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Dissecting the impact of molecular T-cell HLA mismatches in kidney transplant failure: A retrospective cohort study
INTRODUCTION: Kidney transplantation is the optimal treatment in end-stage kidney disease, but de-novo donor specific antibody development continues to negatively impact patients undergoing kidney transplantation. One of the recent advances in solid organ transplantation has been the definition of m...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9730505/ https://www.ncbi.nlm.nih.gov/pubmed/36505483 http://dx.doi.org/10.3389/fimmu.2022.1067075 |
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author | Lemieux, William Fleischer, David Yang, Archer Yi Niemann, Matthias Oualkacha, Karim Klement, William Richard, Lucie Polychronakos, Constantin Liwski, Robert Claas, Frans Gebel, Howard M. Keown, Paul A. Lewin, Antoine Sapir-Pichhadze, Ruth |
author_facet | Lemieux, William Fleischer, David Yang, Archer Yi Niemann, Matthias Oualkacha, Karim Klement, William Richard, Lucie Polychronakos, Constantin Liwski, Robert Claas, Frans Gebel, Howard M. Keown, Paul A. Lewin, Antoine Sapir-Pichhadze, Ruth |
author_sort | Lemieux, William |
collection | PubMed |
description | INTRODUCTION: Kidney transplantation is the optimal treatment in end-stage kidney disease, but de-novo donor specific antibody development continues to negatively impact patients undergoing kidney transplantation. One of the recent advances in solid organ transplantation has been the definition of molecular mismatching between donors and recipients’ Human Leukocyte Antigens (HLA). While not fully integrated in standard clinical care, cumulative molecular mismatch at the level of eplets (EMM) as well as the PIRCHE-II score have shown promise in predicting transplant outcomes. In this manuscript, we sought to study whether certain T-cell molecular mismatches (TcEMM) were highly predictive of death-censored graft failure (DCGF). METHODS: We studied a retrospective cohort of kidney donor:recipient pairs from the Scientific Registry of Transplant Recipients (2000-2015). Allele level HLA-A, B, C, DRB1 and DQB1 types were imputed from serologic types using the NMDP algorithm. TcEMMs were then estimated using the PIRCHE-II algorithm. Multivariable Accelerated Failure Time (AFT) models assessed the association between each TcEMM and DCGF. To discriminate between TcEMMs most predictive of DCGF, we fit multivariable Lasso penalized regression models. We identified co-expressed TcEMMs using weighted correlation network analysis (WGCNA). Finally, we conducted sensitivity analyses to address PIRCHE and IMGT/HLA version updates. RESULTS: A total of 118,309 donor:recipient pairs meeting the eligibility criteria were studied. When applying the PIRCHE-II algorithm, we identified 1,935 distinct TcEMMs at the population level. A total of 218 of the observed TcEMM were independently associated with DCGF by AFT models. The Lasso penalized regression model with post selection inference identified a smaller subset of 86 TcEMMs (56 and 30 TcEMM derived from HLA Class I and II, respectively) to be highly predictive of DCGF. Of the observed TcEMM, 38.14% appeared as profiles of highly co-expressed TcEMMs. In addition, sensitivity analyses identified that the selected TcEMM were congruent across IMGT/HLA versions. CONCLUSION: In this study, we identified subsets of TcEMMs highly predictive of DCGF and profiles of co-expressed mismatches. Experimental verification of these TcEMMs determining immune responses and how they may interact with EMM as predictors of transplant outcomes would justify their consideration in organ allocation schemes and for modifying immunosuppression regimens. |
format | Online Article Text |
id | pubmed-9730505 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97305052022-12-09 Dissecting the impact of molecular T-cell HLA mismatches in kidney transplant failure: A retrospective cohort study Lemieux, William Fleischer, David Yang, Archer Yi Niemann, Matthias Oualkacha, Karim Klement, William Richard, Lucie Polychronakos, Constantin Liwski, Robert Claas, Frans Gebel, Howard M. Keown, Paul A. Lewin, Antoine Sapir-Pichhadze, Ruth Front Immunol Immunology INTRODUCTION: Kidney transplantation is the optimal treatment in end-stage kidney disease, but de-novo donor specific antibody development continues to negatively impact patients undergoing kidney transplantation. One of the recent advances in solid organ transplantation has been the definition of molecular mismatching between donors and recipients’ Human Leukocyte Antigens (HLA). While not fully integrated in standard clinical care, cumulative molecular mismatch at the level of eplets (EMM) as well as the PIRCHE-II score have shown promise in predicting transplant outcomes. In this manuscript, we sought to study whether certain T-cell molecular mismatches (TcEMM) were highly predictive of death-censored graft failure (DCGF). METHODS: We studied a retrospective cohort of kidney donor:recipient pairs from the Scientific Registry of Transplant Recipients (2000-2015). Allele level HLA-A, B, C, DRB1 and DQB1 types were imputed from serologic types using the NMDP algorithm. TcEMMs were then estimated using the PIRCHE-II algorithm. Multivariable Accelerated Failure Time (AFT) models assessed the association between each TcEMM and DCGF. To discriminate between TcEMMs most predictive of DCGF, we fit multivariable Lasso penalized regression models. We identified co-expressed TcEMMs using weighted correlation network analysis (WGCNA). Finally, we conducted sensitivity analyses to address PIRCHE and IMGT/HLA version updates. RESULTS: A total of 118,309 donor:recipient pairs meeting the eligibility criteria were studied. When applying the PIRCHE-II algorithm, we identified 1,935 distinct TcEMMs at the population level. A total of 218 of the observed TcEMM were independently associated with DCGF by AFT models. The Lasso penalized regression model with post selection inference identified a smaller subset of 86 TcEMMs (56 and 30 TcEMM derived from HLA Class I and II, respectively) to be highly predictive of DCGF. Of the observed TcEMM, 38.14% appeared as profiles of highly co-expressed TcEMMs. In addition, sensitivity analyses identified that the selected TcEMM were congruent across IMGT/HLA versions. CONCLUSION: In this study, we identified subsets of TcEMMs highly predictive of DCGF and profiles of co-expressed mismatches. Experimental verification of these TcEMMs determining immune responses and how they may interact with EMM as predictors of transplant outcomes would justify their consideration in organ allocation schemes and for modifying immunosuppression regimens. Frontiers Media S.A. 2022-11-24 /pmc/articles/PMC9730505/ /pubmed/36505483 http://dx.doi.org/10.3389/fimmu.2022.1067075 Text en Copyright © 2022 Lemieux, Fleischer, Yang, Niemann, Oualkacha, Klement, Richard, Polychronakos, Liwski, Claas, Gebel, Keown, Lewin and Sapir-Pichhadze https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Immunology Lemieux, William Fleischer, David Yang, Archer Yi Niemann, Matthias Oualkacha, Karim Klement, William Richard, Lucie Polychronakos, Constantin Liwski, Robert Claas, Frans Gebel, Howard M. Keown, Paul A. Lewin, Antoine Sapir-Pichhadze, Ruth Dissecting the impact of molecular T-cell HLA mismatches in kidney transplant failure: A retrospective cohort study |
title | Dissecting the impact of molecular T-cell HLA mismatches in kidney transplant failure: A retrospective cohort study |
title_full | Dissecting the impact of molecular T-cell HLA mismatches in kidney transplant failure: A retrospective cohort study |
title_fullStr | Dissecting the impact of molecular T-cell HLA mismatches in kidney transplant failure: A retrospective cohort study |
title_full_unstemmed | Dissecting the impact of molecular T-cell HLA mismatches in kidney transplant failure: A retrospective cohort study |
title_short | Dissecting the impact of molecular T-cell HLA mismatches in kidney transplant failure: A retrospective cohort study |
title_sort | dissecting the impact of molecular t-cell hla mismatches in kidney transplant failure: a retrospective cohort study |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9730505/ https://www.ncbi.nlm.nih.gov/pubmed/36505483 http://dx.doi.org/10.3389/fimmu.2022.1067075 |
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