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Hirt-Minkowski P, Handschin J, Stampf S, Hopfer H, Menter T, Senn L, Hönger G, Wehmeier C, Amico P, Steiger J, Koller M, Dickenmann M, Schaub S. Randomized Trial to Assess the Clinical Utility of Renal Allograft Monitoring by Urine CXCL10 Chemokine. J Am Soc Nephrol 2023; 34:1456-1469. [PMID: 37228005 PMCID: PMC10400101 DOI: 10.1681/asn.0000000000000160] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Accepted: 04/12/2023] [Indexed: 05/27/2023] Open
Abstract
SIGNIFICANCE STATEMENT This study is the first randomized controlled trial to investigate the clinical utility of a noninvasive monitoring biomarker in renal transplantation. Although urine CXCL10 monitoring could not demonstrate a beneficial effect on 1-year outcomes, the study is a rich source for future design of trials aiming to explore the clinical utility of noninvasive biomarkers. In addition, the study supports the use of urine CXCL10 to assess the inflammatory status of the renal allograft. BACKGROUND Urine CXCL10 is a promising noninvasive biomarker for detection of renal allograft rejection. The aim of this study was to investigate the clinical utility of renal allograft monitoring by urine CXCL10 in a randomized trial. METHODS We stratified 241 patients, 120 into an intervention and 121 into a control arm. In both arms, urine CXCL10 levels were monitored at three specific time points (1, 3, and 6 months post-transplant). In the intervention arm, elevated values triggered performance of an allograft biopsy with therapeutic adaptations according to the result. In the control arm, urine CXCL10 was measured, but the results concealed. The primary outcome was a combined end point at 1-year post-transplant (death-censored graft loss, clinical rejection between month 1 and 1-year, acute rejection in 1-year surveillance biopsy, chronic active T-cell-mediated rejection in 1-year surveillance biopsy, development of de novo donor-specific HLA antibodies, or eGFR <25 ml/min). RESULTS The incidence of the primary outcome was not different between the intervention and the control arm (51% versus 49%; relative risk (RR), 1.04 [95% confidence interval, 0.81 to 1.34]; P = 0.80). When including 175 of 241 (73%) patients in a per-protocol analysis, the incidence of the primary outcome was also not different (55% versus 49%; RR, 1.11 [95% confidence interval, 0.84 to 1.47]; P = 0.54). The incidence of the individual end points was not different as well. CONCLUSIONS This study could not demonstrate a beneficial effect of urine CXCL10 monitoring on 1-year outcomes (ClinicalTrials.gov_ NCT03140514 ).
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Affiliation(s)
- Patricia Hirt-Minkowski
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
| | - Joelle Handschin
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
- Molecular Immune Regulation, Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Susanne Stampf
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
| | - Helmut Hopfer
- Department of Pathology, University Hospital Basel, Basel, Switzerland
| | - Thomas Menter
- Department of Pathology, University Hospital Basel, Basel, Switzerland
| | - Lisa Senn
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
| | - Gideon Hönger
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
- Molecular Immune Regulation, Department of Biomedicine, University of Basel, Basel, Switzerland
- HLA-Diagnostics and Immunogenetics, Department of Laboratory Medicine, University Hospital Basel, Basel, Switzerland
| | - Caroline Wehmeier
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
| | - Patrizia Amico
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
| | - Jürg Steiger
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
- Molecular Immune Regulation, Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Michael Koller
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
| | - Michael Dickenmann
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
| | - Stefan Schaub
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
- Molecular Immune Regulation, Department of Biomedicine, University of Basel, Basel, Switzerland
- HLA-Diagnostics and Immunogenetics, Department of Laboratory Medicine, University Hospital Basel, Basel, Switzerland
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2
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Ho J, Schaub S, Jackson AM, Balshaw R, Carroll R, Cun S, De Serres SA, Fantus D, Handschin J, Hönger G, Jevnikar AM, Kleiser M, Lee JH, Li Y, Nickerson P, Pei R, Pochinco D, Shih R, Trinh M, Wang J, Nguyen J, Knechtle S. Multicenter Validation of a Urine CXCL10 Assay for Noninvasive Monitoring of Renal Transplants. Transplantation 2023; 107:1630-1641. [PMID: 36949034 DOI: 10.1097/tp.0000000000004554] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/24/2023]
Abstract
BACKGROUND Urine CXCL10 (C-X-C motif chemokine ligand 10, interferon gamma-induced protein 10 [IP10]) outperforms standard-of-care monitoring for detecting subclinical and early clinical T-cell-mediated rejection (TCMR) and may advance TCMR therapy development through biomarker-enriched trials. The goal was to perform an international multicenter validation of a CXCL10 bead-based immunoassay (Luminex) for transplant surveillance and compare with an electrochemiluminescence-based (Meso Scale Discovery [MSD]) assay used in transplant trials. METHODS Four laboratories participated in the Luminex assay development and evaluation. Urine CXCL10 was measured by Luminex and MSD in 2 independent adult kidney transplant trial cohorts (Basel and TMCT04). In an independent test and validation set, a linear mixed-effects model to predict (log 10 -transformed) MSD CXCL10 from Luminex CXCL10 was developed to determine the conversion between assays. Net reclassification was determined after mathematical conversion. RESULTS The Luminex assay was precise, with an intra- and interassay coefficient of variation 8.1% and 9.3%; showed modest agreement between 4 laboratories (R 0.96 to 0.99, P < 0.001); and correlated with known CXCL10 in a single- (n = 100 urines, R 0.94 to 0.98, P < 0.001) and multicenter cohort (n = 468 urines, R 0.92, P < 0.001) but the 2 assays were not equivalent by Passing-Bablok regression. Linear mixed-effects modeling demonstrated an intercept of -0.490 and coefficient of 1.028, showing Luminex CXCL10 are slightly higher than MSD CXCL10, but the agreement is close to 1.0. After conversion of the biopsy thresholds, the decision to biopsy would be changed for only 6% (5/85) patients showing acceptable reclassification. CONCLUSIONS These data demonstrate this urine CXCL10 Luminex immunoassay is robust, reproducible, and accurate, indicating it can be readily translated into clinical HLA laboratories for serial posttransplant surveillance.
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Affiliation(s)
- Julie Ho
- Department of Internal Medicine and Immunology, University of Manitoba, Winnipeg, Canada
- Transplant Manitoba, Shared Health Manitoba, Winnipeg, Canada
| | - Stefan Schaub
- Transplantation Immunology, Department of Biomedicine, University of Basel, Basel, Switzerland
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
- HLA-Diagnostic and Immunogenetics, Department of Laboratory Medicine, University Hospital Basel, Basel, Switzerland
| | | | - Robert Balshaw
- George and Fay Yee Center for Healthcare Innovation, Manitoba, Canada
| | - Robert Carroll
- Royal Adelaide Hospital, University of Adelaide, SA, Australia
| | - Sylvia Cun
- Thermo Fisher Scientific, Los Angeles, CA
| | | | - Daniel Fantus
- Division of Nephrology, Department of Medicine, Centre Hospitalier de l'Université de Montréal (CHUM) and Centre de Recherche du CHUM (CRCHUM), Montréal, Québec, Canada
| | - Joelle Handschin
- Transplantation Immunology, Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Gideon Hönger
- Transplantation Immunology, Department of Biomedicine, University of Basel, Basel, Switzerland
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
- HLA-Diagnostic and Immunogenetics, Department of Laboratory Medicine, University Hospital Basel, Basel, Switzerland
| | - Anthony M Jevnikar
- Department of Medicine, Western University and Multiorgan Transplant Program, London, ON, Canada
| | - Marc Kleiser
- HLA-Diagnostic and Immunogenetics, Department of Laboratory Medicine, University Hospital Basel, Basel, Switzerland
| | | | - Yan Li
- Department of Surgery and Immunology, Duke University, Durham, NC
| | - Peter Nickerson
- Department of Internal Medicine and Immunology, University of Manitoba, Winnipeg, Canada
- Transplant Manitoba, Shared Health Manitoba, Winnipeg, Canada
- Canadian Blood Services HLA Laboratory, Diagnostic Services of Manitoba, Canada
| | - Rui Pei
- Thermo Fisher Scientific, Los Angeles, CA
| | - Denise Pochinco
- Canadian Blood Services HLA Laboratory, Diagnostic Services of Manitoba, Canada
| | - Remi Shih
- Terasaki Innovation Center, Los Angeles, CA
| | | | - Jason Wang
- Thermo Fisher Scientific, Los Angeles, CA
| | | | - Stuart Knechtle
- Department of Surgery and Immunology, Duke University, Durham, NC
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3
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Madill-Thomsen KS, Böhmig GA, Bromberg J, Einecke G, Eskandary F, Gupta G, Myslak M, Viklicky O, Perkowska-Ptasinska A, Solez K, Halloran PF. Relating Molecular T Cell-mediated Rejection Activity in Kidney Transplant Biopsies to Time and to Histologic Tubulitis and Atrophy-fibrosis. Transplantation 2023; 107:1102-1114. [PMID: 36575574 PMCID: PMC10125115 DOI: 10.1097/tp.0000000000004396] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 08/29/2022] [Accepted: 09/12/2022] [Indexed: 12/29/2022]
Abstract
BACKGROUND We studied the variation in molecular T cell-mediated rejection (TCMR) activity in kidney transplant indication biopsies and its relationship with histologic lesions (particularly tubulitis and atrophy-fibrosis) and time posttransplant. METHODS We examined 175 kidney transplant biopsies with molecular TCMR as defined by archetypal analysis in the INTERCOMEX study ( ClinicalTrials.gov #NCT01299168). TCMR activity was defined by a molecular classifier. RESULTS Archetypal analysis identified 2 TCMR classes, TCMR1 and TCMR2: TCMR1 had higher TCMR activity and more antibody-mediated rejection ("mixed") activity and arteritis but little hyalinosis, whereas TCMR2 had less TCMR activity but more atrophy-fibrosis. TCMR1 and TCMR2 had similar levels of molecular injury and tubulitis. Both TCMR1 and TCMR2 biopsies were uncommon after 2 y posttransplant and were rare after 10 y, particularly TCMR1. Within late TCMR biopsies, TCMR classifier activity and activity molecules such as IFNG fell progressively with time, but tubulitis and molecular injury were sustained. Atrophy-fibrosis was increased in TCMR biopsies, even in the first year posttransplant, and rose with time posttransplant. TCMR1 and TCMR2 both reduced graft survival, but in random forests, the strongest determinant of survival after biopsies with TCMR was molecular injury, not TCMR activity. CONCLUSIONS TCMR varies in intensity but is always strongly related to molecular injury and atrophy-fibrosis, which ultimately explains its effect on survival. We hypothesize, based on the reciprocal relationship with hyalinosis, that the TCMR1-TCMR2 gradient reflects calcineurin inhibitor drug underexposure, whereas the time-dependent decline in TCMR activity and frequency after the first year reflects T-cell exhaustion.
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Affiliation(s)
| | - Georg A. Böhmig
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | | | - Gunilla Einecke
- Department of Nephrology, Hannover Medical School, Hannover, Germany
| | - Farsad Eskandary
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Gaurav Gupta
- Division of Nephrology, Virginia Commonwealth University, Richmond, VA
| | - Marek Myslak
- Department of Clinical Interventions, Department of Nephrology and Kidney Transplantation SPWSZ Hospital, Pomeranian Medical University, Szczecin, Poland
| | - Ondrej Viklicky
- Department of Nephrology and Transplant Center, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | | | - Kim Solez
- Department of Laboratory Medicine and Pathology, Division of Anatomical Pathology, University of Alberta, Edmonton, Canada
| | - Philip F. Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada
- Division of Nephrology and Transplant Immunology, Department of Medicine, University of Alberta, Edmonton, AB, Canada
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Murakami N, Borges TJ, Win TS, Abarzua P, Tasigiorgos S, Kollar B, Barrera V, Ho Sui S, Teague JE, Bueno E, Clark RA, Lian CG, Murphy GF, Pomahac B, Riella LV. Low-dose interleukin-2 promotes immune regulation in face transplantation: A pilot study. Am J Transplant 2023; 23:549-558. [PMID: 36740193 PMCID: PMC10318113 DOI: 10.1016/j.ajt.2023.01.016] [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: 12/20/2022] [Accepted: 01/11/2023] [Indexed: 02/05/2023]
Abstract
Face transplantation is a life-changing procedure for patients with severe composite facial defects. However, it is hampered by high acute rejection rates due to the immunogenicity of skin allograft and toxicity linked to high doses of immunosuppression. To reduce immunosuppression-associated complications, we, for the first time in face transplant recipients, used low-dose interleukin 2 (IL-2) therapy to expand regulatory T cells (Tregs) in vivo and to enhance immune modulation, under close immunological monitoring of peripheral blood and skin allograft. Low-dose IL-2 achieved a sustained expansion (∼4-fold to 5-fold) of circulating Tregs and a reduction (∼3.5-fold) of B cells. Post-IL-2 Tregs exhibited greater suppressive function, characterized by higher expression of TIM-3 and LAG3co-inhibitory molecules. In the skin allograft, Tregs increased after low-dose IL-2 therapy. IL-2 induced a distinct molecular signature in the allograft with reduced cytotoxicity-associated genes (granzyme B and perforin). Two complications were observed during the trial: one rejection event and an episode of autoimmune hemolytic anemia. In summary, this initial experience demonstrated that low-dose IL-2 therapy was not only able to promote immune regulation in face transplant recipients but also highlighted challenges related to its narrow therapeutic window. More specific targeted Treg expansion strategies are needed to translate this approach to the clinic.
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Affiliation(s)
- Naoka Murakami
- Transplant Research Center, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA
| | - Thiago J Borges
- Transplant Research Center, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA; Center for Transplantation Sciences, Massachusetts General Hospital, Harvard Medical School, Boston, Maryland, USA
| | - Thet Su Win
- Division of Plastic Surgery, Department of Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA; Department of Dermatology, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA
| | - Phammela Abarzua
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA
| | - Sotirios Tasigiorgos
- Division of Plastic Surgery, Department of Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA
| | - Branislav Kollar
- Division of Plastic Surgery, Department of Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA; Department of Plastic and Hand Surgery, University of Freiburg Medical Center, Medical Faculty of the University of Freiburg, Freiburg, Germany
| | - Victor Barrera
- Bioinformatics Core, Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Maryland, USA
| | - Shannan Ho Sui
- Bioinformatics Core, Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Maryland, USA
| | - Jessica E Teague
- Department of Dermatology, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA
| | - Ericka Bueno
- Division of Plastic Surgery, Department of Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA
| | - Rachael A Clark
- Department of Dermatology, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA
| | - Christine G Lian
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA
| | - George F Murphy
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA
| | - Bohdan Pomahac
- Division of Plastic Surgery, Department of Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA; Department of Surgery, Division of Plastic and Reconstructive Surgery, Yale New Haven Hospital, Yale School of Medicine, New Haven, Connecticut, USA.
| | - Leonardo V Riella
- Transplant Research Center, Brigham and Women's Hospital, Harvard Medical School, Boston, Maryland, USA; Center for Transplantation Sciences, Massachusetts General Hospital, Harvard Medical School, Boston, Maryland, USA.
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5
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Ma Y, Chen H. Analysis of Chemokine-to-GAG Interactions in Model of Donor Renal Allograft Transplant. Methods Mol Biol 2023; 2597:25-38. [PMID: 36374412 DOI: 10.1007/978-1-0716-2835-5_4] [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] [Indexed: 06/16/2023]
Abstract
Binding of chemokines to glycosaminoglycans (GAGs) is classically described as initiating inflammatory cell migration and creating tissue chemokine gradients that direct immune cell responses initiating local leukocyte chemotaxis into damaged or transplanted tissues. The interaction between chemokines and GAGs is an important factor affecting transplant rejection, and blocking the interactions between chemokines and GAGs can significantly reduce acute rejection after transplantation. Here, we investigated the interaction between chemokines and GAGs by establishing a mouse model of acute rejection after kidney transplantation.
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Affiliation(s)
- Yanlin Ma
- The Second Clinical Medical College of Lanzhou University, Lanzhou, China
| | - Hao Chen
- Department of Tumor Center, Lanzhou University Second Hospital, Lanzhou, China.
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6
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The Histological Spectrum and Clinical Significance of T Cell-mediated Rejection of Kidney Allografts. Transplantation 2022; 107:1042-1055. [PMID: 36584369 DOI: 10.1097/tp.0000000000004438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
T cell-mediated rejection (TCMR) remains a significant cause of long-term kidney allograft loss, either indirectly through induction of donor-specific anti-HLA alloantibodies or directly through chronic active TCMR. Whether found by indication or protocol biopsy, Banff defined acute TCMR should be treated with antirejection therapy and maximized maintenance immunosuppression. Neither isolated interstitial inflammation in the absence of tubulitis nor isolated tubulitis in the absence of interstitial inflammation results in adverse outcomes, and neither requires antirejection treatment. RNA gene expression analysis of biopsy material may supplement conventional histology, especially in ambiguous cases. Lesser degrees of tubular and interstitial inflammation (Banff borderline) may portend adverse outcomes and should be treated when found on an indication biopsy. Borderline lesions on protocol biopsies may resolve spontaneously but require close follow-up if untreated. Following antirejection therapy of acute TCMR, surveillance protocol biopsies should be considered. Minimally invasive blood-borne assays (donor-derived cell-free DNA and gene expression profiling) are being increasingly studied as a means of following stable patients in lieu of biopsy. The clinical benefit and cost-effectiveness require confirmation in randomized controlled trials. Treatment of acute TCMR is not standardized but involves bolus corticosteroids with lymphocyte depleting antibodies for severe, refractory, or relapsing cases. Arteritis may be found with acute TCMR, active antibody-mediated rejection, or mixed rejections and should be treated accordingly. The optimal treatment ofchronic active TCMR is uncertain. Randomized controlled trials are necessary to optimally define therapy.
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7
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Labes R, Brinkmann L, Kulow VA, Roegner K, Mathia S, Balcerek B, Persson PB, Rosenberger C, Fähling M. Daprodustat prevents Cyclosporine-A mediated anemia and peritubular capillary loss. Kidney Int 2022; 102:750-765. [DOI: 10.1016/j.kint.2022.04.025] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 04/06/2022] [Accepted: 04/18/2022] [Indexed: 12/24/2022]
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8
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Tang Y, Wang J, Zhang Y, Li J, Chen M, Gao Y, Dai M, Lin S, He X, Wu C, Shi X. Single-Cell RNA Sequencing Identifies Intra-Graft Population Heterogeneity in Acute Heart Allograft Rejection in Mouse. Front Immunol 2022; 13:832573. [PMID: 35222420 PMCID: PMC8866760 DOI: 10.3389/fimmu.2022.832573] [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: 12/10/2021] [Accepted: 01/24/2022] [Indexed: 11/13/2022] Open
Abstract
Transplant rejection remains a major barrier to graft survival and involves a diversity of cell types. However, the heterogeneity of each cell type in the allograft remains poorly defined. In the present study, we used single-cell RNA sequencing technology to analyze graft-infiltrating cells to describe cell types and states associated with acute rejection in a mouse heart transplant model. Unsupervised clustering analysis revealed 21 distinct cell populations. Macrophages formed five cell clusters: two resident macrophage groups, two infiltrating macrophage groups and one dendritic cell-like monocyte group. Infiltrating macrophages were predominantly from allogeneic grafts. Nevertheless, only one infiltrating macrophage cluster was in an active state with the upregulation of CD40, Fam26f and Pira2, while the other was metabolically silent. Re-clustering of endothelial cells identified five subclusters. Interestingly, one of the endothelial cell populations was almost exclusively from allogeneic grafts. Further analysis of this population showed activation of antigen processing and presentation pathway and upregulation of MHC class II molecules. In addition, Ubiquitin D was specifically expressed in such endothelial cell population. The upregulation of Ubiquitin D in rejection was validated by staining of mouse heart grafts and human kidney biopsy specimens. Our findings present a comprehensive analysis of intra-graft cell heterogeneity, describe specific macrophage and endothelial cell populations which mediate rejection, and provide a potential predictive biomarker for rejection in the clinic.
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Affiliation(s)
- Yunhua Tang
- Organ Transplant Center, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, Guangzhou, China.,Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), Guangzhou, China
| | - Jiali Wang
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Yixi Zhang
- Organ Transplant Center, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, Guangzhou, China.,Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), Guangzhou, China
| | - Jun Li
- Organ Transplant Center, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, Guangzhou, China.,Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), Guangzhou, China
| | - Maogen Chen
- Organ Transplant Center, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, Guangzhou, China.,Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), Guangzhou, China
| | - Yifang Gao
- Organ Transplant Center, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, Guangzhou, China.,Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), Guangzhou, China
| | - Meiqin Dai
- Organ Transplant Center, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, Guangzhou, China.,Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), Guangzhou, China
| | - Shengjie Lin
- Organ Transplant Center, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, Guangzhou, China.,Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), Guangzhou, China
| | - Xiaoshun He
- Organ Transplant Center, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, Guangzhou, China.,Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), Guangzhou, China
| | - Chenglin Wu
- Organ Transplant Center, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, Guangzhou, China.,Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), Guangzhou, China
| | - Xiaomin Shi
- Organ Transplant Center, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, Guangzhou, China.,Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), Guangzhou, China
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9
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Dou M, Ding C, Zheng B, Deng G, Zhu K, Xu C, Xue W, Ding X, Zheng J, Tian P. Immune-Related Genes for Predicting Future Kidney Graft Loss: A Study Based on GEO Database. Front Immunol 2022; 13:859693. [PMID: 35281025 PMCID: PMC8913884 DOI: 10.3389/fimmu.2022.859693] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Accepted: 02/08/2022] [Indexed: 11/22/2022] Open
Abstract
Objective We aimed to identify feature immune-related genes that correlated with graft rejection and to develop a prognostic model based on immune-related genes in kidney transplantation. Methods Gene expression profiles were obtained from the GEO database. The GSE36059 dataset was used as a discovery cohort. Then, differential expression analysis and a machine learning method were performed to select feature immune-related genes. After that, univariate and multivariate Cox regression analyses were used to identify prognosis-related genes. A novel Riskscore model was built based on the results of multivariate regression. The levels of these feature genes were also confirmed in an independent single-cell dataset and other GEO datasets. Results 15 immune-related genes were expressed differently between non-rejection and rejection kidney allografts. Those differentially expressed immune-related genes (DE-IRGs) were mainly associated with immune-related biological processes and pathways. Subsequently, a 5-immune-gene signature was constructed and showed favorable predictive results in the GSE21374 dataset. Recipients were divided into the high-risk and low-risk groups according to the median value of RiskScore. The GO and KEGG analysis indicated that the differentially expressed genes (DEGs) between high-risk and low-risk groups were mainly involved in inflammatory pathways, chemokine-related pathways, and rejection-related pathways. Immune infiltration analysis demonstrated that RiskScore was potentially related to immune infiltration. Kaplan-Meier survival analysis suggested that recipients in the high-risk group had poor graft survival. AUC values of 1- and 3-year graft survival were 0.804 and 0.793, respectively. Conclusion Our data suggest that this immune-related prognostic model had good sensitivity and specificity in predicting the 1- and 3-year kidney graft survival and might act as a useful tool for predicting kidney graft loss.
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Affiliation(s)
- Meng Dou
- Department of Kidney Transplantation, Hospital of Nephropathy, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Chenguang Ding
- Department of Kidney Transplantation, Hospital of Nephropathy, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Bingxuan Zheng
- Department of Kidney Transplantation, Hospital of Nephropathy, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Ge Deng
- Department of Kidney Transplantation, Hospital of Nephropathy, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Kun Zhu
- Department of Kidney Transplantation, Hospital of Nephropathy, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Cuixiang Xu
- Center of Shaanxi Provincial Clinical Laboratory, Shaanxi Provincial People’s Hospital, Xi’an, China
| | - Wujun Xue
- Department of Kidney Transplantation, Hospital of Nephropathy, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Xiaoming Ding
- Department of Kidney Transplantation, Hospital of Nephropathy, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Jin Zheng
- Department of Kidney Transplantation, Hospital of Nephropathy, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Puxun Tian
- Department of Kidney Transplantation, Hospital of Nephropathy, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
- *Correspondence: Puxun Tian,
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10
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Salem FE, Perin L, Sedrakyan S, Angeletti A, Ghiggeri G, Coccia MC, Ross M, Fribourg M, Cravedi P. The spatially resolved transcriptional profile of acute T cell-mediated rejection in a kidney allograft. Kidney Int 2022; 101:131-136. [PMID: 34555393 PMCID: PMC9387544 DOI: 10.1016/j.kint.2021.09.004] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 08/31/2021] [Accepted: 09/03/2021] [Indexed: 01/03/2023]
Abstract
Analysis of the transcriptional profile of graft biopsies represents a promising strategy to study T cell-mediated-rejection (TCMR), also known as acute cellular rejection. However, bulk RNA sequencing of graft biopsies may not capture the focal nature of acute rejection. Herein, we used the whole exome GeoMX Digital Space Profiling platform to study five tubular and three glomerular regions of interest in the kidney graft biopsy from a patient with a chronic-active TCMR episode and in analogous areas from two different normal kidney control biopsies. All kidney sections were from paraffin blocks. Overall, inflammatory genes were significantly upregulated in the tubular areas of the TCMR biopsy and showed an enrichment for gene-ontology terms associated with T-cell activation, differentiation, and proliferation. Enrichment analysis of the 100 genes with the highest coefficient of variation across the TCMR tubular regions of interest revealed that these highly variable genes are involved in kidney development and injury and interestingly do not associate with the 2019 Banff classification pathology scores within the individual regions of interest. Spatial transcriptomics allowed us to unravel a previously unappreciated variability across different areas of the TCMR biopsy related to the graft response to the alloimmune attack, rather than to the immune cells. Thus, our approach has the potential to decipher clinically relevant, new pathogenic mechanisms, and therapeutic targets in acute cellular rejection and other kidney diseases with a focal nature.
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Affiliation(s)
- Fadi E. Salem
- Department of Pathology & Molecular and Cell Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Laura Perin
- GOFARR Laboratory for Organ Regenerative Research and Cell Therapeutics in Urology, Saban Research Institute, Division of Urology, Children’s Hospital Los Angeles, Los Angeles, CA, USA
| | - Sargis Sedrakyan
- GOFARR Laboratory for Organ Regenerative Research and Cell Therapeutics in Urology, Saban Research Institute, Division of Urology, Children’s Hospital Los Angeles, Los Angeles, CA, USA
| | - Andrea Angeletti
- Nephrology, Dialysis and Transplantation Unit, Giannina Gaslini Scientific Institute for Research, Hospitalization and Healthcare, Genoa, Italy
| | - GianMarco Ghiggeri
- Nephrology, Dialysis and Transplantation Unit, Giannina Gaslini Scientific Institute for Research, Hospitalization and Healthcare, Genoa, Italy
| | - Maria Cristina Coccia
- Pathological Anatomy Unit, Giannina Gaslini Scientific Institute for Research, Hospitalization and Healthcare, Genoa, Italy
| | - Marty Ross
- NanoString Technologies Inc., Seattle, WA, USA
| | - Miguel Fribourg
- Department of Medicine, Translational Transplant Research Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Paolo Cravedi
- Department of Medicine, Translational Transplant Research Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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11
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Integrative Analysis of Prognostic Biomarkers for Acute Rejection in Kidney Transplant Recipients. Transplantation 2021; 105:1225-1237. [PMID: 33148975 DOI: 10.1097/tp.0000000000003516] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
BACKGROUND Noninvasive biomarkers may predict adverse events such as acute rejection after kidney transplantation and may be preferable to existing methods because of superior accuracy and convenience. It is uncertain how these biomarkers, often derived from a single study, perform across different cohorts of recipients. METHODS Using a cross-validation framework that evaluates the performance of biomarkers, the aim of this study was to devise an integrated gene signature set that predicts acute rejection in kidney transplant recipients. Inclusion criteria were publicly available datasets of gene signatures that reported acute rejection episodes after kidney transplantation. We tested the predictive probability for acute rejection using gene signatures within individual datasets and validated the set using other datasets. Eight eligible studies of 1454 participants, with a total of 512 acute rejections episodes were included. RESULTS All sets of gene signatures had good positive and negative predictive values (79%-96%) for acute rejection within their own cohorts, but the predictability reduced to <50% when tested in other independent datasets. By integrating signature sets with high specificity scores across all studies, a set of 150 genes (included CXCL6, CXCL11, OLFM4, and PSG9) which are known to be associated with immune responses, had reasonable predictive values (varied between 69% and 90%). CONCLUSIONS A set of gene signatures for acute rejection derived from a specific cohort of kidney transplant recipients do not appear to provide adequate prediction in an independent cohort of transplant recipients. However, the integration of gene signature sets with high specificity scores may improve the prediction performance of these markers.
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12
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Reese SR, Wilson NA, Huang Y, Ptak L, Degner KR, Xiang D, Redfield RR, Zhong W, Panzer SE. B-cell Deficiency Attenuates Transplant Glomerulopathy in a Rat Model of Chronic Active Antibody-mediated Rejection. Transplantation 2021; 105:1516-1529. [PMID: 33273321 PMCID: PMC8106694 DOI: 10.1097/tp.0000000000003530] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
BACKGROUND Transplant glomerulopathy (TG) is a pathological feature of chronic active antibody-mediated rejection (cAMR) and is associated with renal allograft failure. The specific role of B cells in the pathogenesis of TG is unclear. METHODS We used a minor mismatched rat kidney transplant model with B cell-deficient recipients, generated by clustered regularly interspaced short palindromic repeats/Cas9 technology, to investigate the impact of B-cell depletion on the pathogenesis of TG. We hypothesized that B-cell deficiency would prevent TG in the rat kidney transplant model of cAMR. Treatment groups included syngeneic, allogeneic, sensitized allogeneic, and B cell-deficient allogeneic transplant recipients. RESULTS B cell-deficient recipients demonstrated reduced TG lesions, decreased microvascular inflammation, reduced allograft infiltrating macrophages, and reduced interferon gamma transcripts within the allograft. Allograft transcript levels of interferon gamma, monocyte chemoattractant protein-1, and interleukin-1β correlated with numbers of intragraft macrophages. B cell-deficient recipients lacked circulating donor-specific antibodies and had an increased splenic regulatory T-cell population. CONCLUSIONS In this model of cAMR, B-cell depletion attenuated the development of TG with effects on T cell and innate immunity.
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Affiliation(s)
- Shannon R. Reese
- Department of Medicine, Division of Nephrology, University of Wisconsin, Madison, WI, United States
| | - Nancy A. Wilson
- Department of Medicine, Division of Nephrology, University of Wisconsin, Madison, WI, United States
| | - Yabing Huang
- Department of Pathology, Renmin Hospital of Wuhan University, China
| | - Lucille Ptak
- Department of Medicine, Division of Nephrology, University of Wisconsin, Madison, WI, United States
| | - Kenna R. Degner
- Department of Medicine, Division of Nephrology, University of Wisconsin, Madison, WI, United States
| | - Ding Xiang
- Department of Organ Transplantation, Xiangya Hospital, Central South University, China
| | - Robert R. Redfield
- Department of Surgery, Division of Transplant Surgery, University of Wisconsin, Madison, WI, United States
| | - Weixiong Zhong
- Department of Pathology, University of Wisconsin, Madison, WI, United States
| | - Sarah E. Panzer
- Department of Medicine, Division of Nephrology, University of Wisconsin, Madison, WI, United States
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13
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Einecke G, Reeve J, Gupta G, Böhmig GA, Eskandary F, Bromberg JS, Budde K, Halloran PF. Factors associated with kidney graft survival in pure antibody-mediated rejection at the time of indication biopsy: Importance of parenchymal injury but not disease activity. Am J Transplant 2021; 21:1391-1401. [PMID: 32594646 DOI: 10.1111/ajt.16161] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2020] [Revised: 05/28/2020] [Accepted: 06/15/2020] [Indexed: 01/25/2023]
Abstract
We studied the relative association of clinical, histologic, and molecular variables with risk of kidney transplant failure after an indication biopsy, both in all kidneys and in kidneys with pure antibody-mediated rejection (ABMR). From a prospective study of 1679 biopsies with histologic and molecular testing, we selected one random biopsy per patient (N = 1120), including 321 with pure molecular ABMR. Diagnoses were associated with actuarial survival differences but not good predictions. Therefore we concentrated on clinical (estimated GFR [eGFR], proteinuria, time posttransplant, donor-specific antibody [DSA]) and molecular and histologic features reflecting injury (acute kidney injury [AKI] and atrophy-fibrosis [chronic kidney disease (CKD)] and rejection. For all biopsies, univariate analysis found that failure was strongly associated with low eGFR, AKI, CKD, and glomerular deterioration, but not with rejection activity. In molecular ABMR, the findings were similar: Molecular and histologic activity and DSA were not important compared with injury. Survival in DSA-negative and DSA-positive molecular ABMR was similar. Multivariate survival analysis confirmed the dominance of molecular AKI, CKD, and eGFR. Thus, at indication biopsy, the dominant predictors of failure, both in all kidneys and in ABMR, were related to molecular AKI and CKD and to eGFR, not rejection activity, presumably because rejection confers risk via injury.
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Affiliation(s)
- Gunilla Einecke
- Department of Nephrology, Hannover Medical School, Hannover, Germany
| | - Jeff Reeve
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada.,Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - Gaurav Gupta
- Division of Nephrology, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Georg A Böhmig
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Farsad Eskandary
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | | | - Klemens Budde
- Department of Nephrology and Medical Intensive Care, Charité-University Hospital Berlin, Berlin, Germany
| | - Philip F Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada.,Department of Medicine, Division of Nephrology, University of Alberta, Edmonton, Alberta, Canada
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14
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Molecular Analysis of Renal Allograft Biopsies: Where Do We Stand and Where Are We Going? Transplantation 2021; 104:2478-2486. [PMID: 32150035 DOI: 10.1097/tp.0000000000003220] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
A renal core biopsy for histological evaluation is the gold standard for diagnosing renal transplant pathology. However, renal biopsy interpretation is subjective and can render insufficient precision, making it difficult to apply a targeted therapeutic regimen for the individual patient. This warrants a need for additional methods assessing disease state in the renal transplant. Significant research activity has been focused on the role of molecular analysis in the diagnosis of renal allograft rejection. The identification of specific molecular expression patterns in allograft biopsies related to different types of allograft injury could provide valuable information about the processes underlying renal transplant dysfunction and can be used for the development of molecular classifier scores, which could improve our diagnostic and prognostic ability and could guide treatment. Molecular profiling has the potential to be more precise and objective than histological evaluation and may identify injury even before it becomes visible on histology, making it possible to start treatment at the earliest time possible. Combining conventional diagnostics (histology, serology, and clinical data) and molecular evaluation will most likely offer the best diagnostic approach. We believe that the use of state-of-the-art molecular analysis will have a significant impact in diagnostics after renal transplantation. In this review, we elaborate on the molecular phenotype of both acute and chronic T cell-mediated rejection and antibody-mediated rejection and discuss the additive value of molecular profiling in the setting of diagnosing renal allograft rejection and how this will improve transplant patient care.
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15
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Urinary vitronectin identifies patients with high levels of fibrosis in kidney grafts. J Nephrol 2020; 34:861-874. [PMID: 33275196 PMCID: PMC8192319 DOI: 10.1007/s40620-020-00886-y] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2020] [Accepted: 10/08/2020] [Indexed: 12/22/2022]
Abstract
BACKGROUND In kidney transplantation, fibrosis represents the final and irreversible consequence of the pathogenic mechanisms that lead to graft failure, and in the late stages it irremediably precedes the loss of renal function. The invasiveness of kidney biopsy prevents this condition from being frequently monitored, while clinical data are rather unspecific. The objective of this study was to find noninvasive biomarkers of kidney rejection. METHODS We carried out proteomic analysis of the urinary Extracellular Vesicles (uEVs) from a cohort of kidney transplant recipients (n = 23) classified according to their biopsy-based diagnosis and clinical parameters as interstitial fibrosis and tubular atrophy (IFTA), acute cellular rejection (ACR), calcineurin inhibitors toxicity (CNIT) and normal kidney function (NKF). RESULTS Shotgun mass spectrometry of uEV-proteins identified differential expression of several proteins among these different groups. Up to 23 of these proteins were re-evaluated using targeted proteomics in a new independent cohort of patients (n = 41) classified in the same diagnostic groups. Among other results, we found a differential expression of vitronectin (VTN) in patients displaying chronic interstitial and tubular lesions (ci and ct mean > 2 according to Banff criteria). These results were further confirmed by a pilot study using enzyme-linked immunosorbent assay (ELISA). CONCLUSION Urinary vitronectin levels are a potential stand-alone biomarker to monitor fibrotic changes in kidney transplant recipients in a non-invasive fashion.
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16
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A Rejection Gene Expression Score in Indication and Surveillance Biopsies Is Associated with Graft Outcome. Int J Mol Sci 2020; 21:ijms21218237. [PMID: 33153205 PMCID: PMC7672640 DOI: 10.3390/ijms21218237] [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: 10/05/2020] [Revised: 10/30/2020] [Accepted: 11/01/2020] [Indexed: 11/26/2022] Open
Abstract
Rejection-associated gene expression has been characterized in renal allograft biopsies for cause. The aim is to evaluate rejection gene expression in subclinical rejection and in biopsies with borderline changes or interstitial fibrosis and tubular atrophy (IFTA). We included 96 biopsies. Most differentially expressed genes between normal surveillance biopsies (n = 17) and clinical rejection (n = 12) were obtained. A rejection-associated gene (RAG) score was defined as its geometric mean. The following groups were considered: (a) subclinical rejection (REJ-S, n = 6); (b) borderline changes in biopsies for cause (BL-C, n = 13); (c) borderline changes in surveillance biopsies (BL-S, n = 12); (d) IFTA in biopsies for cause (IFTA-C, n = 20); and (e) IFTA in surveillance biopsies (IFTA-S, n = 16). The outcome variable was death-censored graft loss or glomerular filtration rate decline ≥ 30 % at 2 years. A RAG score containing 109 genes derived from normal and clinical rejection (area under the curve, AUC = 1) was employed to classify the study groups. A positive RAG score was observed in 83% REJ-S, 38% BL-C, 17% BL-S, 25% IFTA-C, and 5% IFTA-S. A positive RAG score was an independent predictor of graft outcome from histological diagnosis (hazard ratio: 3.5 and 95% confidence interval: 1.1–10.9; p = 0.031). A positive RAG score predicts graft outcome in surveillance and for cause biopsies with a less severe phenotype than clinical rejection.
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17
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Yi Z, Keung KL, Li L, Hu M, Lu B, Nicholson L, Jimenez-Vera E, Menon MC, Wei C, Alexander S, Murphy B, O’Connell PJ, Zhang W. Key driver genes as potential therapeutic targets in renal allograft rejection. JCI Insight 2020; 5:136220. [PMID: 32634125 PMCID: PMC7455082 DOI: 10.1172/jci.insight.136220] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Accepted: 06/24/2020] [Indexed: 01/09/2023] Open
Abstract
Acute rejection (AR) in renal transplantation is an established risk factor for reduced allograft survival. Molecules with regulatory control among immune pathways of AR that are inadequately suppressed, despite standard-of-care immunosuppression, could serve as important targets for therapeutic manipulation to prevent rejection. Here, an integrative, network-based computational strategy incorporating gene expression and genotype data of human renal allograft biopsy tissue was applied, to identify the master regulators - the key driver genes (KDGs) - within dysregulated AR pathways. A 982-meta-gene signature with differential expression in AR versus non-AR was identified from a meta-analysis of microarray data from 735 human kidney allograft biopsy samples across 7 data sets. Fourteen KDGs were derived from this signature. Interrogation of 2 publicly available databases identified compounds with predicted efficacy against individual KDGs or a key driver-based gene set, respectively, which could be repurposed for AR prevention. Minocycline, a tetracycline antibiotic, was chosen for experimental validation in a murine cardiac allograft model of AR. Minocycline attenuated the inflammatory profile of AR compared with controls and when coadministered with immunosuppression prolonged graft survival. This study demonstrates that a network-based strategy, using expression and genotype data to predict KDGs, assists target prioritization for therapeutics in renal allograft rejection.
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Affiliation(s)
- Zhengzi Yi
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Karen L. Keung
- Centre for Transplant and Renal Research, Westmead Institute for Medical Research, University of Sydney, Sydney, Australia
- Department of Nephrology, Prince of Wales Hospital, Sydney, Australia
| | - Li Li
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Sema4, Stamford, Connecticut, Connecticut, USA
| | - Min Hu
- Centre for Transplant and Renal Research, Westmead Institute for Medical Research, University of Sydney, Sydney, Australia
- Faculty of Medicine and Health, University of Sydney, Sydney, Australia
| | - Bo Lu
- Centre for Transplant and Renal Research, Westmead Institute for Medical Research, University of Sydney, Sydney, Australia
| | - Leigh Nicholson
- Centre for Transplant and Renal Research, Westmead Institute for Medical Research, University of Sydney, Sydney, Australia
| | - Elvira Jimenez-Vera
- Centre for Transplant and Renal Research, Westmead Institute for Medical Research, University of Sydney, Sydney, Australia
| | - Madhav C. Menon
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Chengguo Wei
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Stephen Alexander
- Faculty of Medicine and Health, University of Sydney, Sydney, Australia
- Nephrology Department, The Children’s Hospital at Westmead, Sydney, Australia
| | - Barbara Murphy
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Philip J. O’Connell
- Centre for Transplant and Renal Research, Westmead Institute for Medical Research, University of Sydney, Sydney, Australia
- Faculty of Medicine and Health, University of Sydney, Sydney, Australia
- Department of Nephrology, Westmead Hospital, Sydney, Australia
| | - Weijia Zhang
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
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18
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Dale LA, Brennan C, Batal I, Morris H, Jain NG, Valeri A, Husain SA, King K, Tsapepas D, Cohen D, Mohan S. Treatment of borderline infiltrates with minimal inflammation in kidney transplant recipients has no effect on allograft or patient outcomes. Clin Transplant 2020; 34:e14019. [PMID: 32573811 DOI: 10.1111/ctr.14019] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2020] [Revised: 06/13/2020] [Accepted: 06/15/2020] [Indexed: 01/09/2023]
Abstract
In 2005, the Banff committee expanded the "borderline changes" category to include lesions with minimal (<10%) inflammation: "i0" borderline infiltrates. Clinical significance and optimal treatment of i0 borderline infiltrates are not known. Data suggest that i0 borderline infiltrates may have a more favorable prognosis than borderline infiltrates with higher grades of interstitial inflammation. In this single-center, retrospective, observational study, we assessed 90 renal transplant recipients with i0 borderline infiltrates on biopsies indicated for graft dysfunction. We studied the impact of treatment with corticosteroids on allograft function, allograft survival, and patient survival. We found no differences between treated and untreated groups with respect to eGFR at 4 weeks and 6 months after biopsy. Follow-up biopsies, available in 67% of patients, were negative for rejection in almost half of all cases, regardless of treatment status. The frequencies of persistent borderline infiltrates (38%) and higher-grade T cell-mediated rejection (1A or greater, 14%) on follow-up biopsies were similar between the two groups. There were no differences in rejection-free allograft survival, death-censored graft failure, or patient mortality among treated vs non-treated i0 borderline patients. Our findings suggest that the natural history of i0 borderline infiltrates, in relatively low immunologic risk patients, is not affected by corticosteroid treatment.
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Affiliation(s)
- Leigh-Anne Dale
- New York-Presbyterian/Columbia University Medical Center, New York, NY, USA
| | - Corey Brennan
- The Columbia University Renal Epidemiology Group, New York-Presbyterian Hospital, New York, NY, USA
| | - Ibrahim Batal
- Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Heather Morris
- Division of Nephrology, Department of Medicine, Columbia University Medical Center, New York, NY, USA
| | - Namrata G Jain
- Pediatric Nephrology, Columbia University Medical Center, New York, NY, USA
| | - Anthony Valeri
- Division of Nephrology, Department of Medicine, Columbia University Medical Center, New York, NY, USA
| | - Syed A Husain
- Division of Nephrology, Department of Medicine, Columbia University Medical Center, New York, NY, USA
| | - Kristen King
- Division of Nephrology, Department of Medicine, Columbia University Medical Center, New York, NY, USA
| | | | - David Cohen
- Division of Nephrology, Department of Medicine, Columbia University Medical Center, New York, NY, USA
| | - Sumit Mohan
- Columbia University College of Physicians and Surgeons, New York, NY, USA
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19
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Halloran K, Parkes MD, Timofte IL, Snell GI, Westall GP, Hachem R, Kreisel D, Levine D, Juvet S, Keshavjee S, Jaksch P, Klepetko W, Hirji A, Weinkauf J, Halloran PF. Molecular phenotyping of rejection-related changes in mucosal biopsies from lung transplants. Am J Transplant 2020; 20:954-966. [PMID: 31679176 DOI: 10.1111/ajt.15685] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2019] [Revised: 10/06/2019] [Accepted: 10/21/2019] [Indexed: 01/25/2023]
Abstract
Diagnosing lung transplant rejection currently depends on histologic assessment of transbronchial biopsies (TBB) with limited reproducibility and considerable risk of complications. Mucosal biopsies are safer but not histologically interpretable. Microarray-based diagnostic systems for TBBs and other transplants suggest such systems could assess mucosal biopsies as well. We studied 243 mucosal biopsies from the third bronchial bifurcation (3BMBs) collected from seven centers and classified them using unsupervised machine learning algorithms. Using the expression of a set of rejection-associated transcripts annotated in kidneys and validated in hearts and lung transplant TBBs, the algorithms identified and scored major rejection and injury-related phenotypes in 3BMBs without need for labeled training data. No rejection or injury, rejection, late inflammation, and recent injury phenotypes were thus scored in new 3BMBs. The rejection phenotype correlated with IFNG-inducible transcripts, the hallmarks of rejection. Progressive atrophy-related changes reflected by the late inflammation phenotype in 3BMBs suggest widespread time-dependent airway deterioration, which was especially pronounced after two years posttransplant. Thus molecular assessment of 3BMBs can detect rejection in a previously unusable biopsy format with potential utility in patients with severe lung dysfunction where TBB is not possible and provide unique insights into airway deterioration. ClinicalTrials.gov NCT02812290.
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Affiliation(s)
- Kieran Halloran
- Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
| | - Michael D Parkes
- Alberta Transplant Applied Genomics Center, Edmonton, Alberta, Canada
| | - Irina L Timofte
- Division of Pulmonary and Critical Care, Department of Medicine, University of Maryland, Baltimore, Maryland
| | - Gregory I Snell
- Lung Transplant Service, Alfred Hospital, Monash University, Melbourne, Victoria, Australia
| | - Glen P Westall
- Lung Transplant Service, Alfred Hospital, Monash University, Melbourne, Victoria, Australia
| | - Ramsey Hachem
- Division of Pulmonary and Critical Care Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Daniel Kreisel
- Department of Surgery, Washington University School of Medicine, St. Louis, Missouri
| | | | - Stephen Juvet
- Toronto Lung Transplant Program, University of Toronto, Toronto, Ontario, Canada
| | - Shaf Keshavjee
- Toronto Lung Transplant Program, University of Toronto, Toronto, Ontario, Canada
| | - Peter Jaksch
- Department of Thoracic Surgery, Medical University of Vienna, Vienna, Austria
| | - Walter Klepetko
- Department of Thoracic Surgery, Medical University of Vienna, Vienna, Austria
| | - Alim Hirji
- Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
| | - Justin Weinkauf
- Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
| | - Philip F Halloran
- Department of Medicine, University of Alberta, Edmonton, Alberta, Canada.,Alberta Transplant Applied Genomics Center, Edmonton, Alberta, Canada
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20
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Bharat A. Operationalizing mucosal biopsies using machine learning to determine lung allograft dysfunction. Am J Transplant 2020; 20:918-919. [PMID: 31886604 DOI: 10.1111/ajt.15765] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Revised: 12/17/2019] [Accepted: 12/19/2019] [Indexed: 01/25/2023]
Affiliation(s)
- Ankit Bharat
- Division of Thoracic Surgery, Department of Surgery, Northwestern University Feinberg School of Medicine, Chicago, Illinois.,Division of Pulmonary and Critical Care Medicine, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
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21
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Moreso F, Sellarès J, Soler MJ, Serón D. Transcriptome Analysis in Renal Transplant Biopsies Not Fulfilling Rejection Criteria. Int J Mol Sci 2020; 21:ijms21062245. [PMID: 32213927 PMCID: PMC7139324 DOI: 10.3390/ijms21062245] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2020] [Revised: 03/11/2020] [Accepted: 03/20/2020] [Indexed: 01/02/2023] Open
Abstract
The clinical significance of renal transplant biopsies displaying borderline changes suspicious for T-cell mediated rejection (TCMR) or interstitial fibrosis and tubular atrophy (IFTA) with interstitial inflammation has not been well defined. Molecular profiling to evaluate renal transplant biopsies using microarrays has been shown to be an objective measurement that adds precision to conventional histology. We review the contribution of transcriptomic analysis in surveillance and indication biopsies with borderline changes and IFTA associated with variable degrees of inflammation. Transcriptome analysis applied to biopsies with borderline changes allows to distinguish patients with rejection from those in whom mild inflammation mainly represents a response to injury. Biopsies with IFTA and inflammation occurring in unscarred tissue display a molecular pattern similar to TCMR while biopsies with IFTA and inflammation in scarred tissue, apart from T-cell activation, also express B cell, immunoglobulin and mast cell-related genes. Additionally, patients at risk for IFTA progression can be identified by genes mainly reflecting fibroblast dysregulation and immune activation. At present, it is not well established whether the expression of rejection gene transcripts in patients with fibrosis and inflammation is the consequence of an alloimmune response, tissue damage or a combination of both.
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22
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Reeve J, Böhmig GA, Eskandary F, Einecke G, Gupta G, Madill-Thomsen K, Mackova M, Halloran PF. Generating automated kidney transplant biopsy reports combining molecular measurements with ensembles of machine learning classifiers. Am J Transplant 2019; 19:2719-2731. [PMID: 30868758 DOI: 10.1111/ajt.15351] [Citation(s) in RCA: 62] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2018] [Revised: 02/10/2019] [Accepted: 03/03/2019] [Indexed: 01/25/2023]
Abstract
We previously reported a system for assessing rejection in kidney transplant biopsies using microarray-based gene expression data, the Molecular Microscope® Diagnostic System (MMDx). The present study was designed to optimize the accuracy and stability of MMDx diagnoses by replacing single machine learning classifiers with ensembles of diverse classifier methods. We also examined the use of automated report sign-outs and the agreement between multiple human interpreters of the molecular results. Ensembles generated diagnoses that were both more accurate than the best individual classifiers, and nearly as stable as the best, consistent with expectations from the machine learning literature. Human experts had ≈93% agreement (balanced accuracy) signing out the reports, and random forest-based automated sign-outs showed similar levels of agreement with the human experts (92% and 94% for predicting the expert MMDx sign-outs for T cell-mediated (TCMR) and antibody-mediated rejection (ABMR), respectively). In most cases disagreements, whether between experts or between experts and automated sign-outs, were in biopsies near diagnostic thresholds. Considerable disagreement with histology persisted. The balanced accuracies of MMDx sign-outs for histology diagnoses of TCMR and ABMR were 73% and 78%, respectively. Disagreement with histology is largely due to the known noise in histology assessments (ClinicalTrials.gov NCT01299168).
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Affiliation(s)
- Jeff Reeve
- Alberta Transplant Applied Genomics Centre, Alberta, Canada.,Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - Georg A Böhmig
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Farsad Eskandary
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Gunilla Einecke
- Department of Nephrology, Medizinische Hochschule Hannover, Hannover, Germany
| | - Gaurav Gupta
- Division of Nephrology, Virginia Commonwealth University, Richmond, Virginia
| | | | | | - Philip F Halloran
- Alberta Transplant Applied Genomics Centre, Alberta, Canada.,Department of Medicine, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, Alberta, Canada
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Sablik KA, Litjens NH, Klepper M, Betjes MG. Increased CD16 expression on NK cells is indicative of antibody-dependent cell-mediated cytotoxicity in chronic-active antibody-mediated rejection. Transpl Immunol 2019; 54:52-58. [DOI: 10.1016/j.trim.2019.02.005] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2018] [Revised: 02/11/2019] [Accepted: 02/12/2019] [Indexed: 01/01/2023]
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24
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Halloran PF, Matas A, Kasiske BL, Madill-Thomsen KS, Mackova M, Famulski KS. Molecular phenotype of kidney transplant indication biopsies with inflammation in scarred areas. Am J Transplant 2019; 19:1356-1370. [PMID: 30417539 DOI: 10.1111/ajt.15178] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Revised: 11/02/2018] [Accepted: 11/02/2018] [Indexed: 01/25/2023]
Abstract
In kidney transplant biopsies, inflammation in areas of atrophy-fibrosis (i-IFTA) is associated with increased risk of failure, presumably because inflammation is evoked by recent parenchymal injury from rejection or other insults, but some cases also have rejection. The present study explored the frequency of rejection in i-IFTA, by using histology Banff 2015 and a microarray-based molecular diagnostic system (MMDx). In unselected indication biopsies (108 i-IFTA, 73 uninflamed IFTA [i0-IFTA], and 53 no IFTA), i-IFTA biopsies occurred later, showed more scarring, and had more antibody-mediated rejection (ABMR) based on histology (28%) and MMDx (45%). T cell-mediated rejection (TCMR) was infrequent in i-IFTA based on histology (8%) and MMDx (16%). Twelve i-IFTA biopsies (11%) had molecular TCMR not diagnosed by histology, although 6 were called borderline and almost all had histologic TCMR lesions. The prominent feature of i-IFTA biopsies was molecular injury (eg, acute kidney injury [AKI] transcripts). In multivariate analysis of biopsies >1 year posttransplant, the strongest associations with graft loss were AKI transcripts and histologic atrophy-scarring; i-IFTA was not significant when molecular AKI was included. We conclude that i-IFTA in indication biopsies reflects recent/ongoing parenchymal injury, often with concomitant ABMR but few with TCMR. Thus, the application of Banff i-IFTA in the population of late biopsies needs to be reconsidered.
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Affiliation(s)
- Philip F Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada.,Division of Nephrology and Transplant Immunology, Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
| | - Arthur Matas
- Department of Surgery, University of Minnesota at Fairview, Minneapolis, Minnesota
| | | | - Katelynn S Madill-Thomsen
- Division of Nephrology and Transplant Immunology, Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
| | - Martina Mackova
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada
| | - Konrad S Famulski
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada
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25
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Wittenbrink N, Herrmann S, Blazquez-Navarro A, Bauer C, Lindberg E, Wolk K, Sabat R, Reinke P, Sawitzki B, Thomusch O, Hugo C, Babel N, Seitz H, Or-Guil M. A novel approach reveals that HLA class 1 single antigen bead-signatures provide a means of high-accuracy pre-transplant risk assessment of acute cellular rejection in renal transplantation. BMC Immunol 2019; 20:11. [PMID: 31029086 PMCID: PMC6486998 DOI: 10.1186/s12865-019-0291-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Accepted: 04/08/2019] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Acute cellular rejection (ACR) is associated with complications after kidney transplantation, such as graft dysfunction and graft loss. Early risk assessment is therefore critical for the improvement of transplantation outcomes. In this work, we retrospectively analyzed a pre-transplant HLA antigen bead assay data set that was acquired by the e:KID consortium as part of a systems medicine approach. RESULTS The data set included single antigen bead (SAB) reactivity profiles of 52 low-risk graft recipients (negative complement dependent cytotoxicity crossmatch, PRA < 30%) who showed detectable pre-transplant anti-HLA 1 antibodies. To assess whether the reactivity profiles provide a means for ACR risk assessment, we established a novel approach which differs from standard approaches in two aspects: the use of quantitative continuous data and the use of a multiparameter classification method. Remarkably, it achieved significant prediction of the 38 graft recipients who experienced ACR with a balanced accuracy of 82.7% (sensitivity = 76.5%, specificity = 88.9%). CONCLUSIONS The resultant classifier achieved one of the highest prediction accuracies in the literature for pre-transplant risk assessment of ACR. Importantly, it can facilitate risk assessment in non-sensitized patients who lack donor-specific antibodies. As the classifier is based on continuous data and includes weak signals, our results emphasize that not only strong but also weak binding interactions of antibodies and HLA 1 antigens contain predictive information. TRIAL REGISTRATION ClinicalTrials.gov NCT00724022 . Retrospectively registered July 2008.
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Affiliation(s)
- Nicole Wittenbrink
- Systems Immunology Lab, Department of Biology, Humboldt University Berlin, Berlin, Germany
| | - Sabrina Herrmann
- Fraunhofer Institute for Cell Therapy and Immunology, Bioanalytics und Bioprocesses, Potsdam, Germany
| | - Arturo Blazquez-Navarro
- Systems Immunology Lab, Department of Biology, Humboldt University Berlin, Berlin, Germany
- Berlin-Brandenburg Center for Regenerative Therapies (BCRT), Berlin, Germany
| | | | | | - Kerstin Wolk
- Berlin-Brandenburg Center for Regenerative Therapies (BCRT), Berlin, Germany
- Psoriasis Research and Treatment Center, Institute of Medical Immunology, Department of Dermatology and Allergy, Charité University Medicine Berlin, Berlin, Germany
| | - Robert Sabat
- Psoriasis Research and Treatment Center, Institute of Medical Immunology, Department of Dermatology and Allergy, Charité University Medicine Berlin, Berlin, Germany
- Interdisciplinary Group of Molecular Immunopathology, Institute of Medical Immunology, Department of Dermatology and Allergy, Charité University Medicine Berlin, Berlin, Germany
| | - Petra Reinke
- Berlin-Brandenburg Center for Regenerative Therapies (BCRT), Berlin, Germany
- Department of Nephrology and Internal Intensive Care, Charité University Medicine Berlin, Campus Virchow Clinic, Berlin, Germany
- Berlin Center for Advanced Therapies (BeCAT), Charité University Medicine Berlin, Campus Virchow Clinic, Berlin, Germany
| | - Birgit Sawitzki
- Berlin-Brandenburg Center for Regenerative Therapies (BCRT), Berlin, Germany
- Molecular Immune Modulation, Institute for Medical Immunology, Charité University Medicine Berlin, Campus Virchow Clinic, Berlin, Germany
| | - Oliver Thomusch
- Klinik für Allgemein- und Viszeralchirurgie, Universitätsklinikum Freiburg, Freiburg, Germany
| | - Christian Hugo
- University Hospital Carl Gustav Carus, Dresden University of Technology, Dresden, Germany
| | - Nina Babel
- Berlin-Brandenburg Center for Regenerative Therapies (BCRT), Berlin, Germany
- Medical Clinic I, Marien Hospital Herne, Ruhr University Bochum, Herne, Germany
| | - Harald Seitz
- Fraunhofer Institute for Cell Therapy and Immunology, Bioanalytics und Bioprocesses, Potsdam, Germany
| | - Michal Or-Guil
- Systems Immunology Lab, Department of Biology, Humboldt University Berlin, Berlin, Germany
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26
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Halloran KM, Parkes MD, Chang J, Timofte IL, Snell GI, Westall GP, Hachem R, Kreisel D, Trulock E, Roux A, Juvet S, Keshavjee S, Jaksch P, Klepetko W, Halloran PF. Molecular assessment of rejection and injury in lung transplant biopsies. J Heart Lung Transplant 2019; 38:504-513. [PMID: 30773443 DOI: 10.1016/j.healun.2019.01.1317] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2018] [Revised: 01/22/2019] [Accepted: 01/28/2019] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Improved understanding of lung transplant disease states is essential because failure rates are high, often due to chronic lung allograft dysfunction. However, histologic assessment of lung transplant transbronchial biopsies (TBBs) is difficult and often uninterpretable even with 10 pieces. METHODS We prospectively studied whether microarray assessment of single TBB pieces could identify disease states and reduce the amount of tissue required for diagnosis. By following strategies successful for heart transplants, we used expression of rejection-associated transcripts (annotated in kidney transplant biopsies) in unsupervised machine learning to identify disease states. RESULTS All 242 single-piece TBBs produced reliable transcript measurements. Paired TBB pieces available from 12 patients showed significant similarity but also showed some sampling variance. Alveolar content, as estimated by surfactant transcript expression, was a source of sampling variance. To offset sampling variation, for analysis, we selected 152 single-piece TBBs with high surfactant transcripts. Unsupervised archetypal analysis identified 4 idealized phenotypes (archetypes) and scored biopsies for their similarity to each: normal; T-cell‒mediated rejection (TCMR; T-cell transcripts); antibody-mediated rejection (ABMR)-like (endothelial transcripts); and injury (macrophage transcripts). Molecular TCMR correlated with histologic TCMR. The relationship of molecular scores to histologic ABMR could not be assessed because of the paucity of ABMR in this population. CONCLUSIONS Molecular assessment of single-piece TBBs can be used to classify lung transplant biopsies and correlated with rejection histology. Two or 3 pieces for each TBB will probably be needed to offset sampling variance.
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Affiliation(s)
- Kieran M Halloran
- Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
| | - Michael D Parkes
- Alberta Transplant Applied Genomics Center, Edmonton, Alberta, Canada
| | - Jessica Chang
- Alberta Transplant Applied Genomics Center, Edmonton, Alberta, Canada
| | - Irina L Timofte
- Division of Pulmonary and Critical Care, Department of Medicine, University of Maryland at Baltimore, Baltimore, Maryland, USA
| | - Gregory I Snell
- Lung Transplant Service, Alfred Hospital, Monash University, Melbourne, Australia
| | - Glen P Westall
- Lung Transplant Service, Alfred Hospital, Monash University, Melbourne, Australia
| | - Ramsey Hachem
- Division of Pulmonary and Critical Care Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Daniel Kreisel
- Division of Pulmonary and Critical Care Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Elbert Trulock
- Division of Pulmonary and Critical Care Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Antoine Roux
- Service de Pneumologie, Hôpital Foch, Suresnes, France
| | - Stephen Juvet
- Department of Medicine University Health Network, Toronto, Ontario, Canada
| | - Shaf Keshavjee
- Department of Medicine University Health Network, Toronto, Ontario, Canada
| | - Peter Jaksch
- Department of Thoracic Surgery, Medical University of Vienna, Vienna, Austria
| | - Walter Klepetko
- Department of Thoracic Surgery, Medical University of Vienna, Vienna, Austria
| | - Philip F Halloran
- Department of Medicine, University of Alberta, Edmonton, Alberta, Canada; Alberta Transplant Applied Genomics Center, Edmonton, Alberta, Canada.
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Lubetzky M, Hayde N, Ó Broin P, Ajaimy M, Bao Y, Mohammed O, Schwartz D, Pullman J, Akalin E. Molecular signatures and clinical outcomes of transplant glomerulopathy stratified by microvascular inflammation and donor-specific antibody. Clin Transplant 2019; 33:e13469. [PMID: 30578675 DOI: 10.1111/ctr.13469] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2018] [Revised: 11/15/2018] [Accepted: 11/20/2018] [Indexed: 12/28/2022]
Abstract
BACKGROUND We investigated clinical outcomes and molecular signatures of transplant glomerulopathy (TG) stratified by microvascular inflammation (MVI) and donor-specific antibody (DSA) status. METHODS We performed a retrospective review of 749 kidney transplant patients who received a for-cause kidney biopsy from 2009 to 2014. We classified TG as MVI positive (MVI+) or MVI negative (MVI-), and with or without DSA. We obtained gene expression profiles for 44 biopsies by Affymetrix HuGene 1.0 ST expression arrays. RESULTS A total of 100 patients had TG; 49 were MVI+, and 51 were MVI-. After a median post-biopsy follow-up of 2.08 years (range 0.43-4.59), Kaplan-Meier survival analysis demonstrated worse allograft survival in MVI+ TG patients compared with MVI- TG patients (P = 0.01), and time to graft failure was significantly shorter in MVI+ patients (1.08 ± 1.01 years vs 2.3 ± 1.8 years; P = 0.002). DSA status did not affect graft survival within MVI+ or MVI- groups. Analysis of pathogenesis-based transcripts (PBT) showed that MVI+ TG biopsies had increased expression of gamma interferon and rejection (GRIT) and DSA-associated transcripts (DSAST), as observed in antibody-mediated rejection. MVI- TG biopsies had increased expression of cytotoxic and regulatory T cell- and B cell-associated transcripts but not GRIT or DSAST. DSA status had no effect on expression of any PBTs studied in MVI- TG biopsies. CONCLUSIONS Graft survival in TG is significantly worse in the presence of MVI. Gene expression profiles of MVI+ TG resemble antibody-mediated rejection while gene expression profiles of MVI- TG resemble cell-mediated rejection regardless of DSA status.
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Affiliation(s)
- Michelle Lubetzky
- Weill Cornell-NY Presbyterian, Division of Nephrology, New York City, New York
| | - Nicole Hayde
- Montefiore Medical Center Transplant Center, Albert Einstein College of Medicine, New York City, New York
| | - Pilib Ó Broin
- School of Mathematics, Statistics & Applied Mathematics, National University of Ireland Galway, Galway, Ireland
| | - Maria Ajaimy
- Montefiore Medical Center Transplant Center, Albert Einstein College of Medicine, New York City, New York
| | - Yi Bao
- Montefiore Medical Center Transplant Center, Albert Einstein College of Medicine, New York City, New York
| | - Omar Mohammed
- Montefiore Medical Center Transplant Center, Albert Einstein College of Medicine, New York City, New York
| | - Daniel Schwartz
- Department of Pathology, Montefiore Medical Center, Albert Einstein College of Medicine, New York City, New York
| | - James Pullman
- Department of Pathology, Montefiore Medical Center, Albert Einstein College of Medicine, New York City, New York
| | - Enver Akalin
- Montefiore Medical Center Transplant Center, Albert Einstein College of Medicine, New York City, New York
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28
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Eikmans M, Gielis EM, Ledeganck KJ, Yang J, Abramowicz D, Claas FFJ. Non-invasive Biomarkers of Acute Rejection in Kidney Transplantation: Novel Targets and Strategies. Front Med (Lausanne) 2019; 5:358. [PMID: 30671435 PMCID: PMC6331461 DOI: 10.3389/fmed.2018.00358] [Citation(s) in RCA: 53] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Accepted: 12/12/2018] [Indexed: 12/22/2022] Open
Abstract
Kidney transplantation is considered the favored treatment for patients suffering from end-stage renal disease, since successful transplantation is associated with longer survival and improved quality of life compared to dialysis. Alloreactive immune responses against the donor kidney may lead to acute rejection of the transplant. The current diagnosis of renal allograft rejection mainly relies on clinical monitoring, including serum creatinine, proteinuria, and confirmation by histopathologic assessment in the kidney transplant biopsy. These parameters have their limitations. Identification and validation of biomarkers, which correlate with or predict the presence of acute rejection, and which could improve therapeutic decision making, are priorities for the transplantation community. There is a need for alternative, less invasive but sensitive markers to diagnose acute graft rejection. Here, we provide an overview of the current status on research of biomarkers of acute kidney transplant rejection in blood and urine. We specifically discuss relatively novel research strategies in biomarker research, including transcriptomics and proteomics, and elaborate on donor-derived cell-free DNA as a potential biomarker.
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Affiliation(s)
- Michael Eikmans
- Department of Immunohematology and Blood Transfusion, Leiden University Medical Center, Leiden, Netherlands
| | - Els M. Gielis
- Laboratory of Experimental Medicine and Pediatrics, University of Antwerp, Antwerp, Belgium
| | - Kristien J. Ledeganck
- Laboratory of Experimental Medicine and Pediatrics, University of Antwerp, Antwerp, Belgium
| | - Jianxin Yang
- Department of Immunohematology and Blood Transfusion, Leiden University Medical Center, Leiden, Netherlands
| | - Daniel Abramowicz
- Department of Nephrology and Hypertension, Antwerp University Hospital, Antwerp, Belgium
| | - Frans F. J. Claas
- Department of Immunohematology and Blood Transfusion, Leiden University Medical Center, Leiden, Netherlands
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29
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Early isolated V-lesion may not truly represent rejection of the kidney allograft. Clin Sci (Lond) 2018; 132:2269-2284. [PMID: 30287520 PMCID: PMC6365629 DOI: 10.1042/cs20180745] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2018] [Revised: 09/28/2018] [Accepted: 10/02/2018] [Indexed: 01/26/2023]
Abstract
Intimal arteritis is known to be a negative prognostic factor for kidney allograft survival. Isolated v-lesion (IV) is defined as intimal arteritis with minimal tubulointerstitial inflammation (TI). Although the Banff classification assesses IV as T cell-mediated rejection (TCMR), clinical, and prognostic significance of early IV (early IV, eIV) with negative C4d and donor-specific antibodies (DSA) remains unclear. To help resolve if such eIV truly represents acute rejection, a molecular study was performed. The transcriptome of eIV (n=6), T cell-mediated vascular rejection with rich TI (T cell-mediated vascular rejection, TCMRV, n=4) and non-rejection histologic findings (n=8) was compared using microarrays. A total of 310 genes were identified to be deregulated in TCMRV compared with eIV. Gene enrichment analysis categorized deregulated genes to be associated primarily with T-cells associated biological processes involved in an innate and adaptive immune and inflammatory response. Comparison of deregulated gene lists between the study groups and controls showed only a 1.7% gene overlap. Unsupervised hierarchical cluster analysis revealed clear distinction of eIV from TCMRV and showed similarity with a control group. Up-regulation of immune response genes in TCMRV was validated using RT-qPCR in a different set of eIV (n=12) and TCMRV (n=8) samples. The transcriptome of early IV (< 1 month) with negative C4d and DSA is associated with a weak immune signature compared with TCMRV and shows similarity with normal findings. Such eIV may feature non-rejection origin and reflect an injury distinct from an alloimmune response. The present study supports use of molecular methods when interpreting kidney allograft biopsy findings.
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30
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Barner M, DeKoning J, Kashi Z, Halloran P. Recent Advancements in the Assessment of Renal Transplant Dysfunction with an Emphasis on Microarray Molecular Diagnostics. Clin Lab Med 2018; 38:623-635. [PMID: 30420057 DOI: 10.1016/j.cll.2018.07.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Conventional assessment of renal transplant rejection and injury through use of histology, C4d staining, and HLA antibody testing, has been the standard approach to transplant management. By many measures, these methods of conventional assessment may be considered flawed, particularly with the subjective nature of histologic diagnoses. The Alberta Transplant Applied Genomics Center has developed the Molecular Microscope diagnostic system, which uses microarrays to measure gene expression. These data are analyzed using classifiers (weighted equations) that compare the tested biopsy to a proprietary reference set of biopsies to provide objective measures of the status of the renal transplant.
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Affiliation(s)
- Meagan Barner
- Kashi Clinical Laboratories, 10101 Southwest Barbur Boulevard Suite 200, Portland, OR 97219, USA
| | - Jenefer DeKoning
- Kashi Clinical Laboratories, 10101 Southwest Barbur Boulevard Suite 200, Portland, OR 97219, USA
| | - Zahra Kashi
- Kashi Clinical Laboratories, 10101 Southwest Barbur Boulevard Suite 200, Portland, OR 97219, USA.
| | - Phillip Halloran
- Division of Nephrology and Transplant Immunology, Department of Medicine, University of Alberta, Alberta Transplant Applied Genomics Center, 250 Heritage Medical Research Centre, Edmonton, Alberta T6G 2S2, Canada; Transcriptome Sciences Inc, Edmonton, Alberta, Canada
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31
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Chen H, Ambadapadi S, Wakefield D, Bartee M, Yaron JR, Zhang L, Archer-Hartmann SA, Azadi P, Burgin M, Borges C, Zheng D, Ergle K, Muppala V, Morshed S, Rand K, Clapp W, Proudfoot A, Lucas A. Selective Deletion of Heparan Sulfotransferase Enzyme, Ndst1, in Donor Endothelial and Myeloid Precursor Cells Significantly Decreases Acute Allograft Rejection. Sci Rep 2018; 8:13433. [PMID: 30194334 PMCID: PMC6128922 DOI: 10.1038/s41598-018-31779-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2018] [Accepted: 08/24/2018] [Indexed: 12/12/2022] Open
Abstract
Early damage to transplanted organs initiates excess inflammation that can cause ongoing injury, a leading cause for late graft loss. The endothelial glycocalyx modulates immune reactions and chemokine-mediated haptotaxis, potentially driving graft loss. In prior work, conditional deficiency of the glycocalyx-modifying enzyme N-deacetylase-N-sulfotransferase-1 (Ndst1f/f TekCre+) reduced aortic allograft inflammation. Here we investigated modification of heparan sulfate (HS) and chemokine interactions in whole-organ renal allografts. Conditional donor allograft Ndst1 deficiency (Ndst1−/−; C57Bl/6 background) was compared to systemic treatment with M-T7, a broad-spectrum chemokine-glycosaminoglycan (GAG) inhibitor. Early rejection was significantly reduced in Ndst1−/− kidneys engrafted into wildtype BALB/c mice (Ndst1+/+) and comparable to M-T7 treatment in C57Bl/6 allografts (P < 0.0081). M-T7 lost activity in Ndst1−/− allografts, while M-T7 point mutants with modified GAG-chemokine binding displayed a range of anti-rejection activity. CD3+ T cells (P < 0.0001), HS (P < 0.005) and CXC chemokine staining (P < 0.012), gene expression in NFκB and JAK/STAT pathways, and HS and CS disaccharide content were significantly altered with reduced rejection. Transplant of donor allografts with conditional Ndst1 deficiency exhibit significantly reduced acute rejection, comparable to systemic chemokine-GAG inhibition. Modified disaccharides in engrafted organs correlate with reduced rejection. Altered disaccharides in engrafted organs provide markers for rejection with potential to guide new therapeutic approaches in allograft rejection.
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Affiliation(s)
- Hao Chen
- The Department of Tumor Surgery, Second Hospital of Lanzhou University, Lanzhou, China
| | - Sriram Ambadapadi
- Divisions of Cardiovascular Medicine and Rheumatology, Department of Medicine, University of Florida, Gainesville, FL, USA.,Department of Molecular Genetics and Microbiology, College of Medicine, University of Florida, Gainesville, FL, USA.,Center for Personalized Diagnostics, and the Center of Immunotherapy, Vaccines and Virotherapy, The Biodesign Institute, Arizona State University, Tempe, AZ, USA
| | - Dara Wakefield
- Department of Pathology, University of Florida, Gainesville, FL, USA
| | - Meeyong Bartee
- Divisions of Cardiovascular Medicine and Rheumatology, Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Jordan R Yaron
- Center for Personalized Diagnostics, and the Center of Immunotherapy, Vaccines and Virotherapy, The Biodesign Institute, Arizona State University, Tempe, AZ, USA
| | - Liqiang Zhang
- Center for Personalized Diagnostics, and the Center of Immunotherapy, Vaccines and Virotherapy, The Biodesign Institute, Arizona State University, Tempe, AZ, USA
| | | | - Parastoo Azadi
- Complex Carbohydrate Research Center, University of Georgia, Athens, GA, USA
| | - Michelle Burgin
- Center for Personalized Diagnostics, and the Center of Immunotherapy, Vaccines and Virotherapy, The Biodesign Institute, Arizona State University, Tempe, AZ, USA
| | - Chad Borges
- Center for Personalized Diagnostics, and the Center of Immunotherapy, Vaccines and Virotherapy, The Biodesign Institute, Arizona State University, Tempe, AZ, USA
| | - Donghang Zheng
- Divisions of Cardiovascular Medicine and Rheumatology, Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Kevin Ergle
- Divisions of Cardiovascular Medicine and Rheumatology, Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Vishnu Muppala
- Divisions of Cardiovascular Medicine and Rheumatology, Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Sufi Morshed
- Divisions of Cardiovascular Medicine and Rheumatology, Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Kenneth Rand
- Department of Pathology, University of Florida, Gainesville, FL, USA
| | - William Clapp
- Department of Pathology, University of Florida, Gainesville, FL, USA
| | | | - Alexandra Lucas
- Divisions of Cardiovascular Medicine and Rheumatology, Department of Medicine, University of Florida, Gainesville, FL, USA. .,Department of Molecular Genetics and Microbiology, College of Medicine, University of Florida, Gainesville, FL, USA. .,Center for Personalized Diagnostics, and the Center of Immunotherapy, Vaccines and Virotherapy, The Biodesign Institute, Arizona State University, Tempe, AZ, USA.
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Abstract
Detecting acute rejection in kidney transplantation has been traditionally done using histological analysis of invasive allograft biopsies, but this method carries a risk and is not perfect. Transplant professionals have been working to develop more accurate or less invasive biomarkers that can predict acute rejection or subsequent worse allograft survival. These biomarkers can use tissue, blood or urine as a source. They can comprise individual molecules or panels, singly or in combination, across different components or pathways of the immune system. This review highlights the most recent evidence for biomarker efficacy, especially from multicenter trials.
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Affiliation(s)
- Vikas R Dharnidharka
- Division of Pediatric Nephrology, Hypertension and Pheresis, Washington University in St Louis & St. Louis Children's Hospital, St Louis, MO, USA.
| | - Andrew Malone
- Division of Nephrology, Washington University School of Medicine, St Louis, MO, USA
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33
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Joelsons G, Domenico T, Gonçalves L, Manfro R. Non-invasive messenger RNA transcriptional evaluation in human kidney allograft dysfunction. Braz J Med Biol Res 2018; 51:e6904. [PMID: 29791589 PMCID: PMC5972022 DOI: 10.1590/1414-431x20186904] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2017] [Accepted: 03/19/2018] [Indexed: 11/21/2022] Open
Abstract
The aim of the present study was to evaluate messenger RNA expression in kidney allograft recipients. Forty-four kidney transplant recipients were evaluated up to three months after grafting. After transplantation, peripheral blood samples were drawn sequentially for real-time polymerase chain reaction analyses of perforin and TIM-3 genes. Biopsies were obtained to evaluate acute graft dysfunction and interpreted according to the Banff classification. Eight patients presented episodes of acute rejection. Recipients with rejection had significantly higher levels of TIM-3 mRNA transcripts compared to those without rejection (median gene expression 191.2 and 36.9 mRNA relative units, respectively; P<0.0001). Also, perforin gene expression was higher in patients with rejection (median gene expression 362.0 and 52.8 mRNA relative units; P<0.001). Receiver operating characteristic curves showed that the area under the curve (AUC) for the TIM-3 gene was 0.749 (95%CI: 0.670-0.827). Perforin gene mRNA expression provided an AUC of 0.699 (95%CI: 0.599 to 0.799). Overall accuracy of gene expression was 67.9% for the TIM-3 gene and 63.6% for the perforin gene. Combined accuracy was 76.8%. Negative predictive values were 95.3% for the TIM-3 gene, 95.5% for the perforin gene, and 95.4% in the combined analyses. Gene expression was significantly modulated by rejection treatment decreasing 64.1% (TIM-3) and 90.9% (perforin) compared to the median of pre-rejection samples. In conclusion, the longitudinal approach showed that gene profiling evaluation might be useful in ruling out the diagnosis of acute rejection and perhaps evaluating the efficacy of treatment.
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Affiliation(s)
- G. Joelsons
- Programa de Pós-Graduação em Medicina: Ciências Médicas,
Faculdade de Medicina, Universidade Federal do Rio Grande do Sul, Porto Alegre,
RS, Brasil
| | - T. Domenico
- Programa de Pós-Graduação em Medicina: Ciências Médicas,
Faculdade de Medicina, Universidade Federal do Rio Grande do Sul, Porto Alegre,
RS, Brasil
| | - L.F. Gonçalves
- Programa de Pós-Graduação em Medicina: Ciências Médicas,
Faculdade de Medicina, Universidade Federal do Rio Grande do Sul, Porto Alegre,
RS, Brasil
- Serviço de Nefrologia, Hospital de Clínicas de Porto Alegre,
Porto Alegre, RS, Brasil
| | - R.C. Manfro
- Programa de Pós-Graduação em Medicina: Ciências Médicas,
Faculdade de Medicina, Universidade Federal do Rio Grande do Sul, Porto Alegre,
RS, Brasil
- Serviço de Nefrologia, Hospital de Clínicas de Porto Alegre,
Porto Alegre, RS, Brasil
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34
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Galichon P, Xu-Dubois YC, Buob D, Tinel C, Anglicheau D, Benbouzid S, Dahan K, Ouali N, Hertig A, Brocheriou I, Rondeau E. Urinary transcriptomics reveals patterns associated with subclinical injury of the renal allograft. Biomark Med 2018; 12:427-438. [PMID: 29697267 DOI: 10.2217/bmm-2017-0330] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
AIM Subclinical pathological features in renal allograft biopsies predict poor outcomes, and noninvasive biomarkers are wanted. RNA quantification in urine predicts overt rejection. We hypothesized that a whole transcriptome analysis would be informative, even for discrete injury. PATIENTS & METHODS We performed an mRNA microarray with an optimized normalization method on 26 urinary cell pellets to study renal partial epithelial to mesenchymal transition (pEMT) in stable kidney allografts. RESULTS & CONCLUSION Unbiased pathway analysis revealed immune response as the main underlying biological process. In a subgroup of pristine biopsies, isolated pEMT was associated with reduced metabolic functions. Thus, pEMT translates into specific urinary mRNA patterns, in other words, increased inflammation and decreased metabolic functions. Deposited in Gene Expression Omnibus (GSE89652).
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Affiliation(s)
- Pierre Galichon
- Sorbonne Universités, UPMC Univ Paris 06, UMR_S1155, Paris, France.,Institut National de la Santé et de la Recherche Médicale, UMR_S1155, Paris, France.,Urgences Néphrologiques et Transplantation Rénale, Hôpital Tenon, APHP, Paris, France
| | - Yi-Chun Xu-Dubois
- Institut National de la Santé et de la Recherche Médicale, UMR_S1155, Paris, France.,Service de Santé Publique, Hôpital Tenon, APHP, Paris, France
| | - David Buob
- Sorbonne Universités, UPMC Univ Paris 06, UMR_S1155, Paris, France.,Institut National de la Santé et de la Recherche Médicale, UMR_S1155, Paris, France.,Service d'Anatomie Pathologique, Hôpital Tenon, APHP, Paris, France
| | - Claire Tinel
- Service de Néphrologie et Transplantation Adulte, Hôpital Necker, Assistance Publique-Hôpitaux de Paris, Paris, France
| | - Dany Anglicheau
- Service de Néphrologie et Transplantation Adulte, Hôpital Necker, Assistance Publique-Hôpitaux de Paris, Paris, France.,Université Paris Descartes, Sorbonne Paris Cité, Paris, France.,RTRS « Centaure », Labex « Transplantex », Paris, France
| | | | - Karine Dahan
- Néphrologie et Dialyses, Hôpital Tenon, APHP, Paris, France
| | - Nacera Ouali
- Urgences Néphrologiques et Transplantation Rénale, Hôpital Tenon, APHP, Paris, France
| | - Alexandre Hertig
- Sorbonne Universités, UPMC Univ Paris 06, UMR_S1155, Paris, France.,Institut National de la Santé et de la Recherche Médicale, UMR_S1155, Paris, France.,Urgences Néphrologiques et Transplantation Rénale, Hôpital Tenon, APHP, Paris, France
| | - Isabelle Brocheriou
- Sorbonne Universités, UPMC Univ Paris 06, UMR_S1155, Paris, France.,Institut National de la Santé et de la Recherche Médicale, UMR_S1155, Paris, France.,Service d'Anatomie Pathologique, Hôpital de la Pitié-Salpêtrière, APHP, Paris, France
| | - Eric Rondeau
- Sorbonne Universités, UPMC Univ Paris 06, UMR_S1155, Paris, France.,Institut National de la Santé et de la Recherche Médicale, UMR_S1155, Paris, France.,Urgences Néphrologiques et Transplantation Rénale, Hôpital Tenon, APHP, Paris, France
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35
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Halloran PF, Venner JM, Madill-Thomsen KS, Einecke G, Parkes MD, Hidalgo LG, Famulski KS. Review: The transcripts associated with organ allograft rejection. Am J Transplant 2018; 18:785-795. [PMID: 29178397 DOI: 10.1111/ajt.14600] [Citation(s) in RCA: 105] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2017] [Revised: 10/31/2017] [Accepted: 11/17/2017] [Indexed: 01/25/2023]
Abstract
The molecular mechanisms operating in human organ transplant rejection are best inferred from the mRNAs expressed in biopsies because the corresponding proteins often have low expression and short half-lives, while small non-coding RNAs lack specificity. Associations should be characterized in a population that rigorously identifies T cell-mediated (TCMR) and antibody-mediated rejection (ABMR). This is best achieved in kidney transplant biopsies, but the results are generalizable to heart, lung, or liver transplants. Associations can be universal (all rejection), TCMR-selective, or ABMR-selective, with universal being strongest and ABMR-selective weakest. Top universal transcripts are IFNG-inducible (eg, CXCL11 IDO1, WARS) or shared by effector T cells (ETCs) and NK cells (eg, KLRD1, CCL4). TCMR-selective transcripts are expressed in activated ETCs (eg, CTLA4, IFNG), activated (eg, ADAMDEC1), or IFNG-induced macrophages (eg, ANKRD22). ABMR-selective transcripts are expressed in NK cells (eg, FGFBP2, GNLY) and endothelial cells (eg, ROBO4, DARC). Transcript associations are highly reproducible between biopsy sets when the same rejection definitions, case mix, algorithm, and technology are applied, but exact ranks will vary. Previously published rejection-associated transcripts resemble universal and TCMR-selective transcripts due to incomplete representation of ABMR. Rejection-associated transcripts are never completely rejection-specific because they are shared with the stereotyped response-to-injury and innate immunity.
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Affiliation(s)
- Philip F Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada.,Department of Medicine, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, AB, Canada
| | - Jeffery M Venner
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada
| | - Katelynn S Madill-Thomsen
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada.,Department of Medicine, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, AB, Canada
| | | | - Michael D Parkes
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada
| | - Luis G Hidalgo
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - Konrad S Famulski
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada.,Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
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36
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Einecke G, Reeve J, Halloran PF. A molecular biopsy test based on arteriolar under-hyalinosis reflects increased probability of rejection related to under-immunosuppression. Am J Transplant 2018; 18:821-831. [PMID: 28985016 DOI: 10.1111/ajt.14532] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2017] [Revised: 09/15/2017] [Accepted: 09/26/2017] [Indexed: 01/25/2023]
Abstract
Calcineurin inhibitor immunosuppressive drugs induce changes such as arteriolar hyalinosis (ah) in kidney transplants, raising the possibility that molecular changes in biopsies related to histologic ah can provide information about drug exposure. We hypothesized that molecular changes associated with less-than-expected hyalinosis might highlight a subpopulation of patients with under-immunosuppression/nonadherence at intermediate times of biopsy posttransplant (TxBx). Using gene expression data from 562 indication biopsies, we developed a molecular classifier for predicting the expected ah lesions (Mah ) at a particular TxBx. Mah -scores increased linearly with log(TxBx), but some biopsies had lower scores than expected for TxBx. The deviation of individual Mah -scores below the predicted regression line of Mah -scores vs TxBx is defined as "low hyalinosis index." Low hyalinosis indices were frequent in biopsies between 3 months and 3 years posttransplant, particularly among biopsies lacking histologic hyalinosis (ah0), and were associated with T cell-mediated rejection and a subset of recent-onset antibody-mediated rejection without glomerular double contours. In patients with medical records available for review, low hyalinosis indices were frequently associated with physician-recorded concerns about nonadherence (suspected or proven). We conclude that the Mah classifier and hyalinosis index identify indication biopsies with rejection for which the possibility of patient nonadherence should be considered.
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Affiliation(s)
- Gunilla Einecke
- Department of Nephrology, Hannover Medical School, Hannover, Germany
| | - Jeff Reeve
- Alberta Transplant Applied Genomics Centre Edmonton, Edmonton, AB, Canada
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - Philip F Halloran
- Alberta Transplant Applied Genomics Centre Edmonton, Edmonton, AB, Canada
- Department of Medicine, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, AB, Canada
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37
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Parkes MD, Halloran PF, Hidalgo LG. Mechanistic Sharing Between NK Cells in ABMR and Effector T Cells in TCMR. Am J Transplant 2018; 18:63-73. [PMID: 28654216 DOI: 10.1111/ajt.14410] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2017] [Revised: 06/02/2017] [Accepted: 06/20/2017] [Indexed: 01/25/2023]
Abstract
Human organ allograft rejection depends on effector lymphocytes: NK cells in antibody-mediated rejection (ABMR) and effector T cells in T cell-mediated rejection (TCMR). We hypothesized that NK cell CD16a stimulation and CD8 T cell TCR/CD3 stimulation represent highly similar effector systems, and should lead to shared molecular changes between ABMR and TCMR. We studied similarity between soluble proteins and the transcripts induced in CD16a stimulated NK cells and TCR/CD3-stimulated T cells in vitro. Of 30 soluble mediators tested, CD16a-activated NK cells and CD3/TCR activated T cells produced the same limited set of five mediators-CCL3, CCL4, CSF2, IFNG, and TNF-and failed to produce 25 others. Many transcripts increased in stimulated NK cells were also increased in CD3-stimulated CD8 T cells (FDR < 0.05), including IFNG, CSF2, CCL3, CCL4, and XCL1. We hypothesized that shared transcripts not produced by other cell types should be expressed both in ABMR and TCMR kidney transplant biopsies. CD160, XCL1, TNFRSF9, and IFNG were selective for TCR/CD3-activated T cells and CD16a-NK cells and all were strongly increased in ABMR and TCMR. The molecules such as CD160 and XCL1 shared between NK cells in ABMR and effector T cells in TCMR may hold insights into important rejection mechanisms.
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Affiliation(s)
- M D Parkes
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada
| | - P F Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada.,Division of Nephrology and Transplant Immunology, Department of Medicine, University of Alberta, Edmonton, AB, Canada
| | - L G Hidalgo
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada.,Department of Laboratory Medicine & Pathology, University of Alberta, Edmonton, AB, Canada
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38
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Gallon L, Mathew JM, Bontha SV, Dumur CI, Dalal P, Nadimpalli L, Maluf DG, Shetty AA, Ildstad ST, Leventhal JR, Mas VR. Intragraft Molecular Pathways Associated with Tolerance Induction in Renal Transplantation. J Am Soc Nephrol 2017; 29:423-433. [PMID: 29191961 DOI: 10.1681/asn.2017030348] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2017] [Accepted: 09/07/2017] [Indexed: 11/03/2022] Open
Abstract
The modern immunosuppression regimen has greatly improved short-term allograft outcomes but not long-term allograft survival. Complications associated with immunosuppression, specifically nephrotoxicity and infection risk, significantly affect graft and patient survival. Inducing and understanding pathways underlying clinical tolerance after transplantation are, therefore, necessary. We previously showed full donor chimerism and immunosuppression withdrawal in highly mismatched allograft recipients using a bioengineered stem cell product (FCRx). Here, we evaluated the gene expression and microRNA expression profiles in renal biopsy samples from tolerance-induced FCRx recipients, paired donor organs before implant, and subjects under standard immunosuppression (SIS) without rejection and with acute rejection. Unlike allograft samples showing acute rejection, samples from FCRx recipients did not show upregulation of T cell- and B cell-mediated rejection pathways. Gene expression pathways differed slightly between FCRx samples and the paired preimplantation donor organ samples, but most of the functional gene networks overlapped. Notably, compared with SIS samples, FCRx samples showed upregulation of genes involved in pathways, like B cell receptor signaling. Additionally, prediction analysis showed inhibition of proinflammatory regulators and activation of anti-inflammatory pathways in FCRx samples. Furthermore, integrative analyses (microRNA and gene expression profiling from the same biopsy sample) identified the induction of regulators with demonstrated roles in the downregulation of inflammatory pathways and maintenance of tissue homeostasis in tolerance-induced FCRx samples compared with SIS samples. This pilot study highlights the utility of molecular intragraft evaluation of pathways related to FCRx-induced tolerance and the use of integrative analyses for identifying upstream regulators of the affected downstream molecular pathways.
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Affiliation(s)
- Lorenzo Gallon
- Departments of Medicine-Nephrology, .,Comprehensive Transplant Center, Northwestern University, Chicago, Illinois
| | - James M Mathew
- Comprehensive Transplant Center, Northwestern University, Chicago, Illinois.,Surgery.,Microbiology-Immunology and
| | - Sai Vineela Bontha
- Translational Genomics Transplant Laboratory, Department of Surgery, University of Virginia, Charlottesville, Virginia
| | - Catherine I Dumur
- Molecular Diagnostics Laboratory, Department of Pathology, Virginia Commonwealth University, Richmond, Virginia; and
| | - Pranav Dalal
- Comprehensive Transplant Center, Northwestern University, Chicago, Illinois.,Surgery
| | - Lakshmi Nadimpalli
- Comprehensive Transplant Center, Northwestern University, Chicago, Illinois.,Surgery
| | - Daniel G Maluf
- Translational Genomics Transplant Laboratory, Department of Surgery, University of Virginia, Charlottesville, Virginia
| | - Aneesha A Shetty
- Departments of Medicine-Nephrology.,Comprehensive Transplant Center, Northwestern University, Chicago, Illinois
| | - Suzanne T Ildstad
- Departments of Surgery.,Physiology, and.,Immunology, Institute for Cellular Therapeutics, University of Louisville, Louisville, Kentucky
| | - Joseph R Leventhal
- Comprehensive Transplant Center, Northwestern University, Chicago, Illinois.,Surgery
| | - Valeria R Mas
- Translational Genomics Transplant Laboratory, Department of Surgery, University of Virginia, Charlottesville, Virginia
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39
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Affiliation(s)
- Arjun Chakraborty
- Department of Surgery, University of California San Francisco, San Francisco, USA
| | - Minnie Sarwal
- Director of Precision Transplant Medicine, University of California San Francisco, San Francisco, USA
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40
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Dorr CR, Oetting WS, Jacobson PA, Israni AK. Genetics of acute rejection after kidney transplantation. Transpl Int 2017; 31:263-277. [PMID: 29030886 DOI: 10.1111/tri.13084] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2017] [Revised: 08/07/2017] [Accepted: 10/09/2017] [Indexed: 01/02/2023]
Abstract
Treatment of acute rejection (AR) following kidney transplantation has improved in recent years, but there are still limitations to successful outcomes. This review article covers literature in regard to recipient and donor genetics of AR kidney and secondarily of liver allografts. Many candidate gene and some genome-wide association studies (GWASs) have been conducted for AR in kidney transplantation. Genetic associations with AR in kidney and liver are mostly weak, and in most cases, the associations have not been reproducible. A limitation in the study of AR is the lack of sufficiently large populations that account for population stratification to study the AR phenotype which in this era occurs in <10% of transplants. Furthermore, the AR phenotype has been difficult to define and the definitions of classifications have evolved over time. Literature related to the pharmacogenomics of tacrolimus is robust and has been validated in many studies. Associations between gene expression and AR are emerging as markers of outcomes and AR classification. In the future, combinations of pretransplant genotype for AR risk prediction, genotype-based immune suppressant dosing, and pharmacogenomic markers to select AR maintenance or treatment and expression markers from biopsies may provide valuable clinical tools for guiding treatment.
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Affiliation(s)
- Casey R Dorr
- Department of Nephrology, Minneapolis Medical Research Foundation, Minneapolis, MN, USA.,Department of Medicine, University of Minnesota, Minneapolis, MN, USA
| | - William S Oetting
- Department of Experimental and Clinical Pharmacology, University of Minnesota, Minneapolis, MN, USA
| | - Pamala A Jacobson
- Department of Experimental and Clinical Pharmacology, University of Minnesota, Minneapolis, MN, USA
| | - Ajay K Israni
- Department of Nephrology, Minneapolis Medical Research Foundation, Minneapolis, MN, USA.,Department of Medicine, University of Minnesota, Minneapolis, MN, USA.,Department of Medicine, Hennepin County Medical Center, Minneapolis, MN, USA
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41
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Halloran PF, Potena L, Van Huyen JPD, Bruneval P, Leone O, Kim DH, Jouven X, Reeve J, Loupy A. Building a tissue-based molecular diagnostic system in heart transplant rejection: The heart Molecular Microscope Diagnostic (MMDx) System. J Heart Lung Transplant 2017; 36:1192-1200. [DOI: 10.1016/j.healun.2017.05.029] [Citation(s) in RCA: 70] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2017] [Revised: 05/25/2017] [Accepted: 05/26/2017] [Indexed: 01/08/2023] Open
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42
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Halloran PF, Reeve J, Akalin E, Aubert O, Bohmig GA, Brennan D, Bromberg J, Einecke G, Eskandary F, Gosset C, Duong Van Huyen JP, Gupta G, Lefaucheur C, Malone A, Mannon RB, Seron D, Sellares J, Weir M, Loupy A. Real Time Central Assessment of Kidney Transplant Indication Biopsies by Microarrays: The INTERCOMEX Study. Am J Transplant 2017; 17:2851-2862. [PMID: 28449409 DOI: 10.1111/ajt.14329] [Citation(s) in RCA: 118] [Impact Index Per Article: 16.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2017] [Revised: 04/13/2017] [Accepted: 04/14/2017] [Indexed: 01/25/2023]
Abstract
The authors conducted a prospective trial to assess the feasibility of real time central molecular assessment of kidney transplant biopsy samples from 10 North American or European centers. Biopsy samples taken 1 day to 34 years posttransplantation were stabilized in RNAlater, sent via courier overnight at ambient temperature to the central laboratory, and processed (29 h workflow) using microarrays to assess T cell- and antibody-mediated rejection (TCMR and ABMR, respectively). Of 538 biopsy samples submitted, 519 (96%) were sufficient for microarray analysis (average length, 3 mm). Automated reports were generated without knowledge of histology and HLA antibody, with diagnoses assigned based on Molecular Microscope Diagnostic System (MMDx) classifier algorithms and signed out by one observer. Agreement between MMDx and histology (balanced accuracy) was 77% for TCMR, 77% for ABMR, and 76% for no rejection. A classification tree derived to provide automated sign-outs predicted the observer sign-outs with >90% accuracy. In 451 biopsy samples where feedback was obtained, clinicians indicated that MMDx more frequently agreed with clinical judgment (87%) than did histology (80%) (p = 0.0042). In 81% of feedback forms, clinicians reported that MMDx increased confidence in management compared with conventional assessment alone. The authors conclude that real time central molecular assessment is feasible and offers a useful new dimension in biopsy interpretation. ClinicalTrials.gov NCT#01299168.
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Affiliation(s)
- P F Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada.,Division of Nephrology and Transplant Immunology, Department of Medicine, University of Alberta, Edmonton, AB, Canada
| | - J Reeve
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada
| | - E Akalin
- Montefiore Medical Center, Bronx, NY
| | - O Aubert
- Paris Translational Research Center for Organ Transplantation, INSERM, Uss-S970, Paris, France
| | - G A Bohmig
- Medizinische Universität Wien, Vienna, Austria
| | - D Brennan
- Washington University at St. Louis, St. Louis, MO
| | - J Bromberg
- Division of Nephrology, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD
| | - G Einecke
- Medizinische Hochschule Hannover, Hannover, Germany
| | - F Eskandary
- Medizinische Universität Wien, Vienna, Austria
| | - C Gosset
- Paris Translational Research Center for Organ Transplantation, INSERM, Uss-S970, Paris, France.,Saint-Louis Hospital, Assistance Publique-Hôpitaux de Paris, Paris, France
| | - J-P Duong Van Huyen
- Paris Translational Research Center for Organ Transplantation, INSERM, Uss-S970, Paris, France
| | - G Gupta
- Virginia Commonwealth University, Richmond, VA
| | - C Lefaucheur
- Paris Translational Research Center for Organ Transplantation, INSERM, Uss-S970, Paris, France.,Saint-Louis Hospital, Assistance Publique-Hôpitaux de Paris, Paris, France
| | - A Malone
- Washington University at St. Louis, St. Louis, MO
| | - R B Mannon
- University of Alabama at Birmingham, Birmingham, AL
| | - D Seron
- Hospital Universitari Vall D'Hebron, Barcelona, Spain
| | - J Sellares
- Hospital Universitari Vall D'Hebron, Barcelona, Spain
| | - M Weir
- Division of Nephrology, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD
| | - A Loupy
- Paris Translational Research Center for Organ Transplantation, INSERM, Uss-S970, Paris, France.,Necker Hospital, Assistance Publique-Hôpitaux de Paris, Paris, France
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43
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Savaryn JP, Toby TK, Catherman AD, Fellers RT, LeDuc RD, Thomas PM, Friedewald JJ, Salomon DR, Abecassis MM, Kelleher NL. Comparative top down proteomics of peripheral blood mononuclear cells from kidney transplant recipients with normal kidney biopsies or acute rejection. Proteomics 2017; 16:2048-58. [PMID: 27120713 DOI: 10.1002/pmic.201600008] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2016] [Revised: 03/18/2016] [Accepted: 04/19/2016] [Indexed: 11/07/2022]
Abstract
Recent studies utilizing transcriptomics, metabolomics, and bottom up proteomics have identified molecular signatures of kidney allograft pathology. Although these results make significant progress toward non-invasive differential diagnostics of dysfunction of a transplanted kidney, they provide little information on the intact, often modified, protein molecules present during progression of this pathology. Because intact proteins underpin diverse biological processes, measuring the relative abundance of their modified forms promises to advance mechanistic understanding, and might provide a new class of biomarker candidates. Here, we used top down proteomics to inventory the modified forms of whole proteins in peripheral blood mononuclear cells (PBMCs) taken at the time of kidney biopsy for 40 kidney allograft recipients either with healthy transplants or those suffering acute rejection. Supported by gas-phase fragmentation of whole protein ions during tandem mass spectrometry, we identified 344 proteins mapping to 2905 distinct molecular forms (proteoforms). Using an initial implementation of a label-free approach to quantitative top down proteomics, we obtained evidence suggesting relative abundance changes in 111 proteoforms between the two patient groups. Collectively, our work is the first to catalog intact protein molecules in PBMCs and suggests differentially abundant proteoforms for further analysis.
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Affiliation(s)
- John P Savaryn
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA.,Comprehensive Transplant Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Timothy K Toby
- Department of Molecular Biosciences, Northwestern University, Evanston, IL, USA
| | - Adam D Catherman
- Department of Chemistry, Northwestern University, Evanston, IL, USA
| | - Ryan T Fellers
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA
| | - Richard D LeDuc
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA
| | - Paul M Thomas
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA.,Department of Molecular Biosciences, Northwestern University, Evanston, IL, USA
| | - John J Friedewald
- Comprehensive Transplant Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Daniel R Salomon
- Department of Molecular and Experimental Medicine, The Scripps Research Institute, La Jolla, CA, USA.,Scripps Center for Organ and Cell Transplantation, Scripps Health, La Jolla, CA, USA
| | - Michael M Abecassis
- Comprehensive Transplant Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Neil L Kelleher
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA.,Department of Molecular Biosciences, Northwestern University, Evanston, IL, USA.,Department of Chemistry, Northwestern University, Evanston, IL, USA
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44
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Madill-Thomsen KS, Wiggins RC, Eskandary F, Böhmig GA, Halloran PF. The Effect of Cortex/Medulla Proportions on Molecular Diagnoses in Kidney Transplant Biopsies: Rejection and Injury Can Be Assessed in Medulla. Am J Transplant 2017; 17:2117-2128. [PMID: 28226404 PMCID: PMC5550741 DOI: 10.1111/ajt.14233] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2016] [Revised: 02/10/2017] [Accepted: 02/12/2017] [Indexed: 01/25/2023]
Abstract
Histologic assessment of kidney transplant biopsies relies on cortex rather than medulla, but for microarray studies, the proportion cortex in a biopsy is typically unknown and could affect the molecular readings. The present study aimed to develop a molecular estimate of proportion cortex in biopsies and examine its effect on molecular diagnoses. Microarrays from 26 kidney transplant biopsies divided into cortex and medulla components and processed separately showed that many of the most significant differences were in glomerular genes (e.g. NPHS2, NPHS1, CLIC5, PTPRO, PLA2R1, PLCE1, PODXL, and REN). Using NPHS2 (podocin) to estimate proportion cortex, we examined whether proportion cortex influenced molecular assessment in the molecular microscope diagnostic system. In 1190 unselected kidney transplant indication biopsies (Clinicaltrials.govNCT01299168), only 11% had <50% cortex. Molecular scores for antibody-mediated rejection, T cell-mediated rejection, and injury were independent of proportion cortex. Rejection was diagnosed in many biopsies that were mostly or all medulla. Agreement in molecular diagnoses in paired cortex/medulla samples (23/26) was similar to biological replicates (32/37). We conclude that NPHS2 expression can estimate proportion cortex; that proportion cortex has little influence on molecular diagnosis of rejection; and that, although histology cannot assess medulla, rejection does occur in medulla as well as cortex.
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Affiliation(s)
| | - R. C. Wiggins
- Nephrology Division, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | - F. Eskandary
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University Vienna, Vienna, Austria
| | - G. A. Böhmig
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University Vienna, Vienna, Austria
| | - P. F. Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada,Department of Medicine, University of Alberta, Edmonton, AB, Canada,Corresponding author: Philip F. Halloran,
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45
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Halloran PF, Venner JM, Famulski KS. Comprehensive Analysis of Transcript Changes Associated With Allograft Rejection: Combining Universal and Selective Features. Am J Transplant 2017; 17:1754-1769. [PMID: 28101959 DOI: 10.1111/ajt.14200] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2016] [Revised: 01/06/2017] [Accepted: 01/08/2017] [Indexed: 01/25/2023]
Abstract
We annotated the top transcripts associated with kidney transplant rejection by p-value, either universal for all rejection or selective for T cell-mediated rejection (TCMR) or antibody-mediated rejection (ABMR; ClinicalTrials.gov NCT01299168). We used eight class-comparison algorithms to interrogate microarray results from 703 biopsies, 205 with rejection. The positive comparators were all rejection, TCMR, or ABMR; the negative comparators varied from normal biopsies to all nonrejecting biopsies, including other diseases. The universal algorithm, rejection versus all nonrejection, identified transcripts mainly inducible by interferon γ. Selectivity for ABMR or TCMR required the other rejection class as well as nonrejection biopsies in the comparator to avoid selecting universal transcripts. Direct comparison of ABMR versus TCMR yielded only transcripts related to TCMR, the stronger signal. Transcripts highly associated with rejection were never completely specific for rejection: Many were increased in biopsies without rejection, reflecting sharing between rejection and injury-induced innate immunity. Union of the top 200 transcripts from universal and selective algorithms yielded 454 transcripts that permitted unsupervised analysis of biopsies in principal component analysis: PC1 was rejection, and PC2 was separation of TCMR from ABMR. Appreciating rejection-associated molecular changes requires a diverse case mix, accurate histologic classification (including C4d-negative ABMR), and both selective and universal algorithms.
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Affiliation(s)
- P F Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada.,Division of Nephrology and Transplant Immunology, Department of Medicine, University of Alberta, Edmonton, AB, Canada
| | - J M Venner
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada
| | - K S Famulski
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada.,Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
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46
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The Use of Genomics and Pathway Analysis in Our Understanding and Prediction of Clinical Renal Transplant Injury. Transplantation 2017; 100:1405-14. [PMID: 26447506 DOI: 10.1097/tp.0000000000000943] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
The development and application of high-throughput molecular profiling have transformed the study of human diseases. The problem of handling large, complex data sets has been facilitated by advances in complex computational analysis. In this review, the recent literature regarding the application of transcriptional genomic information to renal transplantation, with specific reference to acute rejection, acute kidney injury in allografts, chronic allograft injury, and tolerance is discussed, as is the current published data regarding other "omics" strategies-proteomics, metabolomics, and the microRNA transcriptome. These data have shed new light on our understanding of the pathogenesis of specific disease conditions after renal transplantation, but their utility as a biomarker of disease has been hampered by study design and sample size. This review aims to highlight the opportunities and obstacles that exist with genomics and other related technologies to better understand and predict renal allograft outcome.
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47
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Hruba P, Tycova I, Krepsova E, Girmanova E, Sekerkova A, Slatinska J, Striz I, Honsova E, Viklicky O. Steroid free immunosuppression is associated with enhanced Th1 transcripts in kidney transplantation. Transpl Immunol 2017; 42:18-23. [PMID: 28366698 DOI: 10.1016/j.trim.2017.03.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2016] [Revised: 03/26/2017] [Accepted: 03/28/2017] [Indexed: 10/19/2022]
Abstract
BACKGROUND Steroid avoidance in immunosuppression in kidney transplantation offers several metabolic advantages, however it is associated with higher early acute rejection rate. Cellular and molecular mechanisms of this phenomenon remain poorly understood. METHODS In this single center observational study, low-risk kidney transplant recipients randomized into large multicenter prospective ADVANCE trial with steroid avoidance/early withdrawal and center standard of care treated patients were monitored for 12months. The expressions of 28 transcripts, associated with alloimmune response and operational tolerance, were evaluated in the peripheral blood using RT-qPCR at 0, 7, 14, 90 and 365 postoperative days (POD) and in the protocol graft biopsy at 3months while lymphocyte subpopulations were analyzed by flow-cytometry within the follow-up. RESULTS Both steroid avoidance and withdrawal regimens were associated with significantly higher granzyme B (GZMB) transcript at POD 14 and perforin 1 (PRF1) transcript at POD 7. The higher interleukin 2 (IL-2) expression at POD 7 was detected only in the steroid avoidance group. Initial steroids decreased the expression SH2D1B transcript at POD14 and there were no further differences in other operational tolerance transcripts among groups. The statistically significant decrease in absolute numbers of peripheral NK cells in the first 14days was observed in the standard of care group only. There were no differences in analyzed intrarenal transcripts in 3-month biopsies among groups. CONCLUSIONS The enhanced expression of some of Th1 associated transcripts and limited effects on NK cells of steroid avoidance immunosuppression suggest higher susceptibility for early acute rejection.
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Affiliation(s)
- Petra Hruba
- Transplant Laboratory, Center for Experimental Medicine, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Irena Tycova
- Transplant Laboratory, Center for Experimental Medicine, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Eva Krepsova
- Transplant Laboratory, Center for Experimental Medicine, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Eva Girmanova
- Transplant Laboratory, Center for Experimental Medicine, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Alena Sekerkova
- Department of Clinical and Transplant Immunology, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Janka Slatinska
- Department of Nephrology, Transplant Center, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Ilja Striz
- Department of Clinical and Transplant Immunology, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Eva Honsova
- Department of Clinical and Transplant Pathology, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Ondrej Viklicky
- Transplant Laboratory, Center for Experimental Medicine, Institute for Clinical and Experimental Medicine, Prague, Czech Republic; Department of Nephrology, Transplant Center, Institute for Clinical and Experimental Medicine, Prague, Czech Republic.
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48
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Taner T, Park WD, Stegall MD. Unique molecular changes in kidney allografts after simultaneous liver-kidney compared with solitary kidney transplantation. Kidney Int 2017; 91:1193-1202. [PMID: 28233612 DOI: 10.1016/j.kint.2016.12.016] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2016] [Revised: 12/13/2016] [Accepted: 12/15/2016] [Indexed: 12/13/2022]
Abstract
Kidney allografts transplanted simultaneously with liver allografts from the same donor are known to be immunologically privileged. This is especially evident in recipients with high levels of donor-specific anti-HLA antibodies. Here we investigated the mechanisms of liver's protective impact using gene expression in the kidney allograft. Select solitary kidney transplant or simultaneous liver-kidney transplant recipients were retrospectively reviewed and separated into four groups: 16 cross-match negative kidney transplants, 15 cross-match positive kidney transplants, 12 cross-match negative simultaneous liver-kidney transplants, and nine cross-match-positive simultaneous liver-kidney transplants. Surveillance biopsies of cross-match-positive kidney transplants had increased expression of genes associated with donor-specific antigens, inflammation, and endothelial cell activation compared to cross-match-negative kidney transplants. These changes were not found in cross-match-positive simultaneous liver-kidney transplant biopsies when compared to cross-match-negative simultaneous liver-kidney transplants. In addition, simultaneously transplanting a liver markedly increased renal expression of genes associated with tissue integrity/metabolism, regardless of the cross-match status. While the expression of inflammatory gene sets in cross-match-positive simultaneous liver-kidney transplants was not completely reduced to the level of cross-match-negative kidney transplants, the downstream effects of donor-specific anti-HLA antibodies were blocked. Thus, simultaneous liver-kidney transplants can have a profound impact on the kidney allograft, not only by decreasing inflammation and avoiding endothelial cell activation in cross-match-positive recipients, but also by increasing processes associated with tissue integrity/metabolism by unknown mechanisms.
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Affiliation(s)
- Timucin Taner
- William J. von Liebig Center for Transplantation and Clinical Regeneration, Mayo Clinic, Rochester, Minnesota, USA.
| | - Walter D Park
- William J. von Liebig Center for Transplantation and Clinical Regeneration, Mayo Clinic, Rochester, Minnesota, USA
| | - Mark D Stegall
- William J. von Liebig Center for Transplantation and Clinical Regeneration, Mayo Clinic, Rochester, Minnesota, USA
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49
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Afzali B, Chapman E, Racapé M, Adam B, Bruneval P, Gil F, Kim D, Hidalgo L, Campbell P, Sis B, Duong Van Huyen JP, Mengel M. Molecular Assessment of Microcirculation Injury in Formalin-Fixed Human Cardiac Allograft Biopsies With Antibody-Mediated Rejection. Am J Transplant 2017; 17:496-505. [PMID: 27401781 DOI: 10.1111/ajt.13956] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2016] [Revised: 06/06/2016] [Accepted: 06/26/2016] [Indexed: 01/25/2023]
Abstract
Precise diagnosis of antibody-mediated rejection (AMR) in cardiac allograft endomyocardial biopsies (EMBs) remains challenging. This study assessed molecular diagnostics in human EMBs with AMR. A set of 34 endothelial, natural killer cell and inflammatory genes was quantified in 106 formalin-fixed, paraffin-embedded EMBs classified according to 2013 International Society for Heart and Lung Transplantation (ISHLT) criteria. The gene set expression was compared between ISHLT diagnoses and correlated with donor-specific antibody (DSA), endothelial injury by electron microscopy (EM) and prognosis. Findings were validated in an independent set of 57 EMBs. In the training set (n = 106), AMR cases (n = 70) showed higher gene set expression than acute cellular rejection (ACR; n = 21, p < 0.001) and controls (n = 15, p < 0.0001). Anti-HLA DSA positivity was associated with higher gene set expression (p = 0.01). Endothelial injury by electron microscopy strongly correlated with gene set expression, specifically in AMR cases (r = 0.62, p = 0.002). Receiver operating characteristic curve analysis for diagnosing AMR showed greater accuracy with gene set expression (area under the curve [AUC] = 79.88) than with DSA (AUC = 70.47) and C4d (AUC = 70.71). In AMR patients (n = 17) with sequential biopsies, increasing gene set expression was associated with inferior prognosis (p = 0.034). These findings were confirmed in the validation set. In conclusion, biopsy-based molecular assessment of antibody-mediated microcirculation injury has the potential to improve diagnosis of AMR in human cardiac transplants.
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Affiliation(s)
- B Afzali
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada.,Institute for Pathology, University of Duisburg-Essen, Essen, Germany
| | - E Chapman
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - M Racapé
- Paris Translational Research Centre for Organ Transplantation, Paris Descartes University, Paris, France
| | - B Adam
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - P Bruneval
- Paris Translational Research Centre for Organ Transplantation, Paris Descartes University, Paris, France
| | - F Gil
- Division of Cardiology, University of Alberta, Edmonton, Alberta, Canada
| | - D Kim
- Division of Cardiology, University of Alberta, Edmonton, Alberta, Canada
| | - L Hidalgo
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - P Campbell
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - B Sis
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - J P Duong Van Huyen
- Paris Translational Research Centre for Organ Transplantation, Paris Descartes University, Paris, France
| | - M Mengel
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
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50
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Maier M, Takano T, Sapir-Pichhadze R. Changing Paradigms in the Management of Rejection in Kidney Transplantation: Evolving From Protocol-Based Care to the Era of P4 Medicine. Can J Kidney Health Dis 2017; 4:2054358116688227. [PMID: 28270929 PMCID: PMC5308536 DOI: 10.1177/2054358116688227] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Accepted: 11/17/2016] [Indexed: 12/30/2022] Open
Abstract
PURPOSE OF REVIEW P4 medicine denotes an evolving field of medicine encompassing predictive, preventive, personalized, and participatory medicine. Using the example of kidney allograft rejection because of donor-recipient incompatibility in human leukocyte antigens, this review outlines P4 medicine's relevance to the various stages of the kidney transplant cycle. SOURCES OF INFORMATION A search for English articles was conducted in Medline via OvidSP (up to August 18, 2016) using a combination of subject headings (MeSH) and free text in titles, abstracts, and author keywords for the concepts kidney transplantation and P4 medicine. The electronic database search was expanded further on particular subject headings. FINDINGS Available histocompatibility methods exemplify current applications of the predictive and preventive domains of P4 medicine in kidney transplant recipients' care. Pharmacogenomics are discussed as means to facilitate personalized immunosuppression regimens and promotion of active patient participation as a means to improve adherence. LIMITATIONS For simplicity, this review focuses on rejection. P4 medicine, however, should more broadly address health concerns in kidney transplant recipients, including competing outcomes such as infections, malignancies, and cardiovascular disease. This review highlights how biomarkers to evaluate these competing outcomes warrant validation and standardization prior to their incorporation into clinical practice. IMPLICATIONS Consideration of all 4 domains of the P4 medicine framework when caring for and/or studying kidney transplant recipients has the potential of increasing therapeutic efficiency, minimizing adverse effects, decreasing health care costs, and maximizing wellness. Technologies to gauge immune competency, immunosuppression requirements, and early/reversible immune-mediated injuries are required to optimize kidney transplant care.
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Affiliation(s)
- Mirela Maier
- Division of Nephrology, Department of Medicine, McGill University Health Centre, Montreal, Quebec, Canada
- Metabolic Disorders and Complications, Research Institute of McGill University Health Centre, Montreal, Quebec, Canada
| | - Tomoko Takano
- Division of Nephrology, Department of Medicine, McGill University Health Centre, Montreal, Quebec, Canada
- Metabolic Disorders and Complications, Research Institute of McGill University Health Centre, Montreal, Quebec, Canada
| | - Ruth Sapir-Pichhadze
- Division of Nephrology, Department of Medicine, McGill University Health Centre, Montreal, Quebec, Canada
- Metabolic Disorders and Complications, Research Institute of McGill University Health Centre, Montreal, Quebec, Canada
- Multi-Organ Transplant Program, Royal Victoria Hospital, McGill University Health Centre, Montreal, Quebec, Canada
- Centre for Outcomes Research and Evaluation, McGill University Health Centre, Montreal, Quebec, Canada
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