institute of Health Biosciences, The Tokushima University Graduate School, Tokushima, Japan
| | - Shoji Kagami
- Department of Pediatrics, Institute of Health Biosciences, The Tokushima University Graduate School, Tokushima, Japan
| | - Koji Yasutomo
- Department of Immunology and Parasitology, Graduate School of Medicine, Tokushima University, Tokushima, Japan
| | - Niels Galjart
- Department of Cell Biology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Teruyoshi Hirayama
- Department of Anatomy and Developmental Neurobiology, Tokushima University Graduate School of Medical Sciences, Tokushima, Japan
| | - Hiroshi Kawachi
- Department of Cell Biology, Kidney Research Center, Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
| | - Maki Urushihara
- Department of Pediatrics, Institute of Health Biosciences, The Tokushima University Graduate School, Tokushima, Japan
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Chandler JC, Jafree DJ, Malik S, Pomeranz G, Ball M, Kolatsi-Joannou M, Piapi A, Mason WJ, Benest AV, Bates DO, Letunovska A, Al-Saadi R, Rabant M, Boyer O, Pritchard-Jones K, Winyard PJ, Mason AS, Woolf AS, Waters AM, Long DA. Single-cell transcriptomics identifies aberrant glomerular angiogenic signalling in the early stages of WT1 kidney disease. J Pathol 2024; 264:212-227. [PMID: 39177649 DOI: 10.1002/path.6339] [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: 03/21/2024] [Revised: 06/17/2024] [Accepted: 06/28/2024] [Indexed: 08/24/2024]
Abstract
WT1 encodes a podocyte transcription factor whose variants can cause an untreatable glomerular disease in early childhood. Although WT1 regulates many podocyte genes, it is poorly understood which of them are initiators in disease and how they subsequently influence other cell-types in the glomerulus. We hypothesised that this could be resolved using single-cell RNA sequencing (scRNA-seq) and ligand-receptor analysis to profile glomerular cell-cell communication during the early stages of disease in mice harbouring an orthologous human mutation in WT1 (Wt1R394W/+). Podocytes were the most dysregulated cell-type in the early stages of Wt1R394W/+ disease, with disrupted angiogenic signalling between podocytes and the endothelium, including the significant downregulation of transcripts for the vascular factors Vegfa and Nrp1. These signalling changes preceded glomerular endothelial cell loss in advancing disease, a feature also observed in biopsy samples from human WT1 glomerulopathies. Addition of conditioned medium from murine Wt1R394W/+ primary podocytes to wild-type glomerular endothelial cells resulted in impaired endothelial looping and reduced vascular complexity. Despite the loss of key angiogenic molecules in Wt1R394W/+ podocytes, the pro-vascular molecule adrenomedullin was upregulated in Wt1R394W/+ podocytes and plasma and its further administration was able to rescue the impaired looping observed when glomerular endothelium was exposed to Wt1R394W/+ podocyte medium. In comparative analyses, adrenomedullin upregulation was part of a common injury signature across multiple murine and human glomerular disease datasets, whilst other gene changes were unique to WT1 disease. Collectively, our study describes a novel role for altered angiogenic signalling in the initiation of WT1 glomerulopathy. We also identify adrenomedullin as a proangiogenic factor, which despite being upregulated in early injury, offers an insufficient protective response due to the wider milieu of dampened vascular signalling that results in endothelial cell loss in later disease. © 2024 The Author(s). The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Jennifer C Chandler
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
- UCL Centre for Kidney and Bladder Health, London, UK
| | - Daniyal J Jafree
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
- UCL Centre for Kidney and Bladder Health, London, UK
- UCL MB/PhD Programme, Faculty of Medical Sciences, University College London, London, UK
| | - Saif Malik
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
- UCL Centre for Kidney and Bladder Health, London, UK
| | - Gideon Pomeranz
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
- UCL Centre for Kidney and Bladder Health, London, UK
| | - Mary Ball
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
- UCL Centre for Kidney and Bladder Health, London, UK
| | - Maria Kolatsi-Joannou
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
- UCL Centre for Kidney and Bladder Health, London, UK
| | - Alice Piapi
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
| | - William J Mason
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
- UCL Centre for Kidney and Bladder Health, London, UK
| | - Andrew V Benest
- Endothelial Quiescence Group and Tumour and Vascular Biology Laboratories, Division of Cancer and Stem Cells, Centre for Cancer Sciences, School of Medicine, Biodiscovery Institute, University of Nottingham, Nottingham, UK
| | - David O Bates
- Endothelial Quiescence Group and Tumour and Vascular Biology Laboratories, Division of Cancer and Stem Cells, Centre for Cancer Sciences, School of Medicine, Biodiscovery Institute, University of Nottingham, Nottingham, UK
- Pan-African Cancer Research Institute, University of Pretoria, Hatfield, South Africa
| | - Aleksandra Letunovska
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
- Department of Histopathology, Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Reem Al-Saadi
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
- Department of Histopathology, Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Marion Rabant
- Pathology department, Hôpital Universitaire Necker-Enfants Malades, Institut Imagine, Université Paris Cité, Paris, France
| | - Olivia Boyer
- APHP, Service de Néphrologie Pédiatrique, Hôpital Universitaire Necker-Enfants Malades, Institut Imagine, Université Paris Cité, Paris, France
| | - Kathy Pritchard-Jones
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
| | - Paul J Winyard
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
- UCL Centre for Kidney and Bladder Health, London, UK
| | - Andrew S Mason
- Department of Biology and York Biomedical Research Institute, University of York, UK
| | - Adrian S Woolf
- Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
- Royal Manchester Children's Hospital, Manchester University NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, UK
| | - Aoife M Waters
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
| | - David A Long
- Developmental Biology and Cancer Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
- UCL Centre for Kidney and Bladder Health, London, UK
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Haydak J, Azeloglu EU. Role of biophysics and mechanobiology in podocyte physiology. Nat Rev Nephrol 2024; 20:371-385. [PMID: 38443711 PMCID: PMC12103212 DOI: 10.1038/s41581-024-00815-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/30/2024] [Indexed: 03/07/2024]
Abstract
Podocytes form the backbone of the glomerular filtration barrier and are exposed to various mechanical forces throughout the lifetime of an individual. The highly dynamic biomechanical environment of the glomerular capillaries greatly influences the cell biology of podocytes and their pathophysiology. Throughout the past two decades, a holistic picture of podocyte cell biology has emerged, highlighting mechanobiological signalling pathways, cytoskeletal dynamics and cellular adhesion as key determinants of biomechanical resilience in podocytes. This biomechanical resilience is essential for the physiological function of podocytes, including the formation and maintenance of the glomerular filtration barrier. Podocytes integrate diverse biomechanical stimuli from their environment and adapt their biophysical properties accordingly. However, perturbations in biomechanical cues or the underlying podocyte mechanobiology can lead to glomerular dysfunction with severe clinical consequences, including proteinuria and glomerulosclerosis. As our mechanistic understanding of podocyte mechanobiology and its role in the pathogenesis of glomerular disease increases, new targets for podocyte-specific therapeutics will emerge. Treating glomerular diseases by targeting podocyte mechanobiology might improve therapeutic precision and efficacy, with potential to reduce the burden of chronic kidney disease on individuals and health-care systems alike.
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Affiliation(s)
- Jonathan Haydak
- Division of Nephrology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Evren U Azeloglu
- Division of Nephrology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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Gujarati NA, Chow AK, Mallipattu SK. Central role of podocytes in mediating cellular cross talk in glomerular health and disease. Am J Physiol Renal Physiol 2024; 326:F313-F325. [PMID: 38205544 PMCID: PMC11207540 DOI: 10.1152/ajprenal.00328.2023] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Revised: 12/20/2023] [Accepted: 12/20/2023] [Indexed: 01/12/2024] Open
Abstract
Podocytes are highly specialized epithelial cells that surround the capillaries of the glomeruli in the kidney. Together with the glomerular endothelial cells, these postmitotic cells are responsible for regulating filtrate from the circulating blood with their organized network of interdigitating foot processes that wrap around the glomerular basement membrane. Although podocyte injury and subsequent loss is the hallmark of many glomerular diseases, recent evidence suggests that the cell-cell communication between podocytes and other glomerular and nonglomerular cells is critical for the development and progression of kidney disease. In this review, we highlight these key cellular pathways of communication and how they might be a potential target for therapy in glomerular disease. We also postulate that podocytes might serve as a central hub for communication in the kidney under basal conditions and in response to cellular stress, which may have implications for the development and progression of glomerular diseases.
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Affiliation(s)
- Nehaben A Gujarati
- Division of Nephrology, Department of Medicine, Stony Brook University, Stony Brook, New York, United States
| | - Andrew K Chow
- Division of Nephrology, Department of Medicine, Stony Brook University, Stony Brook, New York, United States
| | - Sandeep K Mallipattu
- Division of Nephrology, Department of Medicine, Stony Brook University, Stony Brook, New York, United States
- Renal Section, Northport Veterans Affairs Medical Center, Northport, New York, United States
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8
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Yoon SH, Meyer MB, Arevalo C, Tekguc M, Zhang C, Wang JS, Castro Andrade CD, Strauss K, Sato T, Benkusky NA, Lee SM, Berdeaux R, Foretz M, Sundberg TB, Xavier RJ, Adelmann CH, Brooks DJ, Anselmo A, Sadreyev RI, Rosales IA, Fisher DE, Gupta N, Morizane R, Greka A, Pike JW, Mannstadt M, Wein MN. A parathyroid hormone/salt-inducible kinase signaling axis controls renal vitamin D activation and organismal calcium homeostasis. J Clin Invest 2023; 133:e163627. [PMID: 36862513 PMCID: PMC10145948 DOI: 10.1172/jci163627] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 02/23/2023] [Indexed: 03/03/2023] Open
Abstract
The renal actions of parathyroid hormone (PTH) promote 1,25-vitamin D generation; however, the signaling mechanisms that control PTH-dependent vitamin D activation remain unknown. Here, we demonstrated that salt-inducible kinases (SIKs) orchestrated renal 1,25-vitamin D production downstream of PTH signaling. PTH inhibited SIK cellular activity by cAMP-dependent PKA phosphorylation. Whole-tissue and single-cell transcriptomics demonstrated that both PTH and pharmacologic SIK inhibitors regulated a vitamin D gene module in the proximal tubule. SIK inhibitors increased 1,25-vitamin D production and renal Cyp27b1 mRNA expression in mice and in human embryonic stem cell-derived kidney organoids. Global- and kidney-specific Sik2/Sik3 mutant mice showed Cyp27b1 upregulation, elevated serum 1,25-vitamin D, and PTH-independent hypercalcemia. The SIK substrate CRTC2 showed PTH and SIK inhibitor-inducible binding to key Cyp27b1 regulatory enhancers in the kidney, which were also required for SIK inhibitors to increase Cyp27b1 in vivo. Finally, in a podocyte injury model of chronic kidney disease-mineral bone disorder (CKD-MBD), SIK inhibitor treatment stimulated renal Cyp27b1 expression and 1,25-vitamin D production. Together, these results demonstrated a PTH/SIK/CRTC signaling axis in the kidney that controls Cyp27b1 expression and 1,25-vitamin D synthesis. These findings indicate that SIK inhibitors might be helpful for stimulation of 1,25-vitamin D production in CKD-MBD.
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Affiliation(s)
- Sung-Hee Yoon
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Mark B. Meyer
- Department of Nutritional Sciences, University of Wisconsin — Madison, Madison, Wisconsin, USA
| | - Carlos Arevalo
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Murat Tekguc
- Nephrology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Chengcheng Zhang
- Nephrology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Jialiang S. Wang
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | | | - Katelyn Strauss
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Tadatoshi Sato
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Nancy A. Benkusky
- Department of Nutritional Sciences, University of Wisconsin — Madison, Madison, Wisconsin, USA
| | - Seong Min Lee
- Department of Nutritional Sciences, University of Wisconsin — Madison, Madison, Wisconsin, USA
| | - Rebecca Berdeaux
- Department of Integrative Biology and Pharmacology, McGovern Medical School at The University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Marc Foretz
- Université Paris Cité, Institut Cochin, CNRS, INSERM, Paris, France
| | | | - Ramnik J. Xavier
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Center for Computational and Integrative Biology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | | | - Daniel J. Brooks
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | | | - Ruslan I. Sadreyev
- Department of Molecular Biology, and
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Ivy A. Rosales
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - David E. Fisher
- Cutaneous Biology Research Center, Department of Dermatology
| | - Navin Gupta
- Nephrology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Ryuji Morizane
- Nephrology Division, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Harvard Stem Cell Institute, Cambridge, Massachusetts, USA
| | - Anna Greka
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - J. Wesley Pike
- Department of Biochemistry, University of Wisconsin — Madison, Madison, Wisconsin, USA
| | - Michael Mannstadt
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Marc N. Wein
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Harvard Stem Cell Institute, Cambridge, Massachusetts, USA
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9
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Zhu S, Liu Q, Chang Y, Luo C, Zhang X, Sun S. Integrated Network Pharmacology and Cellular Assay to Explore the Mechanisms of Selenized Tripterine Phytosomes (Se@Tri-PTs) Alleviating Podocyte Injury in Diabetic Nephropathy. Curr Pharm Des 2023; 29:3073-3086. [PMID: 37961864 DOI: 10.2174/0113816128275079231102071508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Accepted: 10/03/2023] [Indexed: 11/15/2023]
Abstract
AIM This work aimed to elucidate the mechanisms of Se@Tri-PTs in alleviating podocyte injury via network pharmacology and in vitro cellular assay. BACKGROUND Selenized tripterine phytosomes (Se@Tri-PTs) have been confirmed to undertake synergistic and sensitized effects on inflammation, which may be curatively promising for diabetic nephropathy (DN). However, the mechanisms of Se@Tri-PTs in alleviating podocyte injury, a major contributor to DN, still remain unclear. OBJECTIVE The objective of the study was to find out the underlying mechanisms of Se@Tri-PTs in alleviating podocyte injury in diabetic nephropathy. METHODS The key components and targets of Tripterygium wilfordii (TW) significant for DN as well as the signaling pathways involved have been identified. A high glucose-induced podocyte injury model was established and verified by western blot. The protective concentration of Se@Tri-PTs was screened by CCK-8 assay. Podocytes cultured with high glucose were treated with Se@Tri-PTs under protective levels. The expression of key protective proteins, nephrin and desmin, in podocytes, was assayed by western blot. Further, autophagy- related proteins and factors, like NLRP3, Beclin-1, LC3II/LC3, P62, and SIRT1, were analyzed, which was followed by apoptosis detection. RESULTS Network pharmacology revealed that several monomeric components of TW, especially Tri, act on DN through multiple targets and pathways, including the NLRP3-mediated inflammatory pathway. Se@Tri-PTs improved the viability of podocytes and alleviated their injury induced by high glucose at 5 μg/L or above. High-glucose induction promoted the expression of NLRP3 in podocytes, while a low concentration of Se@Tri-PTs suppressed the expression. A long-term exposure of high glucose significantly inhibited the autophagic activity of podocytes, as manifested by decreased Beclin-1 level, lower ratio of LC3 II/LC3 I, and up- regulation of P62. This abnormality was efficiently reversed by Se@Tri-PTs. Importantly, the expression of SIRT1 was up-regulated and podocyte apoptosis was reduced. CONCLUSION Se@Tri-PTs can alleviate podocyte injury associated with DN by modulating NLRP3 expression through the pathway of SIRT1-mediated autophagy.
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Affiliation(s)
- Shiping Zhu
- Department of Chinese Traditional Medicine, The First Affiliated Hospital of Jinan University, Guangzhou, 510630, People's Republic of China
| | - Qiubo Liu
- Department of Chinese Traditional Medicine, The First Affiliated Hospital of Jinan University, Guangzhou, 510630, People's Republic of China
| | - Yuling Chang
- Department of Chinese Traditional Medicine, the First Affiliated Hospital of Jinan University, Guangzhou, 510630, People's Republic of China
| | - Chunhua Luo
- Newborn Intensive Care Unit, Guangzhou Women and Children's Medical Center, Guangzhou, People's Republic of China
| | - Xingwang Zhang
- Department of Pharmaceutics, School of Pharmacy, Jinan University, Guangzhou, 511443, People's Republic of China
| | - Shengyun Sun
- Department of Chinese Traditional Medicine, The First Affiliated Hospital of Jinan University, Guangzhou, 510630, People's Republic of China
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10
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Knowledge-graph-based cell-cell communication inference for spatially resolved transcriptomic data with SpaTalk. Nat Commun 2022; 13:4429. [PMID: 35908020 PMCID: PMC9338929 DOI: 10.1038/s41467-022-32111-8] [Citation(s) in RCA: 74] [Impact Index Per Article: 24.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 07/18/2022] [Indexed: 12/19/2022] Open
Abstract
Spatially resolved transcriptomics provides genetic information in space toward elucidation of the spatial architecture in intact organs and the spatially resolved cell-cell communications mediating tissue homeostasis, development, and disease. To facilitate inference of spatially resolved cell-cell communications, we here present SpaTalk, which relies on a graph network and knowledge graph to model and score the ligand-receptor-target signaling network between spatially proximal cells by dissecting cell-type composition through a non-negative linear model and spatial mapping between single-cell transcriptomic and spatially resolved transcriptomic data. The benchmarked performance of SpaTalk on public single-cell spatial transcriptomic datasets is superior to that of existing inference methods. Then we apply SpaTalk to STARmap, Slide-seq, and 10X Visium data, revealing the in-depth communicative mechanisms underlying normal and disease tissues with spatial structure. SpaTalk can uncover spatially resolved cell-cell communications for single-cell and spot-based spatially resolved transcriptomic data universally, providing valuable insights into spatial inter-cellular tissue dynamics. Cell-cell communication is a vital feature involving numerous biological processes. Here, the authors develop SpaTalk, a cell-cell communication inference method using knowledge graph for spatially resolved transcriptomic data, providing valuable insights into spatial intercellular tissue dynamics.
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Marshall JL, Noel T, Wang QS, Chen H, Murray E, Subramanian A, Vernon KA, Bazua-Valenti S, Liguori K, Keller K, Stickels RR, McBean B, Heneghan RM, Weins A, Macosko EZ, Chen F, Greka A. High-resolution Slide-seqV2 spatial transcriptomics enables discovery of disease-specific cell neighborhoods and pathways. iScience 2022; 25:104097. [PMID: 35372810 PMCID: PMC8971939 DOI: 10.1016/j.isci.2022.104097] [Citation(s) in RCA: 38] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 02/15/2022] [Accepted: 03/11/2022] [Indexed: 12/21/2022] Open
Abstract
High-resolution spatial transcriptomics enables mapping of RNA expression directly from intact tissue sections; however, its utility for the elucidation of disease processes and therapeutically actionable pathways remains unexplored. We applied Slide-seqV2 to mouse and human kidneys, in healthy and distinct disease paradigms. First, we established the feasibility of Slide-seqV2 in tissue from nine distinct human kidneys, which revealed a cell neighborhood centered around a population of LYVE1+ macrophages. Second, in a mouse model of diabetic kidney disease, we detected changes in the cellular organization of the spatially restricted kidney filter and blood-flow-regulating apparatus. Third, in a mouse model of a toxic proteinopathy, we identified previously unknown, disease-specific cell neighborhoods centered around macrophages. In a spatially restricted subpopulation of epithelial cells, we discovered perturbations in 77 genes associated with the unfolded protein response. Our studies illustrate and experimentally validate the utility of Slide-seqV2 for the discovery of disease-specific cell neighborhoods.
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Affiliation(s)
- Jamie L. Marshall
- Kidney Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Teia Noel
- Kidney Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Qingbo S. Wang
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Program in Bioinformatics and Integrative Genomics, Harvard Medical School, Boston, MA 02115, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA 02114, USA
- Department of Statistical Genetics, Graduate School of Medicine, Osaka University, Osaka 565-0871, Japan
| | - Haiqi Chen
- Program in Cell Circuits and Epigenetics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
- Department of Obstetrics and Gynecology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Evan Murray
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ayshwarya Subramanian
- Kidney Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Katherine A. Vernon
- Kidney Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Silvana Bazua-Valenti
- Kidney Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Katie Liguori
- Kidney Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Keith Keller
- Kidney Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA 02115, USA
| | - Robert R. Stickels
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
- Graduate School of Arts and Sciences, Harvard University, Cambridge, MA 02115, USA
- Division of Medical Science, Harvard University, Boston, MA 02115, USA
| | - Breanna McBean
- Broad Summer Research Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Rowan M. Heneghan
- Kidney Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Astrid Weins
- Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA 02115, USA
| | - Evan Z. Macosko
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Fei Chen
- Program in Cell Circuits and Epigenetics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA
| | - Anna Greka
- Kidney Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA 02115, USA
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