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Hidalgo LG. Novel Tools for the Study of HLA Class II Cross-isotype Pairings. Transplantation 2024; 108:1058-1059. [PMID: 38659116 DOI: 10.1097/tp.0000000000005041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/26/2024]
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Naesens M, Roufosse C, Haas M, Lefaucheur C, Mannon RB, Adam BA, Aubert O, Böhmig GA, Callemeyn J, Clahsen-van Groningen M, Cornell LD, Demetris AJ, Drachenberg CB, Einecke G, Fogo AB, Gibson IW, Halloran P, Hidalgo LG, Horsfield C, Huang E, Kikić Ž, Kozakowski N, Nankivell B, Rabant M, Randhawa P, Riella LV, Sapir-Pichhadze R, Schinstock C, Solez K, Tambur AR, Thaunat O, Wiebe C, Zielinski D, Colvin R, Loupy A, Mengel M. The Banff 2022 Kidney Meeting Report: Reappraisal of microvascular inflammation and the role of biopsy-based transcript diagnostics. Am J Transplant 2024; 24:338-349. [PMID: 38032300 DOI: 10.1016/j.ajt.2023.10.016] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 10/04/2023] [Accepted: 10/18/2023] [Indexed: 12/01/2023]
Abstract
The XVI-th Banff Meeting for Allograft Pathology was held at Banff, Alberta, Canada, from 19th to 23rd September 2022, as a joint meeting with the Canadian Society of Transplantation. To mark the 30th anniversary of the first Banff Classification, premeeting discussions were held on the past, present, and future of the Banff Classification. This report is a summary of the meeting highlights that were most important in terms of their effect on the Classification, including discussions around microvascular inflammation and biopsy-based transcript analysis for diagnosis. In a postmeeting survey, agreement was reached on the delineation of the following phenotypes: (1) "Probable antibody-mediated rejection (AMR)," which represents donor-specific antibodies (DSA)-positive cases with some histologic features of AMR but below current thresholds for a definitive AMR diagnosis; and (2) "Microvascular inflammation, DSA-negative and C4d-negative," a phenotype of unclear cause requiring further study, which represents cases with microvascular inflammation not explained by DSA. Although biopsy-based transcript diagnostics are considered promising and remain an integral part of the Banff Classification (limited to diagnosis of AMR), further work needs to be done to agree on the exact classifiers, thresholds, and clinical context of use.
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Affiliation(s)
- Maarten Naesens
- Department of Microbiology, Immunology and Transplantation, KU Leuven, Leuven, Belgium.
| | - Candice Roufosse
- Department of Immunology and Inflammation, Faculty Medicine, Imperial College London, London, UK.
| | - Mark Haas
- Department of Pathology and Laboratory Medicine, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Carmen Lefaucheur
- Université Paris Cité, INSERM, PARCC, Paris Institute for Transplantation and Organ Regeneration, France & Department of Nephrology and Transplantation, Saint-Louis Hospital, Paris, France
| | | | - Benjamin A Adam
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Canada
| | - Olivier Aubert
- Université Paris Cité, INSERM, PARCC, Paris Institute for Transplantation and Organ Regeneration, France & Department of Transplantation, Necker Hospital, Paris, France
| | - Georg A Böhmig
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Jasper Callemeyn
- Department of Microbiology, Immunology and Transplantation, KU Leuven, Leuven, Belgium
| | - Marian Clahsen-van Groningen
- Department of Pathology and Clinical Bioinformatics, Erasmus University Center Rotterdam, Rotterdam, The Netherlands, Institute of Experimental Medicine and Systems Biology, RWTH Aachen University, Aachen, Germany
| | - Lynn D Cornell
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota, USA
| | - Anthony J Demetris
- UPMC Hepatic and Transplantation Pathology, Pittsburgh, Pennsylvania, USA
| | | | - Gunilla Einecke
- Department of Nephrology and Rheumatology, University Medical Center Göttingen, Göttingen, Germany
| | - Agnes B Fogo
- Department of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Ian W Gibson
- Department of Pathology, University of Manitoba, Winnipeg, Canada
| | - Philip Halloran
- Department of Medicine, Alberta Transplant Applied Genomics Centre, Heritage Medical Research Centre, University of Alberta, Edmonton, Alberta, Canada
| | - Luis G Hidalgo
- Department of Surgery, University of Wisconsin, Madison, Wisconsin, USA
| | | | - Edmund Huang
- Department of Medicine, Division of Nephrology, Cedars-Sinai Medical Center, West Hollywood, California, USA
| | - Željko Kikić
- Department of Urology, Medical University of Vienna, Vienna, Austria
| | | | - Brian Nankivell
- Department of Renal Medicine, Westmead Hospital, Westmead, New South Wales, Australia
| | - Marion Rabant
- Pathology department, Necker-Enfants Malades Hospital, Paris, France
| | - Parmjeet Randhawa
- Department of Pathology, Thomas E. Starzl Transplant Institute, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Leonardo V Riella
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Ruth Sapir-Pichhadze
- Division of Nephrology & Multi-Organ Transplant Program, McGill University, Montreal, Quebec, Canada
| | - Carrie Schinstock
- Department of Internal Medicine, Division of Nephrology and Hypertension, Mayo Clinic, Rochester, Minnesota, USA
| | - Kim Solez
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - Anat R Tambur
- Comprehensive Transplant Center, Northwestern University, Chicago, Illinois, USA
| | - Olivier Thaunat
- Department of Transplantation Nephrology and Clinical Immunology, Edouard Herriot Hospital, Hospices Civils de Lyon, Lyon, France
| | - Chris Wiebe
- Department of Medicine and Department of Immunology, University of Manitoba, Winnipeg, Canada
| | - Dina Zielinski
- Université Paris Cité, INSERM, PARCC, Paris Institute for Transplantation and Organ Regeneration, France & Department of Transplantation, Necker Hospital, Paris, France
| | - Robert Colvin
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Alexandre Loupy
- Université Paris Cité, INSERM, PARCC, Paris Institute for Transplantation and Organ Regeneration, France & Department of Transplantation, Necker Hospital, Paris, France
| | - Michael Mengel
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Canada
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Halloran PF, Reeve J, Madill-Thomsen KS, Demko Z, Prewett A, Gauthier P, Billings P, Lawrence C, Lowe D, Hidalgo LG. Antibody-mediated Rejection Without Detectable Donor-specific Antibody Releases Donor-derived Cell-free DNA: Results From the Trifecta Study. Transplantation 2023; 107:709-719. [PMID: 36190186 PMCID: PMC9946174 DOI: 10.1097/tp.0000000000004324] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 07/08/2022] [Accepted: 07/12/2022] [Indexed: 11/05/2022]
Abstract
BACKGROUND Trifecta (ClinicalTrials.gov #NCT04239703) is a prospective trial defining relationships between donor-derived cell-free DNA (dd-cfDNA), donor-specific antibody (DSA), and molecular findings in kidney transplant biopsies. Previous analyses of double results showed dd-cfDNA was strongly associated with rejection-associated molecules in the biopsy. The present study analyzed the triple results in 280 biopsies, focusing on the question of dd-cfDNA levels in DSA-negative antibody-mediated rejection (AMR). METHODS Molecular Microscope Diagnostic System biopsy testing was performed at Alberta Transplant Applied Genomics Centre, dd-cfDNA testing at Natera, Inc, and central HLA antibody testing at One Lambda Inc. Local DSA and histologic diagnoses were assigned per center standard-of-care. RESULTS DSA was frequently negative in both molecular (56%) and histologic (51%) AMR. DSA-negative AMR had slightly less molecular AMR activity and histologic peritubular capillaritis than DSA-positive AMR. However, all AMRs-DSA-positive or -negative-showed elevated %dd-cfDNA. There was no association between dd-cfDNA and DSA in biopsies without rejection. In AMR, %dd-cfDNA ≥1.0 was more frequent (75%) than DSA positivity (44%). In logistic regression, dd-cfDNA percent (area under the curve [AUC] 0.85) or quantity (AUC 0.86) predicted molecular AMR better than DSA (AUC 0.66). However, the best predictions incorporated both dd-cfDNA and DSA, plus time posttransplant (AUC 0.88). CONCLUSIONS DSA-negative AMR has moderately decreased mean molecular and histologic AMR-associated features compared with DSA-positive AMR, though similarly elevated dd-cfDNA levels. In predicting AMR at the time of indication biopsies in this population, dd-cfDNA is superior to DSA, reflecting the prevalence of DSA-negative AMR, but the optimal predictions incorporated both dd-cfDNA and DSA.
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Affiliation(s)
- Philip F. Halloran
- Alberta Transplant Applied Genomics Center, University of Alberta, Edmonton, AB, Canada
- Department of Medicine, University of Alberta, Edmonton, AB, Canada
- Transcriptome Sciences, Inc, Edmonton, AB, Canada
| | - Jeff Reeve
- Alberta Transplant Applied Genomics Center, University of Alberta, Edmonton, AB, Canada
| | | | | | | | | | | | | | | | - Luis G. Hidalgo
- Division of Transplantation, Department of Surgery, University of Wisconsin, Madison, WI
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Halloran PF, Madill‐Thomsen KS, Pon S, Sikosana MLN, Böhmig GA, Bromberg J, Einecke G, Eskandary F, Gupta G, Hidalgo LG, Myslak M, Viklicky O, Perkowska‐Ptasinska A. Molecular diagnosis of ABMR with or without donor-specific antibody in kidney transplant biopsies: Differences in timing and intensity but similar mechanisms and outcomes. Am J Transplant 2022; 22:1976-1991. [PMID: 35575435 PMCID: PMC9540308 DOI: 10.1111/ajt.17092] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
We studied the clinical, histologic, and molecular features distinguishing DSA-negative from DSA-positive molecularly defined antibody-mediated rejection (mABMR). We analyzed mABMR biopsies with available DSA assessments from the INTERCOMEX study: 148 DSA-negative versus 248 DSA-positive, compared with 864 no rejection (excluding TCMR and Mixed). DSA-positivity varied with mABMR stage: early-stage (EABMR) 56%; fully developed (FABMR) 70%; and late-stage (LABMR) 58%. DSA-negative patients with mABMR were usually sensitized, 60% being HLA antibody-positive. Compared with DSA-positive mABMR, DSA-negative mABMR was more often C4d-negative; earlier by 1.5 years (average 2.4 vs. 3.9 years); and had lower ABMR activity and earlier stage in molecular and histology features. However, the top ABMR-associated transcripts were identical in DSA-negative versus DSA-positive mABMR, for example, NK-associated (e.g., KLRD1 and GZMB) and IFNG-inducible (e.g., PLA1A). Genome-wide class comparison between DSA-negative and DSA-positive mABMR showed no significant differences in transcript expression except those related to lower intensity and earlier time of DSA-negative ABMR. Three-year graft loss in DSA-negative mABMR was the same as DSA-positive mABMR, even after adjusting for ABMR stage. Thus, compared with DSA-positive mABMR, DSA-negative mABMR is on average earlier, less active, and more often C4d-negative but has similar graft loss, and genome-wide analysis suggests that it involves the same mechanisms. SUMMARY SENTENCE: In 398 kidney transplant biopsies with molecular antibody-mediated rejection, the 150 DSA-negative cases are earlier, less intense, and mostly C4d-negative, but use identical molecular mechanisms and have the same risk of graft loss as the 248 DSA-positive cases.
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Affiliation(s)
- Philip F. Halloran
- Alberta Transplant Applied Genomics CentreEdmontonAlbertaCanada,Department of Medicine, Division of Nephrology and Transplant ImmunologyUniversity of AlbertaEdmontonAlbertaCanada
| | | | - Shane Pon
- Alberta Transplant Applied Genomics CentreEdmontonAlbertaCanada
| | | | - Georg A. Böhmig
- Division of Nephrology and Dialysis, Department of Medicine IIIMedical University of ViennaViennaAustria
| | | | - Gunilla Einecke
- Department of NephrologyHannover Medical SchoolHannoverGermany
| | - Farsad Eskandary
- Division of Nephrology and Dialysis, Department of Medicine IIIMedical University of ViennaViennaAustria
| | - Gaurav Gupta
- Division of NephrologyVirginia Commonwealth UniversityRichmondVirginiaUSA
| | | | - Marek Myslak
- Department of Clinical Interventions, Department of Nephrology and Kidney Transplantation SPWSZ HospitalPomeranian Medical UniversitySzczecinPoland
| | - Ondrej Viklicky
- Department of Nephrology and Transplant CenterInstitute for Clinical and Experimental MedicinePragueCzech Republic
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Madill-Thomsen KS, Böhmig GA, Bromberg J, Einecke G, Eskandary F, Gupta G, Hidalgo LG, Myslak M, Viklicky O, Perkowska-Ptasinska A, Halloran PF. Donor-Specific Antibody Is Associated with Increased Expression of Rejection Transcripts in Renal Transplant Biopsies Classified as No Rejection. J Am Soc Nephrol 2021; 32:2743-2758. [PMID: 34253587 PMCID: PMC8806080 DOI: 10.1681/asn.2021040433] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Accepted: 06/20/2021] [Indexed: 11/03/2022] Open
Abstract
BACKGROUND Donor -specific HLA antibody (DSA) is present in many kidney transplant patients whose biopsies are classified as no rejection (NR). We explored whether in some NR kidneys DSA has subtle effects not currently being recognized. METHODS We used microarrays to examine the relationship between standard-of-care DSA and rejection-related transcript increases in 1679 kidney transplant indication biopsies in the INTERCOMEX study (ClinicalTrials.gov NCT01299168), focusing on biopsies classified as NR by automatically assigned archetypal clustering. DSA testing results were available for 835 NR biopsies and were positive in 271 (32%). RESULTS DSA positivity in NR biopsies was associated with mildly increased expression of antibody-mediated rejection (ABMR)-related transcripts, particularly IFNG-inducible and NK cell transcripts. We developed a machine learning DSA probability (DSAProb) classifier based on transcript expression in biopsies from DSA-positive versus DSA-negative patients, assigning scores using 10-fold cross-validation. This DSAProb classifier was very similar to a previously described "ABMR probability" classifier trained on histologic ABMR in transcript associations and prediction of molecular or histologic ABMR. Plotting the biopsies using Uniform Manifold Approximation and Projection revealed a gradient of increasing molecular ABMR-like transcript expression in NR biopsies, associated with increased DSA (P<2 × 10-16). In biopsies with no molecular or histologic rejection, increased DSAProb or ABMR probability scores were associated with increased risk of kidney failure over 3 years. CONCLUSIONS Many biopsies currently considered to have no molecular or histologic rejection have mild increases in expression of ABMR-related transcripts, associated with increasing frequency of DSA. Thus, mild molecular ABMR-related pathology is more common than previously realized.
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Affiliation(s)
| | - Georg A. Böhmig
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Jonathan Bromberg
- Departments of Surgery and Microbiology and Immunology, University of Maryland, Baltimore, Maryland
| | - 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, Virginia
| | - Luis G. Hidalgo
- Department of Surgery, University of Wisconsin, Madison, Wisconsin
| | - Marek Myslak
- Pomeranian Medical University, Department of Clinical Interventions and Department of Nephrology and Kidney Transplantation, Samodzielny Publiczny Wojewodzki Szpital Zespolony, Szczecin, Poland
| | - Ondrej Viklicky
- Department of Nephrology and Transplant Center, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | | | - Philip F. Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada,Department of Medicine, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, Alberta, Canada
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Degner KR, Parajuli S, Aziz F, Garg N, Mohamed M, Mandelbrot DA, Panzer SE, Wilson NA, Reese SR, Van Hyfte K, Zhong W, Hidalgo LG, Nickerson P, Djamali A. Modest Improvements in Refractory Antibody-Mediated Rejection After Prolonged Treatment. Kidney Int Rep 2021; 6:1397-1401. [PMID: 34013117 PMCID: PMC8116765 DOI: 10.1016/j.ekir.2021.02.033] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Accepted: 02/15/2021] [Indexed: 11/27/2022] Open
Affiliation(s)
- Kenna R. Degner
- Department of Surgery, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Sandesh Parajuli
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Fahad Aziz
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Neetika Garg
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Maha Mohamed
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Didier A. Mandelbrot
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Sarah E. Panzer
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Nancy A. Wilson
- Department of Surgery, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Shannon R. Reese
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Kristin Van Hyfte
- The Office of Clinical Trials, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Weixiong Zhong
- Department of Pathology and Laboratory Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Luis G. Hidalgo
- Department of Surgery, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Peter Nickerson
- Department of Internal Medicine and Immunology, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Arjang Djamali
- Department of Surgery, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
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O'Neill MA, Hidalgo LG. NK cells in antibody-mediated rejection - Key effector cells in microvascular graft damage. Int J Immunogenet 2021; 48:110-119. [PMID: 33586864 DOI: 10.1111/iji.12532] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Revised: 01/12/2021] [Accepted: 01/31/2021] [Indexed: 12/14/2022]
Abstract
Antibody-mediated rejection (ABMR) stands as the major limitation to long-term transplant outcome. The immunologic understanding of ABMR continues to progress and has identified natural killer (NK) cells as key effector cells promoting and coordinating the immune attack on the graft microvascular endothelium. This review discusses the current concepts outlining the different ways that allow for NK cell recognition of graft endothelial cells which includes antibody-dependent as well as independent processes.
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Affiliation(s)
- Megan A O'Neill
- Department of Surgery, University of Wisconsin School of Medicine and Public Health (UWSMPH), Madison, WI, USA
| | - Luis G Hidalgo
- Department of Surgery, University of Wisconsin School of Medicine and Public Health (UWSMPH), Madison, WI, USA
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Affiliation(s)
- Luis G Hidalgo
- Department of Surgery, University of Wisconsin, Madison, Wisconsin
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Garg N, Hidalgo LG, Ellis TM, Redfield RR, Parajuli S, Mezrich JD, Kaufman DB, Astor BC, Djamali A, Mandelbrot DA. Third-party vessel allografts in kidney and pancreas transplantation: Utilization, de novo DSAs, and outcomes. Am J Transplant 2020; 20:3443-3450. [PMID: 32402138 DOI: 10.1111/ajt.16009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 04/13/2020] [Accepted: 04/29/2020] [Indexed: 01/25/2023]
Abstract
Third-party vascular allografts (VAs) are an invaluable resource in kidney and pancreas transplantation when vascular reconstruction is needed and additional vessels from the organ donor are not available. We report the largest single-center experience to date on VA use, at a high-volume U.S. transplant center. Over a 7-year period, VAs were used for vascular reconstruction of 65 kidneys and 5 pancreases, in 69 recipients. The renal vein required reconstruction more often with right kidney transplantation (72.5% vs 27.5%, P < .001), and the renal artery required reconstruction more often with left kidney transplantation (67.6% vs 32.4%, P = .003). Eleven patients (15.9%) developed anti-VA de novo HLA donor-specific antibodies (dnDSAs) at a median time after transplantation of 19.0 months. Higher number of HLA mismatches between the VA donor and the recipient, and development of anti-organ allograft dnDSAs were significant predictors of anti-VA dnDSA development. Those with anti-VA dnDSAs had a higher rate of organ allograft rejection (45.4% vs 13.8%, P = .03) compared to those without, but there was no significant difference in incidence of vascular complications or graft outcomes. VAs can help circumvent challenging surgical situations. Anti-VA dnDSAs do not adversely affect organ allograft outcomes; however, they can contribute to HLA sensitization in the recipients.
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Affiliation(s)
- Neetika Garg
- Division of Nephrology, Department of Medicine, School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin, USA
| | - Luis G Hidalgo
- HLA laboratory, Department of Surgery, School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin, USA
| | - Tom M Ellis
- Division of Transplant Surgery, School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin, USA
| | - Robert R Redfield
- Division of Transplant Surgery, School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin, USA
| | - Sandesh Parajuli
- Division of Nephrology, Department of Medicine, School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin, USA
| | - Joshua D Mezrich
- Division of Transplant Surgery, School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin, USA
| | - Dixon B Kaufman
- Division of Transplant Surgery, School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin, USA
| | - Brad C Astor
- Division of Nephrology, Department of Medicine, School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin, USA.,Department of Population Health Sciences, School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin, USA
| | - Arjang Djamali
- Division of Nephrology, Department of Medicine, School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin, USA.,Division of Transplant Surgery, School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin, USA
| | - Didier A Mandelbrot
- Division of Nephrology, Department of Medicine, School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin, USA
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Garg N, Hidalgo LG, Aziz F, Parajuli S, Mohamed M, Mandelbrot DA, Djamali A. Use of Donor-Derived Cell-Free DNA for Assessment of Allograft Injury in Kidney Transplant Recipients During the Time of the Coronavirus Disease 2019 Pandemic. Transplant Proc 2020; 52:2592-2595. [PMID: 32800517 DOI: 10.1016/j.transproceed.2020.07.013] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2020] [Accepted: 07/28/2020] [Indexed: 10/23/2022]
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Degner KR, Wilson NA, Reese SR, Parajuli S, Aziz F, Garg N, Mohamed M, Singh T, Mandelbrot DA, Panzer SE, Redfield RR, Van Hyfte K, Zhong W, Hidalgo LG, Djamali A. Short-term Immunopathological Changes Associated with Pulse Steroids/IVIG/Rituximab Therapy in Late Kidney Allograft Antibody Mediated Rejection. ACTA ACUST UNITED AC 2020; 1:389-398. [PMID: 34476406 DOI: 10.34067/kid.0001082019] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Background B-cell depletion is a common treatment of antibody-mediated rejection (ABMR). We sought to determine the specific immunopathologic effects of this therapeutic approach in kidney transplantation. Methods This was a prospective observational study of kidney transplant recipients diagnosed with late ABMR (>3 months after transplant). Patients received treatment with pulse steroids, IVIG, and rituximab. Donor specific HLA antibodies (DSA), kidney allograft pathology, renal function, immune cell phenotypes, and 47 circulating cytokines were assessed at baseline and at three months. Results We enrolled 23 patients in this study between April 2015 and March 2019. The majority of patients were male (74%) and Caucasian (78%) with an average age of 45.6±13.8 years. ABMR was diagnosed at 6.8±5.9 years (4 months-25 years) post-transplant. Treatment was associated with a significant decline in circulating HLA class I DSA (P=0.003) and class II DSA (P=0.002) and peritubular capillaritis (ptc, P=0.04) compared to baseline. Serum creatinine, BUN, eGFR, and proteinuria (UPC) remained stable. Circulating B-cells were depleted to barely detectable levels (P≤0.001), whereas BAFF (P=0.001), APRIL (P<0.001), and IL-10 (P=0.02), levels increased significantly post-treatment. Notably, there was a significant rise in circulating CD4+ (P=0.02) and CD8+ T-cells (P=0.003). We also noted a significant correlation between circulating cytotoxic CD8+ T-cells and BAFF (P=0.05), regulatory T-cells and IL10 (P=0.002), and HLA class I DSA (P=0.005). Conclusions Short-term pulse steroids/IVIG/rituximab therapy was associated with inhibition of ABMR (DSA and ptc), stabilization of kidney function, and increased regulatory B-cell and T-cell survival cytokines. Additional studies are needed to understand the implications of B cell-depletion on the crosstalk between T-cells, B-cells, and humoral components that regulate ABMR.
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Affiliation(s)
- Kenna R Degner
- Department of Surgery, University of Wisconsin School of Medicine and Public Health (UWSMPH), Madison, WI
| | | | | | | | - Fahad Aziz
- Department of Medicine, UWSMPH, Madison, WI
| | | | | | | | | | | | - Robert R Redfield
- Department of Surgery, University of Wisconsin School of Medicine and Public Health (UWSMPH), Madison, WI
| | | | - Weixiong Zhong
- Department of Pathology and Laboratory Medicine, UWSMPH, Madison, WI
| | - Luis G Hidalgo
- Department of Surgery, University of Wisconsin School of Medicine and Public Health (UWSMPH), Madison, WI
| | - Arjang Djamali
- Department of Surgery, University of Wisconsin School of Medicine and Public Health (UWSMPH), Madison, WI.,Department of Medicine, UWSMPH, Madison, WI
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Aziz F, Jorgenson MR, Parajuli S, Zhong W, Hidalgo LG, Djamali A, Mandelbrot D, Odorico J, Sollinger H, Astor BC, Mohamed MA. Polyomavirus and cytomegalovirus infections are risk factors for grafts loss in simultaneous pancreas and kidney transplant. Transpl Infect Dis 2020; 22:e13272. [PMID: 32112710 DOI: 10.1111/tid.13272] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Revised: 02/13/2020] [Accepted: 02/16/2020] [Indexed: 01/22/2023]
Abstract
BACKGROUND Published literature on predictors of polyomavirus (BKV) and cytomegalovirus (CMV) infections in simultaneous pancreas and kidney (SPK) transplant and their impact on allograft outcomes remain sparse. We hypothesize that BKV and CMV viremia infections decrease allograft survival in SPK. Identifying modifiable predictors of BKV and CMV may help tailor immunosuppression and improve allograft survival. METHODS All SPK recipients at our institution between January 2000 and April 2016 were included (n = 757). Thirty-nine recipients had BKV only and 25 had CMV only, and infection occurred at median follow-up times of 217 and 163 days, respectively. Event density sampling was used to match recipients with BKV or CMV to up to 10 recipients without infection by age, sex, and HLA mismatch status, and these were followed for a median of 4.3 years after infection. RESULTS Older age (HR 1.49 for each decade; 95% CI: 0.95, 2.35; P = .083) and tacrolimus use (HR 20.6; 95% CI: 2.37, 179.53; P = .006) were associated with increased incidence of BKV, but not CMV, infection. Both BKV and CMV infections were associated with increased risk of allograft failure for both pancreas (BKV [HR 2.17; 95% CI 1.47, 3.208; P = .000], CMV [HR 1.7; 95% CI 1.077, 2.687; P = .023]) and kidney (BKV [HR 2.65; 95% CI 1.765, 3.984; P = .000], CMV [HR 2.07; 95% CI 1.295, 3.308; P = .002]). CONCLUSION Older age at time of transplant and tacrolimus may help predict BKV infection in SPK recipients.
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Affiliation(s)
- Fahad Aziz
- Division of Nephrology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Margaret R Jorgenson
- Department of Pharmacy, University of Wisconsin Hospital and Clinics, Madison, WI, USA
| | - Sandesh Parajuli
- Division of Nephrology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Weixiong Zhong
- Department of Pathology and Laboratory Medicine, University of Wisconsin and Public Health, Madison, WI, USA
| | - Luis G Hidalgo
- Division of Transplantation, Department of Surgery, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Arjang Djamali
- Division of Nephrology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA.,Division of Transplantation, Department of Surgery, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Didier Mandelbrot
- Division of Nephrology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Jon Odorico
- Division of Transplantation, Department of Surgery, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Hans Sollinger
- Division of Transplantation, Department of Surgery, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Brad C Astor
- Division of Nephrology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA.,Department of Population Health Sciences, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Maha A Mohamed
- Division of Nephrology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
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13
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Wilson NA, Dylewski J, Degner KR, O'Neill MA, Reese SR, Hidalgo LG, Blaine J, Panzer SE. An in vitro model of antibody-mediated injury to glomerular endothelial cells: Upregulation of MHC class II and adhesion molecules. Transpl Immunol 2019; 58:101261. [PMID: 31887408 DOI: 10.1016/j.trim.2019.101261] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2019] [Revised: 12/24/2019] [Accepted: 12/25/2019] [Indexed: 11/15/2022]
Abstract
Chronic active antibody-mediated rejection is a major cause of allograft failure in kidney transplantation. Microvascular inflammation and transplant glomerulopathy are defining pathologic features of chronic active antibody-mediated rejection and are associated with allograft failure. However, the mechanisms of leukocyte infiltration and glomerular endothelial cell injury remain unclear. We hypothesized MHC class II ligation on glomerular endothelial cells (GEnC) would result in upregulation of adhesion molecules and production of chemoattractants. A model of endothelial cell activation in the presence of antibodies to MHC classes I and II was used to determine the expression of adhesion molecules and chemokines. Murine GEnC were activated with IFNγ, which upregulated gene expression of β2-microglobulin (MHC class I), ICAM1, VCAM1, CCL2, CCL5, and IL-6. IFNγ stimulation of GEnC increased surface expression of MHC class I, MHC class II, ICAM1, and VCAM1. Incubation with antibodies directed at MHC class I or class II did not further enhance adhesion molecule expression. Multispectral imaging flow cytometry and confocal microscopy demonstrated MHC molecules co-localized with the adhesion molecules ICAM1 and VCAM1 on the GEnC surface. GEnC secretion of chemoattractants, CCL2 and CCL5, was increased by IFNγ stimulation. CCL2 production was further enhanced by incubation with sensitized plasma. Endothelial activation induces de novo expression of MHC class II molecules and increases surface expression of MHC class I, ICAM1 and VCAM1, which are all co-localized together. Maintaining the integrity and functionality of the glomerular endothelium is necessary to ensure survival of the allograft. IFNγ stimulation of GEnC propagates an inflammatory response with production of chemokines and co-localization of MHC and adhesion molecules on the GEnC surface, contributing to endothelial cell function as antigen presenting cells and an active player in allograft injury.
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Affiliation(s)
- Nancy A Wilson
- Division of Nephrology, Department of Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - James Dylewski
- Division of Renal Diseases and Hypertension, Department of Medicine, University of Colorado-Denver, Aurora, CO, USA
| | - Kenna R Degner
- Division of Transplantation, Department of Surgery, University of Wisconsin-Madison, Madison, WI, USA
| | - Megan A O'Neill
- Division of Transplantation, Department of Surgery, University of Wisconsin-Madison, Madison, WI, USA
| | - Shannon R Reese
- Division of Nephrology, Department of Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - Luis G Hidalgo
- Division of Transplantation, Department of Surgery, University of Wisconsin-Madison, Madison, WI, USA
| | - Judith Blaine
- Division of Renal Diseases and Hypertension, Department of Medicine, University of Colorado-Denver, Aurora, CO, USA
| | - Sarah E Panzer
- Division of Nephrology, Department of Medicine, University of Wisconsin-Madison, Madison, WI, USA.
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14
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Valenzuela NM, Askar M, Heidt S, Jindra P, Madbouly A, Pinelli D, Jackson A, Hidalgo LG. Minimal data reporting standards for serological testing for histocompatibility. Hum Immunol 2018; 79:865-868. [DOI: 10.1016/j.humimm.2018.08.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2018] [Accepted: 08/15/2018] [Indexed: 12/30/2022]
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15
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Arnold ML, Kainz A, Hidalgo LG, Eskandary F, Kozakowski N, Wahrmann M, Haslacher H, Oberbauer R, Heilos A, Spriewald BM, Halloran PF, Böhmig GA. Functional Fc gamma receptor gene polymorphisms and donor-specific antibody-triggered microcirculation inflammation. Am J Transplant 2018; 18:2261-2273. [PMID: 29478298 DOI: 10.1111/ajt.14710] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2017] [Revised: 02/02/2018] [Accepted: 02/16/2018] [Indexed: 01/25/2023]
Abstract
Fc-dependent effector mechanisms may contribute to antibody-mediated rejection (ABMR), and distinct gene polymorphisms modifying the function of Fc gamma receptors (FcγRs) may influence the capability of donor-specific antibodies (DSAs) to trigger inflammation. To evaluate the relevance of functional FcγR variants in late ABMR, 85 DSA-positive kidney allograft recipients, who were recruited upon antibody screening of 741 prevalent patients, were genotyped for polymorphisms in FcγRIIA (FCGR2A-H/R131 ; rs1801274), FcγRIIIA (FCGR3A-V/F158 ; rs396991), and FcγRIIIB (FCGR3B-neutrophil antigen 1 ([NA1]/NA2; rs35139848). Individuals with high-affinity FCGR3A-V158 alleles (V/V158 or V/F158 ) showed a higher rate (and extent) of peritubular capillaritis (ptc) in protocol biopsies than homozygous carriers of the lower-affinity allele (ptc score ≥1: 53.6% vs 25.9%; P = .018). Associations were independent of C1q-binding to DSA or capillary C4d. In parallel, there was a trend toward increased macrophage- and injury-repair response-associated transcript subsets. Kidney function over 24 months, however, was not different. In support of a functional role of FcγRIIIA polymorphism, NK92 cells expressing FCGR3A-V158 produced >2 times as much interferon gamma upon incubation with HLA antibody-coated cells as those expressing FCGR3A-F158 . FcγRIIA and FcγRIIIB polymorphisms were not associated with allograft morphology. Our data suggest that the presence of high-affinity FcγRIIIA variants may favor DSA-triggered microcirculation inflammation.
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Affiliation(s)
- M L Arnold
- Department of Internal Medicine 3, Institute for Clinical Immunology, Friedrich-Alexander University, Erlangen-Nuremberg, Germany
| | - A Kainz
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - L G Hidalgo
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - F Eskandary
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - N Kozakowski
- Department of Pathology, Medical University of Vienna, Vienna, Austria
| | - M Wahrmann
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - H Haslacher
- Department of Laboratory Medicine, Medical University of Vienna, Vienna, Austria
| | - R Oberbauer
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - A Heilos
- Department of Paediatrics and Adolescent Medicine, Medical University of Vienna, Vienna, Austria
| | - B M Spriewald
- Department of Internal Medicine 5, Hematology and Oncology, Friedrich-Alexander University, Erlangen-Nuremberg, Germany
| | - P F Halloran
- Alberta Transplant Applied Genomics Centre, ATAGC, University of Alberta, Edmonton, AB, Canada
| | - G A Böhmig
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
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16
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Bouquegneau A, Loheac C, Aubert O, Bouatou Y, Viglietti D, Empana J, Ulloa C, Hassan Murad M, Legendre C, Glotz D, Jackson AM, Zeevi A, Schaub S, Taupin J, Reed EF, Friedewald JJ, Tyan DB, Süsal C, Shapiro R, Woodle ES, Hidalgo LG, O’Leary J, Montgomery RA, Kobashigawa J, Jouven X, Jabre P, Lefaucheur C, Loupy A. Complement-activating donor-specific anti-HLA antibodies and solid organ transplant survival: A systematic review and meta-analysis. PLoS Med 2018; 15:e1002572. [PMID: 29799874 PMCID: PMC5969739 DOI: 10.1371/journal.pmed.1002572] [Citation(s) in RCA: 65] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/05/2017] [Accepted: 04/26/2018] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Anti-human leukocyte antigen donor-specific antibodies (anti-HLA DSAs) are recognized as a major barrier to patients' access to organ transplantation and the major cause of graft failure. The capacity of circulating anti-HLA DSAs to activate complement has been suggested as a potential biomarker for optimizing graft allocation and improving the rate of successful transplantations. METHODS AND FINDINGS To address the clinical relevance of complement-activating anti-HLA DSAs across all solid organ transplant patients, we performed a meta-analysis of their association with transplant outcome through a systematic review, from inception to January 31, 2018. The primary outcome was allograft loss, and the secondary outcome was allograft rejection. A comprehensive search strategy was conducted through several databases (Medline, Embase, Cochrane, and Scopus). A total of 5,861 eligible citations were identified. A total of 37 studies were included in the meta-analysis. Studies reported on 7,936 patients, including kidney (n = 5,991), liver (n = 1,459), heart (n = 370), and lung recipients (n = 116). Solid organ transplant recipients with circulating complement-activating anti-HLA DSAs experienced an increased risk of allograft loss (pooled HR 3.09; 95% CI 2.55-3.74, P = 0.001; I2 = 29.3%), and allograft rejection (pooled HR 3.75; 95% CI: 2.05-6.87, P = 0.001; I2 = 69.8%) compared to patients without complement-activating anti-HLA DSAs. The association between circulating complement-activating anti-HLA DSAs and allograft failure was consistent across all subgroups and sensitivity analyses. Limitations of the study are the observational and retrospective design of almost all included studies, the higher proportion of kidney recipients compared to other solid organ transplant recipients, and the inclusion of fewer studies investigating allograft rejection. CONCLUSIONS In this study, we found that circulating complement-activating anti-HLA DSAs had a significant deleterious impact on solid organ transplant survival and risk of rejection. The detection of complement-activating anti-HLA DSAs may add value at an individual patient level for noninvasive biomarker-guided risk stratification. TRIAL REGISTRATION National Clinical Trial protocol ID: NCT03438058.
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Affiliation(s)
- Antoine Bouquegneau
- Paris Translational Research Center for Organ Transplantation INSERM Unit 970, Paris, France
- Department of Nephrology, Dialysis and Transplantation, CHU de Liège, Liège, Belgium
| | - Charlotte Loheac
- Paris Translational Research Center for Organ Transplantation INSERM Unit 970, Paris, France
| | - Olivier Aubert
- Paris Translational Research Center for Organ Transplantation INSERM Unit 970, Paris, France
- Department of Kidney Transplantation, Necker Hospital, Paris Descartes University, and Assistance Publique–Hôpitaux de Paris (AP–HP), Paris, France
| | - Yassine Bouatou
- Paris Translational Research Center for Organ Transplantation INSERM Unit 970, Paris, France
- Division of Nephrology, Geneva University Hospitals, Geneva, Switzerland
| | - Denis Viglietti
- Paris Translational Research Center for Organ Transplantation INSERM Unit 970, Paris, France
- Department of Nephrology and Kidney Transplantation, Saint–Louis Hospital, Paris Diderot University, AP–HP, Paris, France
| | - Jean–Philippe Empana
- Paris Translational Research Center for Organ Transplantation INSERM Unit 970, Paris, France
| | - Camilo Ulloa
- Hospital Barros Luco Trudeau, Santiago, Chile et Clinica Alemana de Santiago, Chile
| | - Mohammad Hassan Murad
- Mayo Clinic Evidence–based Practice Center, Mayo Clinic, Rochester, Minnesota, United States of America
| | - Christophe Legendre
- Paris Translational Research Center for Organ Transplantation INSERM Unit 970, Paris, France
- Department of Kidney Transplantation, Necker Hospital, Paris Descartes University, and Assistance Publique–Hôpitaux de Paris (AP–HP), Paris, France
| | - Denis Glotz
- Paris Translational Research Center for Organ Transplantation INSERM Unit 970, Paris, France
- Department of Nephrology and Kidney Transplantation, Saint–Louis Hospital, Paris Diderot University, AP–HP, Paris, France
| | - Annette M. Jackson
- Immunogenetics Laboratory, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America
| | - Adriana Zeevi
- Department of Pathology, Surgery and Immunology at University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, United States of America
| | - Stephan Schaub
- Clinic for Transplantation Immunology and Nephrology, University Hospital Basel, Basel, Switzerland
| | - Jean–Luc Taupin
- Department of Immunology and Histocompatibility, CHU Paris–GH St–Louis Lariboisière, Paris, France
| | - Elaine F. Reed
- Department of Pathology and Laboratory Medicine, UCLA Immunogenetics Center, David Geffen School of Medicine, University of California, Los Angeles, California, United States of America
| | - John J. Friedewald
- Northwestern University Feinberg School of Medicine, Comprehensive Transplant Center, Division of Transplant Surgery, Chicago, Illinois, United states of America
| | - Dolly B. Tyan
- Division of Nephrology, Department of Medicine, Stanford University, Stanford, California, United States of America
| | - Caner Süsal
- Institute of Immunology, Heidelberg University, Department of Transplantation Immunology, Heidelberg, Germany
| | - Ron Shapiro
- Kidney/Pancreas Transplant Program, Mount Sinai Hospital, Recanati Miller Transplantation Institute, New York, New York, United States of America
| | - E. Steve Woodle
- Division of Transplantation, Department of Surgery, and Division of Hematology and Oncology, Department of Internal Medicine, University of Cincinnati College of Medicine, Cincinnati, Ohio, United States of America
| | - Luis G. Hidalgo
- Department of Laboratory Medicine and Pathology and Alberta Transplant Applied Genomics Center, Edmonton, Alberta, Canada
| | - Jacqueline O’Leary
- Annette C. & Harold C. Simmons Transplant Institute, Baylor University Medical Center, Dallas, Texas, United States of America
| | - Robert A. Montgomery
- The NYU Transplant Institute, New York University Langone Medical Center, New York, New York, United States of America
| | - Jon Kobashigawa
- Cedars–Sinai Heart Institute, Los Angeles, California, United States of America
| | - Xavier Jouven
- Paris Translational Research Center for Organ Transplantation INSERM Unit 970, Paris, France
- Department of Cardiology and Global Health Unit European Georges Pompidou Hospital, Paris
| | - Patricia Jabre
- Paris Translational Research Center for Organ Transplantation INSERM Unit 970, Paris, France
- SAMU of Paris, Necker Hospital Paris, France
- Paris Descartes University, Paris, France
- AP–HP, Paris, France
| | - Carmen Lefaucheur
- Paris Translational Research Center for Organ Transplantation INSERM Unit 970, Paris, France
- Department of Nephrology and Kidney Transplantation, Saint–Louis Hospital, Paris Diderot University, AP–HP, Paris, France
| | - Alexandre Loupy
- Paris Translational Research Center for Organ Transplantation INSERM Unit 970, Paris, France
- Department of Kidney Transplantation, Necker Hospital, Paris Descartes University, and Assistance Publique–Hôpitaux de Paris (AP–HP), Paris, France
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17
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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] [What about the content of this article? (0)] [Affiliation(s)] [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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18
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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] [What about the content of this article? (0)] [Affiliation(s)] [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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19
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Eskandary F, Regele H, Baumann L, Bond G, Kozakowski N, Wahrmann M, Hidalgo LG, Haslacher H, Kaltenecker CC, Aretin MB, Oberbauer R, Posch M, Staudenherz A, Handisurya A, Reeve J, Halloran PF, Böhmig GA. A Randomized Trial of Bortezomib in Late Antibody-Mediated Kidney Transplant Rejection. J Am Soc Nephrol 2017; 29:591-605. [PMID: 29242250 DOI: 10.1681/asn.2017070818] [Citation(s) in RCA: 178] [Impact Index Per Article: 25.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2017] [Accepted: 09/20/2017] [Indexed: 01/03/2023] Open
Abstract
Late antibody-mediated rejection (ABMR) is a leading cause of kidney allograft failure. Uncontrolled studies have suggested efficacy of the proteasome inhibitor bortezomib, but no systematic trial has been undertaken to support its use in ABMR. In this randomized, placebo-controlled trial (the Bortezomib in Late Antibody-Mediated Kidney Transplant Rejection [BORTEJECT] Trial), we investigated whether two cycles of bortezomib (each cycle: 1.3 mg/m2 intravenously on days 1, 4, 8, and 11) prevent GFR decline by halting the progression of late donor-specific antibody (DSA)-positive ABMR. Forty-four DSA-positive kidney transplant recipients with characteristic ABMR morphology (median time after transplant, 5.0 years; pretransplant DSA documented in 19 recipients), who were identified on cross-sectional screening of 741 patients, were randomly assigned to receive bortezomib (n=21) or placebo (n=23). The 0.5-ml/min per 1.73 m2 per year (95% confidence interval, -4.8 to 5.8) difference detected between bortezomib and placebo in eGFR slope (primary end point) was not significant (P=0.86). We detected no significant differences between bortezomib- and placebo-treated groups in median measured GFR at 24 months (33 versus 42 ml/min per 1.73 m2; P=0.31), 2-year graft survival (81% versus 96%; P=0.12), urinary protein concentration, DSA levels, or morphologic or molecular rejection phenotypes in 24-month follow-up biopsy specimens. Bortezomib, however, associated with gastrointestinal and hematologic toxicity. In conclusion, our trial failed to show that bortezomib prevents GFR loss, improves histologic or molecular disease features, or reduces DSA, despite significant toxicity. Our results reinforce the need for systematic trials to dissect the efficiency and safety of new treatments for late ABMR.
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Affiliation(s)
| | | | - Lukas Baumann
- Center for Medical Statistics, Informatics and Intelligent Systems, Medical University of Vienna, Vienna, Austria
| | - Gregor Bond
- Division of Nephrology and Dialysis, Department of Medicine III
| | | | - Markus Wahrmann
- Division of Nephrology and Dialysis, Department of Medicine III
| | | | | | | | | | | | - Martin Posch
- Center for Medical Statistics, Informatics and Intelligent Systems, Medical University of Vienna, Vienna, Austria
| | | | | | - Jeff Reeve
- Alberta Transplant Applied Genomics Centre, University of Alberta, Edmonton, Alberta, Canada; and
| | - Philip F Halloran
- Alberta Transplant Applied Genomics Centre, University of Alberta, Edmonton, Alberta, Canada; and
| | - Georg A Böhmig
- Division of Nephrology and Dialysis, Department of Medicine III,
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20
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Lefaucheur C, Viglietti D, Hidalgo LG, Ratner LE, Bagnasco SM, Batal I, Aubert O, Orandi BJ, Oppenheimer F, Bestard O, Rigotti P, Reisaeter AV, Kamar N, Lebranchu Y, Duong Van Huyen JP, Bruneval P, Glotz D, Legendre C, Empana JP, Jouven X, Segev DL, Montgomery RA, Zeevi A, Halloran PF, Loupy A. Complement-Activating Anti-HLA Antibodies in Kidney Transplantation: Allograft Gene Expression Profiling and Response to Treatment. J Am Soc Nephrol 2017; 29:620-635. [PMID: 29042454 DOI: 10.1681/asn.2017050589] [Citation(s) in RCA: 79] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2017] [Accepted: 09/14/2017] [Indexed: 12/22/2022] Open
Abstract
Complement-activating anti-HLA donor-specific antibodies (DSAs) are associated with impaired kidney transplant outcome; however, whether these antibodies induce a specific rejection phenotype and influence response to therapy remains undetermined. We prospectively screened 931 kidney recipients for complement-activating DSAs and used histopathology, immunostaining, and allograft gene expression to assess rejection phenotypes. Effector cells were evaluated using in vitro human cell cultures. Additionally, we assessed the effect of complement inhibition on kidney allograft rejection phenotype and the clinical response to complement inhibition in 116 independent kidney recipients with DSAs at transplant receiving rejection prophylaxis with eculizumab or standard of care (plasma exchange and intravenous Ig) at ten international centers. The histomolecular rejection phenotype associated with complement-activating DSA was characterized by complement deposition and accumulation of natural killer cells and monocytes/macrophages in capillaries and increased expression of five biologically relevant genes (CXCL11, CCL4, MS4A7, MS4A6A, and FCGR3A) indicative of endothelial activation, IFNγ response, CD16-mediated natural killer cell activation, and monocyte/macrophage activation. Compared with standard of care, eculizumab specifically abrogated this histomolecular rejection phenotype and associated with a decreased 3-month rejection incidence rate in patients with complement-activating DSAs (56%; 95% confidence interval [95% CI], 38% to 74% versus 19%; 95% CI, 8% to 35%; P=0.001) but not in those with noncomplement-activating DSAs (9%; 95% CI, 2% to 25% versus 13%; 95% CI, 2% to 40%; P=0.65). In conclusion, circulating complement-activating anti-HLA DSAs are associated with a specific histomolecular kidney allograft rejection phenotype that can be abrogated by complement inhibition.
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Affiliation(s)
- Carmen Lefaucheur
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France; .,Kidney Transplant Department, Saint-Louis Hospital
| | - Denis Viglietti
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France.,Kidney Transplant Department, Saint-Louis Hospital
| | - Luis G Hidalgo
- Department of Pathology and Cell Biology, Columbia University College of Physicians and Surgeons, New York, New York
| | - Lloyd E Ratner
- Department of Surgery, University of California, San Francisco School of Medicine, San Francisco, California
| | - Serena M Bagnasco
- Kidney Transplant Department, Hospital Clínic i Provincial de Barcelona, Barcelona, Spain
| | - Ibrahim Batal
- Kidney Pancreas Transplant Unit, Department of Surgery, Oncology and Gastroenterology, Padua University Hospital, Padua, Italy
| | - Olivier Aubert
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France
| | - Babak J Orandi
- Department of Transplantation Medicine, Oslo University Hospital, Rikshospitalet, Oslo, Norway
| | - Federico Oppenheimer
- Department of Nephrology and Organ Transplantation, Centre Hospitalier Universitaire Rangueil, Toulouse, Institut National de la Santé et de la Recherche Médicale U1043, Structure Fédérative de Recherche Bio-Médicale de Toulouse, Centre Hospitalier Universitaire Purpan, Toulouse, Université Paul Sabatier, Toulouse, France
| | - Oriol Bestard
- Department of Nephrology, Centre Hospitalier Régional Universitaire de Tours, Tours, France
| | | | | | - Nassim Kamar
- Kidney Transplant Department, Necker Hospital, Assistance Publique-Hôpitaux de Paris, Paris, France
| | - Yvon Lebranchu
- Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Jean-Paul Duong Van Huyen
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France.,Alberta Transplant Applied Genomics Center, University of Alberta, Edmonton, Alberta, Canada
| | - Patrick Bruneval
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France.,Department of Surgery, Division of Transplantation, Columbia University Medical Center, New York, New York
| | - Denis Glotz
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France.,Kidney Transplant Department, Saint-Louis Hospital
| | - Christophe Legendre
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France.,Departments of Pathology and
| | - Jean-Philippe Empana
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France
| | - Xavier Jouven
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France
| | - Dorry L Segev
- Kidney Transplant Unit, Nephrology Department, Bellvitge University Hospital, Barcelona, Spain
| | - Robert A Montgomery
- Department of Surgery, New York University Langone Medical Center, New York, New York; and
| | - Adriana Zeevi
- Department of Transplantation Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Philip F Halloran
- Department of Pathology and Cell Biology, Columbia University College of Physicians and Surgeons, New York, New York
| | - Alexandre Loupy
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France.,Departments of Pathology and
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21
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Racape M, Sykes G, Hidalgo LG. OR4 Development of an in vitro model of human antibody mediated rejection. Hum Immunol 2017. [DOI: 10.1016/j.humimm.2017.06.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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22
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Adam B, Afzali B, Dominy KM, Chapman E, Gill R, Hidalgo LG, Roufosse C, Sis B, Mengel M. Multiplexed color-coded probe-based gene expression assessment for clinical molecular diagnostics in formalin-fixed paraffin-embedded human renal allograft tissue. Clin Transplant 2016; 30:295-305. [DOI: 10.1111/ctr.12689] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/29/2015] [Indexed: 11/28/2022]
Affiliation(s)
- Benjamin Adam
- Department of Laboratory Medicine and Pathology; University of Alberta; Edmonton AB Canada
| | - Bahman Afzali
- Department of Laboratory Medicine and Pathology; University of Alberta; Edmonton AB Canada
- Institute of Pathology; University of Duisburg−Essen; Essen Germany
| | - Katherine M. Dominy
- Division of Immunology and Inflammation; Department of Medicine; Centre for Complement and Inflammation Research; Imperial College; London UK
| | - Erin Chapman
- Department of Laboratory Medicine and Pathology; University of Alberta; Edmonton AB Canada
| | - Reeda Gill
- Department of Laboratory Medicine and Pathology; University of Alberta; Edmonton AB Canada
| | - Luis G. Hidalgo
- Department of Laboratory Medicine and Pathology; University of Alberta; Edmonton AB Canada
| | - Candice Roufosse
- Division of Immunology and Inflammation; Department of Medicine; Centre for Complement and Inflammation Research; Imperial College; London UK
- Department of Cellular Pathology; Hammersmith Hospital; London UK
| | - Banu Sis
- Department of Laboratory Medicine and Pathology; University of Alberta; Edmonton AB Canada
| | - Michael Mengel
- Department of Laboratory Medicine and Pathology; University of Alberta; Edmonton AB Canada
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23
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Venner JM, Hidalgo LG, Famulski KS, Chang J, Halloran PF. The molecular landscape of antibody-mediated kidney transplant rejection: evidence for NK involvement through CD16a Fc receptors. Am J Transplant 2015; 15:1336-48. [PMID: 25787894 DOI: 10.1111/ajt.13115] [Citation(s) in RCA: 114] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2014] [Revised: 10/31/2014] [Accepted: 11/20/2014] [Indexed: 01/25/2023]
Abstract
The recent recognition that antibody-mediated rejection (ABMR) is the major cause of kidney transplant loss creates strong interest in its pathogenesis. We used microarray analysis of kidney transplant biopsies to identify the changes in pure ABMR. We found that the ABMR transcript changes in the initial Discovery Set were strongly conserved in a subsequent Validation Set. In the Combined Set of 703 biopsies, 2603 transcripts were significantly changed (FDR < 0.05) in ABMR versus all other biopsies. In cultured cells, the transcripts strongly associated with ABMR were expressed in endothelial cells, e.g. cadherins CDH5 and CDH13; IFNG-treated endothelial cells, e.g. phospholipase PLA1A and chemokine CXCL11; or NK cells, e.g. cytotoxicity molecules granulysin (GNLY) and FGFBP2. Other ABMR transcripts were expressed in normal kidney but not cell lines, either increased e.g. Duffy chemokine receptor (DARC) or decreased e.g. sclerostin (SOST). Pathway analysis of ABMR transcripts identified angiogenesis, with roles for angiopoietin and vascular endothelial growth factors; leukocyte-endothelial interactions; and NK signaling, including evidence for CD16a Fc receptor signaling elements shared with T cells. These data support a model of ABMR involving injury-repair in the microcirculation induced by cognate recognition involving antibody and CD16a, triggering IFNG release and antibody-dependent NK cell-mediated cytotoxicity.
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Affiliation(s)
- J M Venner
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada; Department of Medicine, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, Alberta, Canada
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24
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Halloran PF, Chang J, Famulski K, Hidalgo LG, Salazar IDR, Merino Lopez M, Matas A, Picton M, de Freitas D, Bromberg J, Serón D, Sellarés J, Einecke G, Reeve J. Disappearance of T Cell-Mediated Rejection Despite Continued Antibody-Mediated Rejection in Late Kidney Transplant Recipients. J Am Soc Nephrol 2014; 26:1711-20. [PMID: 25377077 DOI: 10.1681/asn.2014060588] [Citation(s) in RCA: 146] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2014] [Accepted: 09/07/2014] [Indexed: 12/30/2022] Open
Abstract
The prevalent renal transplant population presents an opportunity to observe the adaptive changes in the alloimmune response over time, but such studies have been limited by uncertainties in the conventional biopsy diagnosis of T cell-mediated rejection (TCMR) and antibody-mediated rejection (ABMR). To circumvent these limitations, we used microarrays and conventional methods to investigate rejection in 703 unselected biopsies taken 3 days to 35 years post-transplant from North American and European centers. Using conventional methods, we diagnosed rejection in 205 biopsy specimens (28%): 67 pure TCMR, 110 pure ABMR, and 28 mixed (89 designated borderline). Using microarrays, we diagnosed rejection in 228 biopsy specimens (32%): 76 pure TCMR, 124 pure ABMR, and 28 mixed (no borderline). Molecular assessment confirmed most conventional diagnoses (agreement was 90% for TCMR and 83% for ABMR) but revealed some errors, particularly in mixed rejection, and improved prediction of failure. ABMR was strongly associated with increased graft loss, but TCMR was not. ABMR became common in biopsy specimens obtained >1 year post-transplant and continued to appear in all subsequent intervals. TCMR was common early but progressively disappeared over time. In 108 biopsy specimens obtained 10.2-35 years post-transplant, TCMR defined by molecular and conventional features was never observed. We conclude that the main cause of kidney transplant failure is ABMR, which can present even decades after transplantation. In contrast, TCMR disappears by 10 years post-transplant, implying that a state of partial adaptive tolerance emerges over time in the kidney transplant population.
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Affiliation(s)
- Philip F Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada; Department of Medicine, Division of Nephrology and Transplant Immunology and
| | - Jessica Chang
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada
| | - Konrad Famulski
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada; Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - Luis G Hidalgo
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada; Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | | | | | - Arthur Matas
- Department of Surgery, University of Minnesota, Minneapolis, Minnesota
| | - Michael Picton
- Department of Renal Medicine, Manchester Royal Infirmary, Manchester, United Kingdom
| | - Declan de Freitas
- Department of Renal Medicine, Manchester Royal Infirmary, Manchester, United Kingdom; Department of Renal Medicine, Beaumont Hospital, Dublin, Ireland
| | - Jonathan Bromberg
- Department of Surgery, University of Maryland School of Medicine, Baltimore, Maryland
| | - Daniel Serón
- Servei de Nefrologia, Hospital Vall d'Hebron, Barcelona, Spain; and
| | - Joana Sellarés
- Servei de Nefrologia, Hospital Vall d'Hebron, Barcelona, Spain; and
| | - Gunilla Einecke
- Department of Nephrology, Medical School of Hannover, Hannover, Germany
| | - Jeff Reeve
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada; Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
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25
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Venner JM, Famulski KS, Badr D, Hidalgo LG, Chang J, Halloran PF. Molecular landscape of T cell-mediated rejection in human kidney transplants: prominence of CTLA4 and PD ligands. Am J Transplant 2014; 14:2565-76. [PMID: 25219326 DOI: 10.1111/ajt.12946] [Citation(s) in RCA: 87] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2014] [Revised: 07/11/2014] [Accepted: 07/22/2014] [Indexed: 01/25/2023]
Abstract
We used expression microarrays to characterize the changes most specific for pure T cell-mediated rejection (TCMR) compared to other diseases including antibody-mediated rejection in 703 human kidney transplant biopsies, using a Discovery Set-Validation Set approach. The expression of thousands of transcripts--fold change and association strength--changed in a pattern that was highly conserved between the Discovery and Validation sets, reflecting a hierarchy of T cell signaling, costimulation, antigen-presenting cell (APC) activation and interferon-gamma (IFNG) expression and effects, with weaker associations for inflammasome activation, innate immunity, cytotoxic molecules and parenchymal injury. In cell lines, the transcripts most specific for TCMR were expressed most strongly in effector T cells (e.g. CTLA4, CD28, IFNG), macrophages (e.g. PDL1, CD86, SLAMF8, ADAMDEC1), B cells (e.g. CD72, BTLA) and IFNG-treated macrophages (e.g. ANKRD22, AIM2). In pathway analysis, the top pathways included T cell receptor signaling and CTLA4 costimulation. These results suggest a model in which TCMR creates an inflammatory compartment with a rigorous hierarchy dominated by the proximal aspects of cognate engagement of effector T cell receptor and costimulator triggering by APCs. The prominence of inhibitors like CTLA4 and PDL1 raises the possibility of active negative controls within the rejecting tissue.
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Affiliation(s)
- J M Venner
- Alberta Transplant Applied Genomics Centre, Edmonton, AB, Canada; Department of Medicine, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, AB, Canada
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26
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Hidalgo LG, Hasenbank S, Halpin A, Campbell PM. P014. Hum Immunol 2014. [DOI: 10.1016/j.humimm.2014.08.076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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27
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Loupy A, Lefaucheur C, Vernerey D, Chang J, Hidalgo LG, Beuscart T, Verine J, Aubert O, Dubleumortier S, Duong van Huyen JP, Jouven X, Glotz D, Legendre C, Halloran PF. Molecular microscope strategy to improve risk stratification in early antibody-mediated kidney allograft rejection. J Am Soc Nephrol 2014; 25:2267-77. [PMID: 24700874 DOI: 10.1681/asn.2013111149] [Citation(s) in RCA: 106] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
Antibody-mediated rejection (ABMR) is the leading cause of kidney allograft loss. We investigated whether the addition of gene expression measurements to conventional methods could serve as a molecular microscope to identify kidneys with ABMR that are at high risk for failure. We studied 939 consecutive kidney recipients at Necker Hospital (2004-2010; principal cohort) and 321 kidney recipients at Saint Louis Hospital (2006-2010; validation cohort) and assessed patients with ABMR in the first 1 year post-transplant. In addition to conventional features, we assessed microarray-based gene expression in transplant biopsy specimens using relevant molecular measurements: the ABMR Molecular Score and endothelial donor-specific antibody-selective transcript set. The main outcomes were kidney transplant loss and progression to chronic transplant injury. We identified 74 patients with ABMR in the principal cohort and 54 patients with ABMR in the validation cohort. Conventional features independently associated with failure were donor age and humoral histologic score (g+ptc+v+cg+C4d). Adjusting for conventional features, ABMR Molecular Score (hazard ratio [HR], 2.22; 95% confidence interval [95% CI], 1.37 to 3.58; P=0.001) and endothelial donor-specific antibody-selective transcripts (HR, 3.02; 95% CI, 1.00 to 9.16; P<0.05) independently associated with an increased risk of graft loss. The results were replicated in the independent validation group. Adding a gene expression assessment to a traditional risk model improved the stratification of patients at risk for graft failure (continuous net reclassification improvement, 1.01; 95% CI, 0.57 to 1.46; P<0.001; integrated discrimination improvement, 0.16; P<0.001). Compared with conventional assessment, the addition of gene expression measurement in kidney transplants with ABMR improves stratification of patients at high risk for graft loss.
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Affiliation(s)
- Alexandre Loupy
- Paris Descartes University and Hôpital Necker and Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France
| | - Carmen Lefaucheur
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France; Hôpital Saint Louis, Assistance Publique-Hôpitaux de Paris, Paris, France
| | - Dewi Vernerey
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France; Unit 3181, University Hospital of Besançon, France
| | - Jessica Chang
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada
| | - Luis G Hidalgo
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada; Department of Laboratory Medicine and Pathology and
| | - Thibaut Beuscart
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France
| | - Jerome Verine
- Department of Pathology, Saint Louis Hospital, Paris, France
| | - Olivier Aubert
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France
| | | | - Jean-Paul Duong van Huyen
- Paris Descartes University and Hôpital Necker and Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France; Department of Pathology, Necker Hospital, Paris, France
| | - Xavier Jouven
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France
| | - Denis Glotz
- Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France; Hôpital Saint Louis, Assistance Publique-Hôpitaux de Paris, Paris, France
| | - Christophe Legendre
- Paris Descartes University and Hôpital Necker and Paris Translational Research Center for Organ Transplantation, Institut National de la Santé et de la Recherche Médicale, Unité Mixte de Recherche-S970, Paris, France
| | - Philip F Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta, Canada; Department of Medicine, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, Alberta, Canada;
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28
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Halloran PF, Reeve JP, Pereira AB, Hidalgo LG, Famulski KS. Antibody-mediated rejection, T cell-mediated rejection, and the injury-repair response: new insights from the Genome Canada studies of kidney transplant biopsies. Kidney Int 2013; 85:258-64. [PMID: 23965521 DOI: 10.1038/ki.2013.300] [Citation(s) in RCA: 117] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2013] [Revised: 06/27/2013] [Accepted: 07/12/2013] [Indexed: 01/15/2023]
Abstract
Prospective studies of unselected indication biopsies from kidney transplants, combining conventional assessment with molecular analysis, have created a new understanding of transplant disease states and their outcomes. A large-scale Genome Canada grant permitted us to use conventional and molecular phenotypes to create a new disease classification. T cell-mediated rejection (TCMR), characterized histologically or molecularly, has little effect on outcomes. Antibody-mediated rejection (ABMR) manifests as microcirculation lesions and transcript changes reflecting endothelial injury, interferon-γ effects, and natural killer cells. ABMR is frequently C4d negative and has been greatly underestimated by conventional criteria. Indeed, ABMR, triggered in some cases by non-adherence, is the major disease causing failure. Progressive dysfunction is usually attributable to specific diseases, and pure calcineurin inhibitor toxicity rarely explains failure. The importance of ABMR argues against immunosuppressive drug minimization and stands as a barrier to tolerance induction. Microarrays also defined the transcripts induced by acute kidney injury (AKI), which correlate with reduced function, whereas histologic changes of acute tubular injury do not. AKI transcripts are induced in kidneys with late dysfunction, and are better predictors of failure than fibrosis and inflammation. Thus progression reflects ongoing parenchymal injury, usually from identifiable diseases such as ABMR, not destructive fibrosis.
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Affiliation(s)
- Philip F Halloran
- 1] Alberta Transplant Applied Genomics Centre, University of Alberta, 250 Heritage Medical Research Centre, Edmonton, Alberta, Canada [2] Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
| | - Jeff P Reeve
- 1] Alberta Transplant Applied Genomics Centre, University of Alberta, 250 Heritage Medical Research Centre, Edmonton, Alberta, Canada [2] Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - Andre B Pereira
- 8201;Alberta Transplant Applied Genomics Centre, University of Alberta, 250 Heritage Medical Research Centre, Edmonton, Alberta, Canada
| | - Luis G Hidalgo
- 1] Alberta Transplant Applied Genomics Centre, University of Alberta, 250 Heritage Medical Research Centre, Edmonton, Alberta, Canada [2] Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - Konrad S Famulski
- 1] Alberta Transplant Applied Genomics Centre, University of Alberta, 250 Heritage Medical Research Centre, Edmonton, Alberta, Canada [2] Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
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29
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Sellarés J, Reeve J, Loupy A, Mengel M, Sis B, Skene A, de Freitas DG, Kreepala C, Hidalgo LG, Famulski KS, Halloran PF. Molecular diagnosis of antibody-mediated rejection in human kidney transplants. Am J Transplant 2013; 13:971-983. [PMID: 23414212 DOI: 10.1111/ajt.12150] [Citation(s) in RCA: 208] [Impact Index Per Article: 18.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2012] [Revised: 12/06/2012] [Accepted: 12/11/2012] [Indexed: 01/25/2023]
Abstract
Antibody-mediated rejection is the major cause of kidney transplant failure, but the histology-based diagnostic system misses most cases due to its requirement for C4d positivity. We hypothesized that gene expression data could be used to test biopsies for the presence of antibody-mediated rejection. To develop a molecular test, we prospectively assigned diagnoses, including C4d-negative antibody-mediated rejection, to 403 indication biopsies from 315 patients, based on histology (microcirculation lesions) and donor-specific HLA antibody. We then used microarray data to develop classifiers that assigned antibody-mediated rejection scores to each biopsy. The transcripts distinguishing antibody-mediated rejection from other conditions were mostly expressed in endothelial cells or NK cells, or were IFNG-inducible. The scores correlated with the presence of microcirculation lesions and donor-specific antibody. Of 45 biopsies with scores>0.5, 39 had been diagnosed as antibody-mediated rejection on the basis of histology and donor-specific antibody. High scores were also associated with unanimity among pathologists that antibody-mediated rejection was present. The molecular score also strongly predicted future graft loss in Cox regression analysis. We conclude that microarray assessment of gene expression can assign a probability of ABMR to transplant biopsies without knowledge of HLA antibody status, histology, or C4d staining, and predicts future failure.
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Affiliation(s)
- J Sellarés
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta.,Servei de Nefrologia, Hospital de la Vall d'Hebron, Barcelona, Spain
| | - J Reeve
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta.,Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - A Loupy
- Kidney Transplant Department, Necker Hospital, Paris, France
| | - M Mengel
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta.,Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - B Sis
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - A Skene
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta.,Department of Anatomical Pathology, Austin Hospital, Heidelberg, Victoria, Australia
| | - D G de Freitas
- Department of Renal Medicine, Manchester Royal Infirmary, Manchester, UK
| | - C Kreepala
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta.,Department of Medicine, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, AB, Canada
| | - L G Hidalgo
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta.,Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - K S Famulski
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta.,Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - P F Halloran
- Alberta Transplant Applied Genomics Centre, Edmonton, Alberta.,Department of Medicine, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, AB, Canada
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30
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Egli A, Silva M, O'Shea D, Wilson LE, Baluch A, Lisboa LF, Hidalgo LG, Kumar D, Humar A. An analysis of regulatory T-cell and Th-17 cell dynamics during cytomegalovirus replication in solid organ transplant recipients. PLoS One 2012; 7:e43937. [PMID: 23071829 PMCID: PMC3469568 DOI: 10.1371/journal.pone.0043937] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2012] [Accepted: 07/27/2012] [Indexed: 11/18/2022] Open
Abstract
Background CMV-specific T-cells are crucial to control CMV-replication post-transplant. Regulatory T-cells (T-regs) are associated with a tolerant immune state and may contribute to CMV-replication. However, T-cell subsets such as T-regs and IL-17 producing T-cells (Th-17) are not well studied in this context. We explored T-regs and Th-17 frequencies during CMV-replication after transplantation. Methods We prospectively evaluated 30 transplant patients with CMV-viremia. We quantified CMV-specific CD4+ and CD8+ T-cells, T-regs (CD4+CD25+FoxP3+) and Th-17 frequencies using flow-cytometry and followed patients requiring anti-viral treatment. Two subsets were compared: anti-viral treatment requirement (n = 20) vs. spontaneous clearance of viremia (n = 10). Results Higher initial CMV-specific CD4+ T-cells and lower T-regs were observed in patients with spontaneous clearance (p = 0.043; p = 0.021 respectively). Using a ratio of CMV-specific CD4+ T-cells to T-regs allowed prediction of viral clearance with 80% sensitivity and 90% specificity (p = 0.001). One month after stop of treatment, the same correlation was observed in patients protected from CMV-relapse. The ratio of CMV-specific CD4+ T-cells to T-regs allowed prediction of relapse with 85% sensitivity and 86% specificity (p = 0.004). Th-17 responses were not correlated with virologic outcomes. Conclusions This study provides novel insights into T-regs and Th-17 subpopulations during CMV-replication after transplantation. These preliminary data suggest that measurement of CMV-specific CD4+ T-cells together with T-regs has value in predicting spontaneous clearance of viremia and relapse.
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Affiliation(s)
- Adrian Egli
- Alberta Transplant Institute and Li Ka Shing Institute of Virology, University of Alberta, Edmonton, Alberta, Canada.
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31
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Lam W, Hidalgo LG, Halpin A, Campbell PM. 25-P. Hum Immunol 2012. [DOI: 10.1016/j.humimm.2012.07.151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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32
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Hidalgo LG, Legatt D, Oliver M, Campbell PM. 43-OR. Hum Immunol 2012. [DOI: 10.1016/j.humimm.2012.07.075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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33
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Hidalgo LG, Sellares J, Sis B, Mengel M, Chang J, Halloran PF. Interpreting NK cell transcripts versus T cell transcripts in renal transplant biopsies. Am J Transplant 2012; 12:1180-91. [PMID: 22390872 DOI: 10.1111/j.1600-6143.2011.03970.x] [Citation(s) in RCA: 90] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
NK cell transcripts are increased in biopsies with antibody-mediated rejection, whereas T cell transcripts are increased in T cell-mediated rejection. However, NK and T cells share many features, creating potential ambiguity. Therefore to estimate the NK- versus T cell transcript burdens separately, we defined nonoverlapping transcripts selective for NK cells (N = 4) or T cells (N = 5). We compared NK- versus T cell transcript burdens in microarrays from 403 kidney transplant biopsies (182 early, 221 late). In late biopsies, high NK-cell transcript expression was associated with antibody-mediated rejection, correlating with microvascular inflammation and donor specific HLA antibody. However, some early biopsies with T cell-mediated rejection had high NK-cell transcript expression, as well as T cell transcripts, without evidence of antibody-mediated rejection or DSA, correlating with interstitial inflammation and tubulitis. Both NK-cell and T cell transcripts were moderately increased in many kidneys with inflammation secondary to injury or atrophy scarring. These results support the distinct role of NK cells in late antibody-mediated rejection, but indicate a role for NK-transcript expressing cells (NK cells or T cells with NK features) both in T cell-mediated rejection and in inflammation associated with injury and atrophy scarring.
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Affiliation(s)
- L G Hidalgo
- Department of Laboratory Medicine and Pathology, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, Alberta, Canada
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34
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Sellarés J, de Freitas DG, Mengel M, Reeve J, Einecke G, Sis B, Hidalgo LG, Famulski K, Matas A, Halloran PF. Understanding the causes of kidney transplant failure: the dominant role of antibody-mediated rejection and nonadherence. Am J Transplant 2012; 12:388-99. [PMID: 22081892 DOI: 10.1111/j.1600-6143.2011.03840.x] [Citation(s) in RCA: 1132] [Impact Index Per Article: 94.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
We prospectively studied kidney transplants that progressed to failure after a biopsy for clinical indications, aiming to assign a cause to every failure. We followed 315 allograft recipients who underwent indication biopsies at 6 days to 32 years posttransplant. Sixty kidneys progressed to failure in the follow-up period (median 31.4 months). Failure was rare after T-cell-mediated rejection and acute kidney injury and common after antibody-mediated rejection or glomerulonephritis. We developed rules for using biopsy diagnoses, HLA antibody and clinical data to explain each failure. Excluding four with missing information, 56 failures were attributed to four causes: rejection 36 (64%), glomerulonephritis 10 (18%), polyoma virus nephropathy 4 (7%) and intercurrent events 6 (11%). Every rejection loss had evidence of antibody-mediated rejection by the time of failure. Among rejection losses, 17 of 36 (47%) had been independently identified as nonadherent by attending clinicians. Nonadherence was more frequent in patients who progressed to failure (32%) versus those who survived (3%). Pure T-cell-mediated rejection, acute kidney injury, drug toxicity and unexplained progressive fibrosis were not causes of loss. This prospective cohort indicates that many actual failures after indication biopsies manifest phenotypic features of antibody-mediated or mixed rejection and also underscores the major role of nonadherence.
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Affiliation(s)
- J Sellarés
- Alberta Transplant Applied Genomics Centre, University of Alberta, Edmonton, AB, Canada
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35
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de Freitas DG, Sellarés J, Mengel M, Chang J, Hidalgo LG, Famulski KS, Sis B, Einecke G, Halloran PF. The nature of biopsies with "borderline rejection" and prospects for eliminating this category. Am J Transplant 2012; 12:191-201. [PMID: 21992503 DOI: 10.1111/j.1600-6143.2011.03784.x] [Citation(s) in RCA: 87] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
In kidney transplantation, many inflamed biopsies with changes insufficient to be called T-cell-mediated rejection (TCMR) are labeled "borderline", leaving management uncertain. This study examined the nature of borderline biopsies as a step toward eventual elimination of this category. We compared 40 borderline, 35 TCMR and 116 nonrejection biopsies. TCMR biopsies had more inflammation than borderline but similar degrees of tubulitis and scarring. Surprisingly, recovery of function after biopsy was similar in all categories, indicating that response to treatment is unreliable for defining TCMR. We studied the molecular changes in TCMR, borderline and nonrejection using microarrays, measuring four published features: T-cell burden; a rejection classifier; a canonical TCMR classifier; and risk score. These reassigned borderline biopsies as TCMR-like 13/40 (33%) or nonrejection-like 27/40 (67%). A major reason that histology diagnosed molecularly defined TCMR as borderline was atrophy-scarring, which interfered with assessment of inflammation and tubulitis. Decision tree analysis showed that i-total >27% and tubulitis extent >3% match the molecular diagnosis of TCMR in 85% of cases. In summary, most cases designated borderline by histopathology are found to be nonrejection by molecular phenotyping. Both molecular measurements and histopathology offer opportunities for more precise assignment of these cases after clinical validation.
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Affiliation(s)
- D G de Freitas
- Alberta Transplant Applied Genomics Centre, University of Alberta, Edmonton, Canada
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36
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Hidalgo LG, Sis B, Campbell PM, Halloran P. 55-OR: NK cell transcript expression indicates the degree of microvascular disease activity in late antibody mediated rejection. Hum Immunol 2011. [DOI: 10.1016/j.humimm.2011.07.300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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37
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Sellarés J, de Freitas DG, Mengel M, Sis B, Hidalgo LG, Matas AJ, Kaplan B, Halloran PF. Inflammation lesions in kidney transplant biopsies: association with survival is due to the underlying diseases. Am J Transplant 2011; 11:489-99. [PMID: 21342447 DOI: 10.1111/j.1600-6143.2010.03415.x] [Citation(s) in RCA: 71] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Assessment of kidney transplant biopsies relies on nonspecific inflammatory lesions: Interstitial infiltrates (i), tubulitis (t) and intimal arteritis (v). We studied the relationship between inflammation and prognosis in biopsies for clinical indications from 314 patients (median follow-up 25 months). We used a modified Banff classification, separately assessing inflammation (i-) in nonscarred (i-Banff), scarred (i-IFTA) and whole cortex (i-total), plus tubulitis and intimal arteritis. In early biopsies (<1 year), i- and t-lesions had no association with graft survival. In late (>1 year) biopsies, all i-scores correlated with progression to failure, due to the association of these infiltrates with progressive diseases: antibody-mediated rejection (ABMR) and glomerulonephritis. Tubulitis in nonscarred areas had no impact on survival. Severe tubulitis including scarred areas (tis3) was associated with worse survival, but reflected polyoma virus nephropathy or ABMR, not T-cell-mediated rejection. Intimal arteritis (v-lesions) had no association with allograft loss in early or late biopsies. In multivariate analysis, outcome was better predicted by the presence of progressive disease than by inflammation. Thus inflammation in late kidney transplants has no inherent prognostic impact, but predicts reduced survival because inflammation indicates actively progressing diseases. The most important predictor of outcome is the diagnosis of a progressive disease.
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Affiliation(s)
- J Sellarés
- Alberta Transplant Applied Genomics Centre, University of Alberta, Edmonton, Alberta, Canada
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38
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Halloran PF, de Freitas DG, Einecke G, Famulski KS, Hidalgo LG, MengeL M, Reeve J, Sellares J, Sis B. An integrated view of molecular changes, histopathology and outcomes in kidney transplants. Am J Transplant 2010; 10:2223-30. [PMID: 20931696 DOI: 10.1111/j.1600-6143.2010.03268.x] [Citation(s) in RCA: 80] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Data-driven approaches to deteriorating kidney transplants, incorporating histologic, molecular and HLA antibody findings, have created a new understanding of transplant pathology and why transplants fail. Transplant dysfunction is best understood in terms of three elements: diseases, the active injury-repair response and the cumulative burden of injury. Progression to failure is mainly attributable to antibody-mediated rejection, nonadherence and glomerular disease. Antibody-mediated rejection usually develops late due to de novo HLA antibodies, particularly anti-class II, and is often C4d negative. Pure treated T cell-mediated rejection does not predispose to graft loss because it responds well, even with endothelialitis, but it may indicate nonadherence. The cumulative burden of injury results in atrophy-fibrosis (nephron loss), arterial fibrous intimal thickening and arteriolar hyalinosis, but these are not progressive without ongoing disease/injury, and do not explain progression. Calcineurin inhibitor toxicity has been overestimated because burden-of-injury lesions invite this default diagnosis when diseases such as antibody-mediated rejection are missed. Disease/injury triggers a stereotyped active injury-repair response, including de-differentiation, cell cycling and apoptosis. The active injury-repair response is the strongest correlate of organ function and future progression to failure, but should always prompt a search for the initiating injury or disease.
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Affiliation(s)
- P F Halloran
- Department of Medicine, Division of Nephrology & Immunology, University of Alberta, Edmonton, Canada.
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39
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Halloran PF, de Freitas DG, Einecke G, Famulski KS, Hidalgo LG, Mengel M, Reeve J, Sellares J, Sis B. The molecular phenotype of kidney transplants. Am J Transplant 2010; 10:2215-22. [PMID: 20931695 DOI: 10.1111/j.1600-6143.2010.03267.x] [Citation(s) in RCA: 81] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Microarray studies of kidney transplant biopsies provide an opportunity to define the molecular phenotype. To facilitate this process, we used experimental systems to annotate transcripts as members of pathogenesis-based transcript sets (PBTs) representing biological processes in injured or diseased tissue. Applying this annotation to microarray results revealed that changes in single molecules and PBTs reflected a large-scale coordinate disturbance, stereotyped across various diseases and injuries, without absolute specificity of individual molecules or PBTs for rejection. Nevertheless, expression of molecules and PBTs was quantitatively specific: IFNG effects for rejection; T cell and macrophage transcripts for T cell-mediated rejection; endothelial and NK transcripts for antibody-mediated rejection. Various diseases and injuries induced the same injury-repair response, undetectable by histopathology, involving epithelium, stroma and endothelium, with increased expression of developmental, cell cycle and apoptosis genes and decreased expression of differentiated epithelial features. Transcripts reflecting this injury-repair response were the best correlates of functional disturbance and risk of future graft loss. Late biopsies with atrophy-fibrosis, reflecting their cumulative burden of injury, displayed more transcripts for B cells, plasma cells and mast cells. Thus the molecular phenotype is best described in terms of three elements: specific diseases, including rejection; the injury-repair response and the cumulative burden of injury.
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Affiliation(s)
- P F Halloran
- Department of Medicine, Division of Nephrology & Immunology, University of Alberta, Edmonton, Canada.
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40
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Hidalgo LG, Sis B, Campbell PM, Sellares J, Halloran PF. 44-OR: Microarray Analysis of Renal Transplant Biopsies Identify Transcripts Selectively Associated With DSA and Find NK Cells in Peritubular Capillaries in Biopsies Diagnosed as Antibody Mediated Rejection. Hum Immunol 2010. [DOI: 10.1016/j.humimm.2010.06.258] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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41
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Hidalgo LG, Famulski K, Halloran PF. 66-OR: MHC Class Ib Products Are Required to Prevent Early Collapse of the Microcirculation and Necrosis of Mouse Kidney Allografts. Hum Immunol 2010. [DOI: 10.1016/j.humimm.2010.06.283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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42
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Villatoro V, Hidalgo LG, Halpin A, Campbell PM. 62-P: Improved Detection of HLA Class 1 Specificities by Luminex Following DTT Treatment. Hum Immunol 2010. [DOI: 10.1016/j.humimm.2010.06.111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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43
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Mengel M, Sis B, Kim D, Chang J, Famulski KS, Hidalgo LG, Einecke G, de Freitas DG, Tymchak W, Burton J, Halloran PF. The molecular phenotype of heart transplant biopsies: relationship to histopathological and clinical variables. Am J Transplant 2010; 10:2105-15. [PMID: 20883545 DOI: 10.1111/j.1600-6143.2010.03182.x] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Histopathology of endomyocardial biopsies (EMB) is the standard rejection surveillance for heart transplants. However, ISHLT consensus criteria for interpreting biopsies are arbitrarily defined. Gene expression offers an independent re-evaluation of existing diagnostic systems. We performed histologic and microarray analysis on 105 EMB from 45 heart allograft recipients. Histologic lesions, diagnosis and transcripts were compared to one another, time posttransplantation, indication for biopsy and left ventricular ejection fraction (LVEF). Histologic lesions presented in two groups: myocyte-interstitial and microcirculation lesions. Expression of transcript sets reflecting T cell and macrophage infiltration, and γ-interferon effects correlated strongly with each other and with transcripts indicating tissue/myocardium injury. This molecular phenotype correlated with Quilty (p < 0.005), microcirculation lesions (p < 0.05) and decreased LVEF (p < 0.007), but not with the histologic diagnosis of rejection. In multivariate analysis, LVEF was associated (p < 0.03) with γ-interferon inducible transcripts, time posttransplantation, ischemic injury and clinically indicated biopsies, but not the diagnosis of rejection. The results indicate that (a) the current ISHLT system for diagnosing rejection does not reflect the molecular phenotype in EMB and lacks clinical relevance; (b) the interpretation of Quilty lesions has to be revisited; (c) the assessment of molecules in heart biopsy can guide improvements of current diagnostics.
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Affiliation(s)
- M Mengel
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Canada
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44
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Hidalgo LG, Sis B, Sellares J, Campbell PM, Mengel M, Einecke G, Chang J, Halloran PF. NK cell transcripts and NK cells in kidney biopsies from patients with donor-specific antibodies: evidence for NK cell involvement in antibody-mediated rejection. Am J Transplant 2010; 10:1812-22. [PMID: 20659089 DOI: 10.1111/j.1600-6143.2010.03201.x] [Citation(s) in RCA: 300] [Impact Index Per Article: 21.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
To explore the mechanisms of antibody-mediated rejection (ABMR) in kidney transplants, we studied the transcripts expressed in clinically indicated biopsies from patients with donor-specific antibody (DSA). Comparison of biopsies from DSA-positive versus DSA-negative patients revealed 132 differentially expressed transcripts: all were associated with class II DSA but none with class I DSA. Many transcripts were expressed in DSA-positive ABMR but were also expressed in T-cell-mediated rejection (TCMR), reflecting shared molecular features. Removal of shared transcripts created 23 DSA selective transcripts (DSASTs). Some DSASTs (6/23) showed selective high expression in NK cells, whereas others (8/23) were expressed in endothelium or in endothelium plus other cell types (7/23). Of 145 biopsies ranked by DSAST expression, the 25 with highest DSAST expression primarily consisted of ABMR (22/25, 88%), either C4d-positive or C4d-negative. By immunostaining, CD56+ and CD68+ cells in peritubular capillaries, but not CD3+ cells, were increased in ABMR compared to TCMR, compatible with a role for NK cells, as well as macrophages, as effectors in endothelial injury during ABMR. Thus, the strategy of using DSASTs in the biopsy to identify mechanism-related transcripts in biopsies from patients with clinical phenotypes indicates the selective involvement of NK cells in ABMR.
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Affiliation(s)
- L G Hidalgo
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Canada
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45
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Famulski KS, Einecke G, Sis B, Mengel M, Hidalgo LG, Kaplan B, Halloran PF. Defining the canonical form of T-cell-mediated rejection in human kidney transplants. Am J Transplant 2010; 10:810-820. [PMID: 20132168 DOI: 10.1111/j.1600-6143.2009.03007.x] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Banff defines T-cell-mediated rejection (TCMR) using nonspecific lesions and arbitrary cutoffs, with no external gold standard. We reexamined features of TCMR using exclusively molecular definition independent of histopathology. The definition was derived from mouse kidney transplants with fully developed TCMR, and is based on high expression of transcripts reflecting IFNG effects and alternative macrophage activation. In 234 human kidney transplant biopsies for cause phenotyped by microarrays, we identified 26 biopsies meeting these criteria. After excluding three biopsies with unrelated diseases, all 23 biopsies had typical Banff lesions of TCMR (inflammation, tubulitis), with v lesions in 10/23. Banff histopathology diagnosed 18 as TCMR, 1 as mixed and 4 as borderline. Despite marked changes in transcriptome indicating tissue injury and dedifferentiation, all kidneys with molecularly defined TCMR, even with v lesions or late rejection, demonstrated excellent recovery of function at 6 months with no graft loss (mean follow-up 2.5 years). Thus TCMR defined exclusively by molecules manifests TCMR-related lesions and function impairment, but good recovery and survival, even with late rejection or arteritis. This combination of pathologic, clinical and molecular features constitutes the typical or canonical T-cell-mediated rejection.
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Affiliation(s)
- K S Famulski
- Alberta Transplant Applied Genomics Centre, Division of Nephrology and Transplant Immunology, Department of Medicine.,Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - G Einecke
- Alberta Transplant Applied Genomics Centre, Division of Nephrology and Transplant Immunology, Department of Medicine.,Department of Nephrology, Hannover Medical School, Germany
| | - B Sis
- Alberta Transplant Applied Genomics Centre, Division of Nephrology and Transplant Immunology, Department of Medicine.,Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - M Mengel
- Alberta Transplant Applied Genomics Centre, Division of Nephrology and Transplant Immunology, Department of Medicine.,Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - L G Hidalgo
- Alberta Transplant Applied Genomics Centre, Division of Nephrology and Transplant Immunology, Department of Medicine.,Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - B Kaplan
- Department of Pharmacology, University of Arizona, Tucson, AZ
| | - P F Halloran
- Alberta Transplant Applied Genomics Centre, Division of Nephrology and Transplant Immunology, Department of Medicine
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46
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Sis B, Einecke G, Chang J, Hidalgo LG, Mengel M, Kaplan B, Halloran PF. Cluster analysis of lesions in nonselected kidney transplant biopsies: microcirculation changes, tubulointerstitial inflammation and scarring. Am J Transplant 2010; 10:421-30. [PMID: 20055794 DOI: 10.1111/j.1600-6143.2009.02938.x] [Citation(s) in RCA: 73] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Banff classification empirically established scoring of histologic lesions, but the relationships of lesions to each other and to underlying biologic processes remain unclear. We hypothesized that class discovery tools would reveal new relationships between individual lesions, and relate lesions to C4d staining, anti-HLA donor-specific antibody (DSA) and time posttransplant. We studied 234 nonselected renal allograft biopsies for clinical indications from 173 patients. Silhouette plotting and principal component analysis revealed three groups of lesions: microcirculation changes, including inflammation (glomerulitis, capillaritis) and deterioration (double contours, mesangial expansion); scarring/hyalinosis; and tubulointerstitial inflammation. DSA and C4d grouped with microcirculation inflammation, whereas time posttransplant grouped with scarring/hyalinosis lesions. Intimal arteritis clustered with DSA, C4d and microcirculation inflammation, but also showed correlations with tubulitis. Fibrous intimal thickening in arteries clustered with scarring/hyalinosis. Capillary basement membrane multilayering showed intermediary relationships between microcirculation deterioration and time-dependent scarring. Correlation analysis and hierarchical clustering confirmed the lesion relationships. Thus, we propose that the pathologic lesions in biopsies are not independent but are members of groups that represent distinct pathogenic forces: microcirculation changes, reflecting the stress of DSA; scarring, hyalinosis and arterial fibrosis, reflecting the cumulative burden of injury over time; and tubulointerstitial inflammation. Interpretation of lesions should reflect these associations.
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Affiliation(s)
- B Sis
- Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
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47
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Hidalgo LG, Campbell PM, Sis B, Einecke G, Mengel M, Chang J, Sellares J, Reeve J, Halloran PF. De novo donor-specific antibody at the time of kidney transplant biopsy associates with microvascular pathology and late graft failure. Am J Transplant 2009; 9:2532-41. [PMID: 19843031 DOI: 10.1111/j.1600-6143.2009.02800.x] [Citation(s) in RCA: 253] [Impact Index Per Article: 16.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
We studied whether de novo donor-specific antibodies (DSA) in sera from patients undergoing kidney transplant biopsies associate with specific histologic lesions in the biopsy and prognosis. DSA were assessed in 145 patients at the time of biopsy between 7 days to 31 years posttransplant. DSA was detected in 54 patients (37%), of which 32 represented de novo DSA. De novo DSA was more frequent in patients having late biopsies (34%) versus early biopsies (4%), and was usually either against class II alone or class I and II but rarely against class I alone. Microcirculation inflammation (glomerulitis, capillaritis) and damage (glomuerulopathy, capillary basement membrane multilayering), and C4d staining were associated with de novo DSA. However, the degree of scarring, arterial fibrosis and tubulo-interstitial inflammation did not correlate with the presence of de novo DSA. De novo DSA correlated with reduced graft survival after the biopsy. Thus, de novo DSA at the time of a late biopsy for clinical indication is primarily against class II, and associates with microcirculation changes in the biopsy and subsequent graft failure. We propose careful assessment of de novo DSA, particularly against class II, be performed in all late kidney transplant biopsies.
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Affiliation(s)
- L G Hidalgo
- Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
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48
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Einecke G, Sis B, Reeve J, Mengel M, Campbell PM, Hidalgo LG, Kaplan B, Halloran PF. Antibody-mediated microcirculation injury is the major cause of late kidney transplant failure. Am J Transplant 2009; 9:2520-31. [PMID: 19843030 DOI: 10.1111/j.1600-6143.2009.02799.x] [Citation(s) in RCA: 539] [Impact Index Per Article: 35.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
We studied the phenotype of late kidney graft failure in a prospective study of unselected kidney transplant biopsies taken for clinical indications. We analyzed histopathology, HLA antibodies and death-censored graft survival in 234 consecutive biopsies from 173 patients, taken 6 days to 31 years posttransplant. Patients with late biopsies (>1 year) frequently displayed donor-specific HLA antibody (particularly class II) and microcirculation changes, including glomerulitis, glomerulopathy, capillaritis, capillary multilayering and C4d staining. Grafts biopsied early rarely failed (1/68), whereas grafts biopsied late often progressed to failure (27/105) within 3 years. T-cell-mediated rejection and its lesions were not associated with an increased risk of failure after biopsy. In multivariable analysis, graft failure correlated with microcirculation inflammation and scarring, but C4d staining was not significant. When microcirculation changes and HLA antibody were used to define antibody-mediated rejection, 17/27 (63%) of late kidney failures after biopsy were attributable to antibody-mediated rejection, but many were C4d negative and missed by current diagnostic criteria. Glomerulonephritis accounted for 6/27 late losses, whereas T-cell-mediated rejection, drug toxicity and unexplained scarring were uncommon. The major cause of late kidney transplant failure is antibody-mediated microcirculation injury, but detection of this phenotype requires new diagnostic criteria.
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Affiliation(s)
- G Einecke
- Alberta Transplant Applied Genomics Centre, Department of Medicine, Division of Nephrology and Transplant Immunology, University of Alberta, Edmonton, AB, Canada
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Bunnag S, Einecke G, Reeve J, Jhangri GS, Mueller TF, Sis B, Hidalgo LG, Mengel M, Kayser D, Kaplan B, Halloran PF. Molecular correlates of renal function in kidney transplant biopsies. J Am Soc Nephrol 2009; 20:1149-60. [PMID: 19389845 DOI: 10.1681/asn.2008080863] [Citation(s) in RCA: 60] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
The molecular changes in the parenchyma that reflect disturbances in the function of kidney transplants are unknown. We studied the relationships among histopathology, gene expression, and renal function in 146 human kidney transplant biopsies performed for clinical indications. Impaired function (estimated GFR) correlated with tubular atrophy and fibrosis but not with inflammation or rejection. Functional deterioration before biopsy correlated with inflammation and tubulitis and was greater in cases of rejection. Microarray analysis revealed a correlation between impaired renal function and altered expression of sets of transcripts consistent with tissue injury but not with those consistent with cytotoxic T cell infiltration or IFN-gamma effects. Multivariate analysis of clinical variables, histologic lesions, and transcript sets confirmed that expression of injury-related transcript sets independently correlated with renal function. Analysis of individual genes confirmed that the transcripts with the greatest positive or negative correlations with renal function were those suggestive of response to injury and parenchymal dedifferentiation not inflammation. We defined new sets of genes based on individual transcripts that correlated with renal function, and these highly correlated with the previously developed injury sets and with atrophy and fibrosis. Thus, in biopsies performed for clinical reasons, functional disturbances are reflected in transcriptome changes representing tissue injury and dedifferentiation but not the inflammatory burden.
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Affiliation(s)
- Sakarn Bunnag
- Department of Medicine, Division of Nephrology & Immunology, University of Alberta, Edmonton, Alberta, Canada
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Hidalgo LG, Reeve J, Campbell PM, Halloran PF. 125-P: Microarray analysis of renal transplant biopsies shows a correlation between inflammation associated transcripts and % class II PRA. Hum Immunol 2008. [DOI: 10.1016/j.humimm.2008.08.144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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