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Pineda S, Sigdel TK, Chen J, Jackson AM, Sirota M, Sarwal MM. Novel Non-Histocompatibility Antigen Mismatched Variants Improve the Ability to Predict Antibody-Mediated Rejection Risk in Kidney Transplant. Front Immunol 2017; 8:1687. [PMID: 29259604 PMCID: PMC5723302 DOI: 10.3389/fimmu.2017.01687] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2017] [Accepted: 11/16/2017] [Indexed: 12/27/2022] Open
Abstract
Transplant rejection is the critical clinical end-point limiting indefinite survival after histocompatibility antigen (HLA) mismatched organ transplantation. The predominant cause of late graft loss is antibody-mediated rejection (AMR), a process whereby injury to the organ is caused by donor-specific antibodies, which bind to HLA and non-HLA (nHLA) antigens. AMR is incompletely diagnosed as donor/recipient (D/R) matching is only limited to the HLA locus and critical nHLA immunogenic antigens remain to be identified. We have developed an integrative computational approach leveraging D/R exome sequencing and gene expression to predict clinical post-transplant outcome. We performed a rigorous statistical analysis of 28 highly annotated D/R kidney transplant pairs with biopsy-confirmed clinical outcomes of rejection [either AMR or T-cell-mediated rejection (CMR)] and no-rejection (NoRej), identifying a significantly higher number of mismatched nHLA variants in AMR (ANOVA—p-value = 0.02). Using Fisher’s exact test, we identified 123 variants associated mainly with risk of AMR (p-value < 0.001). In addition, we applied a machine-learning technique to circumvent the issue of statistical power and we found a subset of 65 variants using random forest, that are predictive of post-tx AMR showing a very low error rate. These variants are functionally relevant to the rejection process in the kidney and AMR as they relate to genes and/or expression quantitative trait loci (eQTLs) that are enriched in genes expressed in kidney and vascular endothelium and underlie the immunobiology of graft rejection. In addition to current D/R HLA mismatch evaluation, additional mismatch nHLA D/R variants will enhance the stratification of post-tx AMR risk even before engraftment of the organ. This innovative study design is applicable in all solid organ transplants, where the impact of mitigating AMR on graft survival may be greater, with considerable benefits on improving human morbidity and mortality and opens the door to precision immunosuppression and extended tx survival.
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Affiliation(s)
- Silvia Pineda
- Division of Transplant Surgery, Department of Surgery, University of California, San Francisco (UCSF), San Francisco, CA, United States.,Institute for Computational Health Sciences, University of California, San Francisco (UCSF), San Francisco, CA, United States
| | - Tara K Sigdel
- Division of Transplant Surgery, Department of Surgery, University of California, San Francisco (UCSF), San Francisco, CA, United States
| | - Jieming Chen
- Institute for Computational Health Sciences, University of California, San Francisco (UCSF), San Francisco, CA, United States
| | - Annette M Jackson
- Department of Medicine, Division of Immunogenetics and Transplantation Immunology, The Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Marina Sirota
- Institute for Computational Health Sciences, University of California, San Francisco (UCSF), San Francisco, CA, United States.,Department of Pediatrics, University of California, San Francisco (UCSF), San Francisco, CA, United States
| | - Minnie M Sarwal
- Division of Transplant Surgery, Department of Surgery, University of California, San Francisco (UCSF), San Francisco, CA, United States
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Ghisdal L, Baron C, Lebranchu Y, Viklický O, Konarikova A, Naesens M, Kuypers D, Dinic M, Alamartine E, Touchard G, Antoine T, Essig M, Rerolle JP, Merville P, Taupin JL, Le Meur Y, Grall‐Jezequel A, Glowacki F, Noël C, Legendre C, Anglicheau D, Broeders N, Coppieters W, Docampo E, Georges M, Ajarchouh Z, Massart A, Racapé J, Abramowicz D, Abramowicz M. Genome-Wide Association Study of Acute Renal Graft Rejection. Am J Transplant 2017; 17:201-209. [PMID: 27272414 PMCID: PMC5215306 DOI: 10.1111/ajt.13912] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2016] [Revised: 04/29/2016] [Accepted: 05/23/2016] [Indexed: 01/25/2023]
Abstract
Acute renal rejection is a major risk factor for chronic allograft dysfunction and long-term graft loss. We performed a genome-wide association study to detect loci associated with biopsy-proven acute T cell-mediated rejection occurring in the first year after renal transplantation. In a discovery cohort of 4127 European renal allograft recipients transplanted in eight European centers, we used a DNA pooling approach to compare 275 cases and 503 controls. In an independent replication cohort of 2765 patients transplanted in two European countries, we identified 313 cases and 531 controls, in whom we genotyped individually the most significant single nucleotide polymorphisms (SNPs) from the discovery cohort. In the discovery cohort, we found five candidate loci tagged by a number of contiguous SNPs (more than five) that was never reached in iterative in silico permutations of our experimental data. In the replication cohort, two loci remained significantly associated with acute rejection in both univariate and multivariate analysis. One locus encompasses PTPRO, coding for a receptor-type tyrosine kinase essential for B cell receptor signaling. The other locus involves ciliary gene CCDC67, in line with the emerging concept of a shared building design between the immune synapse and the primary cilium.
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Affiliation(s)
- L. Ghisdal
- Department of Nephrology, Dialysis, and TransplantationHôpital Erasme (Université Libre de Bruxelles)BrusselsBelgium,Present address: Department of NephrologyCentre Hospitalier EpiCURABaudourBelgium
| | - C. Baron
- Department of NephrologyCentre Hospitalier Régional Universitaire de ToursToursFrance
| | - Y. Lebranchu
- Department of NephrologyCentre Hospitalier Régional Universitaire de ToursToursFrance
| | - O. Viklický
- Department of NephrologyTransplant CentreInstitute for Clinical and Experimental MedicinePragueCzech Republic
| | - A. Konarikova
- Department of NephrologyTransplant CentreInstitute for Clinical and Experimental MedicinePragueCzech Republic
| | - M. Naesens
- Department of Microbiology and ImmunologyKU LeuvenUniversity of LeuvenLeuvenBelgium,Department of NephrologyUniversity Hospitals LeuvenLeuvenBelgium
| | - D. Kuypers
- Department of Microbiology and ImmunologyKU LeuvenUniversity of LeuvenLeuvenBelgium,Department of NephrologyUniversity Hospitals LeuvenLeuvenBelgium
| | - M. Dinic
- Department of NephrologyCentre Hospitalier Universitaire de Saint‐EtienneSaint‐EtienneFrance
| | - E. Alamartine
- Department of NephrologyCentre Hospitalier Universitaire de Saint‐EtienneSaint‐EtienneFrance
| | - G. Touchard
- Department of NephrologyCentre Hospitalier Universitaire de PoitiersPoitiersFrance
| | - T. Antoine
- Department of NephrologyCentre Hospitalier Universitaire de PoitiersPoitiersFrance
| | - M. Essig
- Department of Nephrology, Dialysis, TransplantationCentre Hospitalier Universitaire de Limoges and INSERM UMR 850 (Université de Limoges)LimogesFrance
| | - J. P. Rerolle
- Department of Nephrology, Dialysis, TransplantationCentre Hospitalier Universitaire de Limoges and INSERM UMR 850 (Université de Limoges)LimogesFrance
| | - P. Merville
- Department of NephrologyCentre Hospitalier Universitaire de BordeauxBordeauxFrance
| | - J. L. Taupin
- Department of Immunology and HistocompatibilityHôpital Saint‐LouisParisFrance
| | - Y. Le Meur
- Department of NephrologyCentre Hospitalier Universitaire la Cavale blancheBrestFrance
| | - A. Grall‐Jezequel
- Department of NephrologyCentre Hospitalier Universitaire la Cavale blancheBrestFrance
| | - F. Glowacki
- Department of NephrologyCentre Régional Hospitalier Universitaire de LilleLilleFrance
| | - C. Noël
- Department of NephrologyCentre Régional Hospitalier Universitaire de LilleLilleFrance
| | - C. Legendre
- Department of Renal TransplantationUniversité Paris Descartes and Hôpital NeckerAssistance Publique‐Hôpitaux de ParisParisFrance
| | - D. Anglicheau
- Department of Renal TransplantationUniversité Paris Descartes and Hôpital NeckerAssistance Publique‐Hôpitaux de ParisParisFrance
| | - N. Broeders
- Department of Nephrology, Dialysis, and TransplantationHôpital Erasme (Université Libre de Bruxelles)BrusselsBelgium
| | - W. Coppieters
- Unit of Animal GenomicsGroupe Interdisciplinaire de Génoprotéomique Appliquée‐Research (GIGA‐R)University of LiègeLiègeBelgium
| | - E. Docampo
- Unit of Animal GenomicsGroupe Interdisciplinaire de Génoprotéomique Appliquée‐Research (GIGA‐R)University of LiègeLiègeBelgium
| | - M. Georges
- Unit of Animal GenomicsGroupe Interdisciplinaire de Génoprotéomique Appliquée‐Research (GIGA‐R)University of LiègeLiègeBelgium
| | - Z. Ajarchouh
- Institute of Interdisciplinary Research in Molecular and Human biology (IRIBHM)Université Libre de BruxellesBrusselsBelgium
| | - A. Massart
- Department of Nephrology, Dialysis, and TransplantationHôpital Erasme (Université Libre de Bruxelles)BrusselsBelgium,Institute of Interdisciplinary Research in Molecular and Human biology (IRIBHM)Université Libre de BruxellesBrusselsBelgium
| | - J. Racapé
- Centre of EpidemiologyBiostatistic and Clinical ResearchSchool of Public Health (Université Libre de Bruxelles)BrusselsBelgium
| | - D. Abramowicz
- Department of Nephrology, Dialysis, and TransplantationHôpital Erasme (Université Libre de Bruxelles)BrusselsBelgium,Department of NephrologyAntwerp University HospitalAntwerpenBelgium
| | - M. Abramowicz
- Institute of Interdisciplinary Research in Molecular and Human biology (IRIBHM)Université Libre de BruxellesBrusselsBelgium,Medical Genetics DepartmentHôpital Erasme (Université Libre de Bruxelles)BrusselsBelgium
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Goldfarb-Rumyantzev AS, Naiman N. Genetic predictors of acute renal transplant rejection. Nephrol Dial Transplant 2010; 25:1039-47. [DOI: 10.1093/ndt/gfp782] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
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