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Barsotti GC, Luciano R, Kumar A, Meliambro K, Kakade V, Tokita J, Naik A, Fu J, Peck E, Pell J, Reghuvaran A, Tanvir E, Patel P, Zhang W, Li F, Moeckel G, Perincheri S, Cantley L, Moledina DG, Wilson FP, He JC, Menon MC. Rationale and Design of a Phase 2, Double-blind, Placebo-Controlled, Randomized Trial Evaluating AMP Kinase-Activation by Metformin in Focal Segmental Glomerulosclerosis. Kidney Int Rep 2024; 9:1354-1368. [PMID: 38707807 PMCID: PMC11068976 DOI: 10.1016/j.ekir.2024.02.006] [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: 12/28/2023] [Revised: 01/30/2024] [Accepted: 02/05/2024] [Indexed: 05/07/2024] Open
Abstract
Introduction Focal segmental glomerulosclerosis (FSGS), the most common primary glomerular disease leading to end-stage kidney disease (ESKD), is characterized by podocyte injury and depletion, whereas minimal change disease (MCD) has better outcomes despite podocyte injury. Identifying mechanisms capable of preventing podocytopenia during injury could transform FSGS to an "MCD-like" state. Preclinical data have reported conversion of an MCD-like injury to one with podocytopenia and FSGS by inhibition of AMP-kinase (AMPK) in podocytes. Conversely, in FSGS, AMPK-activation using metformin (MF) mitigated podocytopenia and azotemia. Observational studies also support beneficial effects of MF on proteinuria and chronic kidney disease (CKD) outcomes in diabetes. A randomized controlled trial (RCT) to test MF in podocyte injury with FSGS has not yet been conducted. Methods We report the rationale and design of phase 2, double-blind, placebo-controlled RCT evaluating the efficacy and safety of MF as adjunctive therapy in FSGS. By randomizing 30 patients with biopsy-confirmed FSGS to MF or placebo (along with standard immunosuppression), we will study mechanistic biomarkers that correlate with podocyte injury or depletion and evaluate outcomes after 6 months. We specifically integrate novel urine, blood, and tissue markers as surrogates for FSGS progression along with unbiased profiling strategies. Results and Conclusion Our phase 2 trial will provide insight into the potential efficacy and safety of MF as adjunctive therapy in FSGS-a crucial step to developing a larger phase 3 study. The mechanistic assays here will guide the design of other FSGS trials and contribute to understanding AMPK activation as a potential therapeutic target in FSGS. By repurposing an inexpensive agent, our results will have implications for FSGS treatment in resource-poor settings.
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Affiliation(s)
- Gabriel C. Barsotti
- Section of Nephrology, Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Randy Luciano
- Section of Nephrology, Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Ashwani Kumar
- Section of Nephrology, Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Kristin Meliambro
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Vijayakumar Kakade
- Section of Nephrology, Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Joji Tokita
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Abhijit Naik
- Division of Nephrology, Department of Internal Medicine, University of Michigan School of Medicine, Ann Arbor, Michigan, USA
| | - Jia Fu
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Elizabeth Peck
- Clinical Research Coordinator, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - John Pell
- Section of Nephrology, Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Anand Reghuvaran
- Section of Nephrology, Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - E.M. Tanvir
- Section of Nephrology, Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Prashant Patel
- Investigational Drug Service, Department of Pharmacy Services, Yale New Haven Hospital, Connecticut, USA
| | - Weijia Zhang
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Fan Li
- Department of Biostatistics, Yale School of Public Health, New Haven, Connecticut, USA
| | - Gilbert Moeckel
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut, USA
| | - Sudhir Perincheri
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut, USA
| | - Lloyd Cantley
- Section of Nephrology, Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Dennis G. Moledina
- Section of Nephrology, Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - F. Perry Wilson
- Section of Nephrology, Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - John C. He
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Madhav C. Menon
- Section of Nephrology, Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
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Zhang W, Sen A, Pena JK, Reitsma A, Alexander OC, Tajima T, Martinez OM, Krams SM. Application of Mass Cytometry Platforms to Solid Organ Transplantation. Transplantation 2024:00007890-990000000-00687. [PMID: 38467594 DOI: 10.1097/tp.0000000000004925] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/13/2024]
Abstract
Transplantation serves as the cornerstone of treatment for patients with end-stage organ disease. The prevalence of complications, such as allograft rejection, infection, and malignancies, underscores the need to dissect the complex interactions of the immune system at the single-cell level. In this review, we discuss studies using mass cytometry or cytometry by time-of-flight, a cutting-edge technology enabling the characterization of immune populations and cell-to-cell interactions in granular detail. We review the application of mass cytometry in human and experimental animal studies in the context of transplantation, uncovering invaluable contributions of the tool to understanding rejection and other transplant-related complications. We discuss recent innovations that have the potential to streamline and standardize mass cytometry workflows for application to multisite clinical trials. Additionally, we introduce imaging mass cytometry, a technique that couples the power of mass cytometry with spatial context, thereby mapping cellular interactions within tissue microenvironments. The synergistic integration of mass cytometry and imaging mass cytometry data with other omics data sets and high-dimensional data platforms to further define immune dynamics is discussed. In conclusion, mass cytometry technologies, when integrated with other tools and data, shed light on the intricate landscape of the immune response in transplantation. This approach holds significant potential for enhancing patient outcomes by advancing our understanding and facilitating the development of new diagnostics and therapeutics.
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Affiliation(s)
- Wenming Zhang
- Department of Surgery, Stanford University, Stanford, CA
| | - Ayantika Sen
- Department of Surgery, Stanford University, Stanford, CA
| | | | - Andrea Reitsma
- Department of Surgery, Stanford University, Stanford, CA
| | - Oliver C Alexander
- Department of Surgery, Stanford University, Stanford, CA
- Meharry Medical College, School of Medicine, Nashville, TN
| | - Tetsuya Tajima
- Department of Surgery, Stanford University, Stanford, CA
| | | | - Sheri M Krams
- Department of Surgery, Stanford University, Stanford, CA
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Louis Sam Titus ASC, Tan Y, Tran P, Lindblom J, Ivbievbiokun M, Xu Y, Zheng J, Parodis I, Cai Q, Chang A, Chen SH, Zhao M, Mohan C. Molecular architecture of proliferative lupus nephritis as elucidated using 50-plex imaging mass cytometry proteomics. Clin Immunol 2023; 254:109713. [PMID: 37516396 DOI: 10.1016/j.clim.2023.109713] [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: 05/30/2023] [Revised: 07/25/2023] [Accepted: 07/26/2023] [Indexed: 07/31/2023]
Abstract
Due to unique advantages that allow high-dimensional tissue profiling, we postulated imaging mass cytometry (IMC) may shed novel insights on the molecular makeup of proliferative lupus nephritis (LN). This study interrogates the spatial expression profiles of 50 target proteins in LN and control kidneys. Proliferative LN glomeruli are marked by podocyte loss with immune infiltration dominated by CD45RO+, HLA-DR+ memory CD4 and CD8 T-cells, and CD163+ macrophages, with similar changes in tubulointerstitial regions. Macrophages are the predominant HLA-DR expressing antigen presenting cells with little expression elsewhere, while macrophages and T-cells predominate cellular crescents. End-stage sclerotic glomeruli are encircled by an acellular fibro-epithelial Bowman's space surrounded by immune infiltrates, all enmeshed in fibronectin. Proliferative LN also shows signs indicative of epithelial to mesenchymal plasticity of tubular cells and parietal epithelial cells. IMC enabled proteomics is a powerful tool to delineate the spatial architecture of LN at the protein level.
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Affiliation(s)
| | - Ying Tan
- Renal Division, Department of Medicine, Peking University First Hospital, Beijing, PR China
| | - Phuongthy Tran
- Department Biomedical Engineering, University of Houston, Houston, TX, USA
| | - Julius Lindblom
- Division of Rheumatology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | | | - Yitian Xu
- ImmunoMonitoring Core, Houston Methodist Research Institute, Houston, TX, USA
| | - Junjun Zheng
- ImmunoMonitoring Core, Houston Methodist Research Institute, Houston, TX, USA
| | - Ioannis Parodis
- Division of Rheumatology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Qi Cai
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Anthony Chang
- Department of Pathology, The University of Chicago, Chicago, IL, USA
| | - Shu-Hsia Chen
- ImmunoMonitoring Core, Houston Methodist Research Institute, Houston, TX, USA
| | - Minghui Zhao
- Renal Division, Department of Medicine, Peking University First Hospital, Beijing, PR China
| | - Chandra Mohan
- Department Biomedical Engineering, University of Houston, Houston, TX, USA; Renal Division, Department of Medicine, Peking University First Hospital, Beijing, PR China.
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Barbetta A, Rocque B, Sarode D, Bartlett JA, Emamaullee J. Revisiting transplant immunology through the lens of single-cell technologies. Semin Immunopathol 2023; 45:91-109. [PMID: 35980400 PMCID: PMC9386203 DOI: 10.1007/s00281-022-00958-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Accepted: 07/06/2022] [Indexed: 11/03/2022]
Abstract
Solid organ transplantation (SOT) is the standard of care for end-stage organ disease. The most frequent complication of SOT involves allograft rejection, which may occur via T cell- and/or antibody-mediated mechanisms. Diagnosis of rejection in the clinical setting requires an invasive biopsy as there are currently no reliable biomarkers to detect rejection episodes. Likewise, it is virtually impossible to identify patients who exhibit operational tolerance and may be candidates for reduced or complete withdrawal of immunosuppression. Emerging single-cell technologies, including cytometry by time-of-flight (CyTOF), imaging mass cytometry, and single-cell RNA sequencing, represent a new opportunity for deep characterization of pathogenic immune populations involved in both allograft rejection and tolerance in clinical samples. These techniques enable examination of both individual cellular phenotypes and cell-to-cell interactions, ultimately providing new insights into the complex pathophysiology of allograft rejection. However, working with these large, highly dimensional datasets requires expertise in advanced data processing and analysis using computational biology techniques. Machine learning algorithms represent an optimal strategy to analyze and create predictive models using these complex datasets and will likely be essential for future clinical application of patient level results based on single-cell data. Herein, we review the existing literature on single-cell techniques in the context of SOT.
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Affiliation(s)
- Arianna Barbetta
- Department of Surgery, Division of Abdominal Organ Transplant, University of Southern California, 1510 San Pablo St. Suite 412, Los Angeles, CA, 90033, USA
- University of Southern California, Los Angeles, CA, USA
| | - Brittany Rocque
- Department of Surgery, Division of Abdominal Organ Transplant, University of Southern California, 1510 San Pablo St. Suite 412, Los Angeles, CA, 90033, USA
- University of Southern California, Los Angeles, CA, USA
| | - Deepika Sarode
- Department of Surgery, Division of Abdominal Organ Transplant, University of Southern California, 1510 San Pablo St. Suite 412, Los Angeles, CA, 90033, USA
- University of Southern California, Los Angeles, CA, USA
| | - Johanna Ascher Bartlett
- Pediatric Gastroenterology, Hepatology and Nutrition, Children's Hospital of Los Angeles, Los Angeles, CA, USA
| | - Juliet Emamaullee
- Department of Surgery, Division of Abdominal Organ Transplant, University of Southern California, 1510 San Pablo St. Suite 412, Los Angeles, CA, 90033, USA.
- University of Southern California, Los Angeles, CA, USA.
- Division of Hepatobiliary and Abdominal Organ Transplantation Surgery, Children's Hospital Los Angeles, Los Angeles, CA, USA.
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Xu L, Guo J, Moledina DG, Cantley LG. Immune-mediated tubule atrophy promotes acute kidney injury to chronic kidney disease transition. Nat Commun 2022; 13:4892. [PMID: 35986026 PMCID: PMC9391331 DOI: 10.1038/s41467-022-32634-0] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Accepted: 08/05/2022] [Indexed: 01/12/2023] Open
Abstract
Incomplete repair after acute kidney injury can lead to development of chronic kidney disease. To define the mechanism of this response, we compared mice subjected to identical unilateral ischemia-reperfusion kidney injury with either contralateral nephrectomy (where tubule repair predominates) or contralateral kidney intact (where tubule atrophy predominates). By day 14, the kidneys undergoing atrophy had more macrophages with higher expression of chemokines, correlating with a second wave of proinflammatory neutrophil and T cell recruitment accompanied by increased expression of tubular injury genes and a decreased proportion of differentiated tubules. Depletion of neutrophils and T cells after day 5 reduced tubular cell loss and associated kidney atrophy. In kidney biopsies from patients with acute kidney injury, T cell and neutrophil numbers negatively correlated with recovery of estimated glomerular filtration rate. Together, our findings demonstrate that macrophage persistence after injury promotes a T cell- and neutrophil-mediated proinflammatory milieu and progressive tubule damage.
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Affiliation(s)
- Leyuan Xu
- Department of Internal Medicine/Section of Nephrology, Yale University School of Medicine, New Haven, CT, USA.
| | - Jiankan Guo
- Department of Internal Medicine/Section of Nephrology, Yale University School of Medicine, New Haven, CT, USA
| | - Dennis G Moledina
- Department of Internal Medicine/Section of Nephrology, Yale University School of Medicine, New Haven, CT, USA
| | - Lloyd G Cantley
- Department of Internal Medicine/Section of Nephrology, Yale University School of Medicine, New Haven, CT, USA.
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Dumbill R, Jaques R, Robb M, Johnson R, Ploeg RJ, Kaisar ME, Sharples EJ. Transplant and Recipient Factors in Prediction of Kidney Transplant Outcomes: A UK-Wide Paired Analysis. J Clin Med 2022; 11:jcm11082222. [PMID: 35456312 PMCID: PMC9024822 DOI: 10.3390/jcm11082222] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 04/08/2022] [Accepted: 04/12/2022] [Indexed: 12/03/2022] Open
Abstract
Background: In kidney transplantation, the relative contribution of various donor, procedure and recipient-related factors on clinical outcomes is unknown. Previous paired studies have largely focused on examining factors predicting early outcomes, where the effect of donor factors is thought to be most important. Here, we sought to examine the relationship between early and long-term outcomes in a UK-wide paired kidney analysis. Methods: UK Transplant Registry data covering 24,090 kidney transplants performed between 2001–2018, where both kidneys from each donor were transplanted, were analysed. Case-control studies were constructed using matched pairs of kidneys from the same donor discordant for outcome, to delineate the impact of transplant and recipient factors on longer-term outcomes. Results: Multivariable conditional logistic regression identified HLA mismatch as an important predictor of prolonged delayed graft function (DGF), in the context of a paired study controlling for the influence of donor factors, even when adjusting for early acute rejection. Prolonged DGF, but not human leucocyte antigen (HLA) mismatch, strongly predicted 12-month graft function, and impaired 12-month graft function was associated with an increased risk of graft failure. Conclusions: This study indicates prolonged DGF is associated with adverse long-term outcomes and suggests that alloimmunity may contribute to prolonged DGF by a mechanism distinct from typical early acute rejection.
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Affiliation(s)
- Richard Dumbill
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford OX3 9DU, UK; (R.J.P.); (M.E.K.)
- Oxford Transplant Unit, Oxford University Hospitals, Oxford OX3 7LE, UK;
- Correspondence:
| | - Roderick Jaques
- Statistics and Clinical Studies, NHS Blood and Transplant, Bristol BS34 7QH, UK; (R.J.); (M.R.); (R.J.)
| | - Matthew Robb
- Statistics and Clinical Studies, NHS Blood and Transplant, Bristol BS34 7QH, UK; (R.J.); (M.R.); (R.J.)
| | - Rachel Johnson
- Statistics and Clinical Studies, NHS Blood and Transplant, Bristol BS34 7QH, UK; (R.J.); (M.R.); (R.J.)
| | - Rutger J. Ploeg
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford OX3 9DU, UK; (R.J.P.); (M.E.K.)
- Research and Development, NHS Blood and Transplant, Oxford OX3 9DU, UK
| | - Maria E. Kaisar
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford OX3 9DU, UK; (R.J.P.); (M.E.K.)
- Research and Development, NHS Blood and Transplant, Oxford OX3 9DU, UK
| | - Edward J. Sharples
- Oxford Transplant Unit, Oxford University Hospitals, Oxford OX3 7LE, UK;
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Kakade VR, Weiss M, Cantley LG. Using Imaging Mass Cytometry to Define Cell Identities and Interactions in Human Tissues. Front Physiol 2021; 12:817181. [PMID: 35002783 PMCID: PMC8727440 DOI: 10.3389/fphys.2021.817181] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 11/25/2021] [Indexed: 12/30/2022] Open
Abstract
In the evolving landscape of highly multiplexed imaging techniques that can be applied to study complex cellular microenvironments, this review characterizes the use of imaging mass cytometry (IMC) to study the human kidney. We provide technical details for antibody validation, cell segmentation, and data analysis specifically tailored to human kidney samples, and elaborate on phenotyping of kidney cell types and novel insights that IMC can provide regarding pathophysiological processes in the injured or diseased kidney. This review will provide the reader with the necessary background to understand both the power and the limitations of IMC and thus support better perception of how IMC analysis can improve our understanding of human disease pathogenesis and can be integrated with other technologies such as single cell sequencing and proteomics to provide spatial context to cellular data.
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Affiliation(s)
| | | | - Lloyd G. Cantley
- Section of Nephrology, Department of Internal Medicine, Yale University School of Medicine, New Haven, CT, United States
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