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Discovery and validation of a novel blood‐based molecular biomarker of rejection following liver transplantation
Noninvasive biomarker profiles of acute rejection (AR) could affect the management of liver transplant (LT) recipients. Peripheral blood was collected following LT for discovery (Northwestern University [NU]) and validation (National Institute of Allergy and Infectious Diseases Clinical Trials in Or...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7496674/ https://www.ncbi.nlm.nih.gov/pubmed/32356368 http://dx.doi.org/10.1111/ajt.15953 |
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author | Levitsky, Josh Asrani, Sumeet K. Schiano, Thomas Moss, Adyr Chavin, Kenneth Miller, Charles Guo, Kexin Zhao, Lihui Kandpal, Manoj Bridges, Nancy Brown, Merideth Armstrong, Brian Kurian, Sunil Demetris, Anthony J. Abecassis, Michael |
author_facet | Levitsky, Josh Asrani, Sumeet K. Schiano, Thomas Moss, Adyr Chavin, Kenneth Miller, Charles Guo, Kexin Zhao, Lihui Kandpal, Manoj Bridges, Nancy Brown, Merideth Armstrong, Brian Kurian, Sunil Demetris, Anthony J. Abecassis, Michael |
author_sort | Levitsky, Josh |
collection | PubMed |
description | Noninvasive biomarker profiles of acute rejection (AR) could affect the management of liver transplant (LT) recipients. Peripheral blood was collected following LT for discovery (Northwestern University [NU]) and validation (National Institute of Allergy and Infectious Diseases Clinical Trials in Organ Transplantation [CTOT]‐14 study). Blood gene profiling was paired with biopsies showing AR or ADNR (acute dysfunction no rejection) as well as stable graft function samples (Transplant eXcellent—TX). CTOT‐14 subjects had serial collections prior to AR, ADNR, TX, and after AR treatment. NU cohort gene expression (46 AR, 45 TX) was analyzed using random forest models to generate a classifier training set (36 gene probe) distinguishing AR vs TX (area under the curve 0.92). The algorithm and threshold were locked and tested on the CTOT‐14 validation cohort (14 AR, 50 TX), yielding an accuracy of 0.77, sensitivity 0.57, specificity 0.82, positive predictive value (PPV) 0.47, and negative predictive value (NPV) 0.87 for AR vs TX. The probability score line slopes were positive preceding AR, and negative preceding TX and non‐AR (TX + ADNR) (P ≤ .001) and following AR treatment. In conclusion, we have developed a blood biomarker diagnostic for AR that can be detected prior to AR‐associated graft injury as well a normal graft function (non‐AR). Further studies are needed to evaluate its utility in precision‐guided immunosuppression optimization following LT. |
format | Online Article Text |
id | pubmed-7496674 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-74966742020-09-25 Discovery and validation of a novel blood‐based molecular biomarker of rejection following liver transplantation Levitsky, Josh Asrani, Sumeet K. Schiano, Thomas Moss, Adyr Chavin, Kenneth Miller, Charles Guo, Kexin Zhao, Lihui Kandpal, Manoj Bridges, Nancy Brown, Merideth Armstrong, Brian Kurian, Sunil Demetris, Anthony J. Abecassis, Michael Am J Transplant ORIGINAL ARTICLES Noninvasive biomarker profiles of acute rejection (AR) could affect the management of liver transplant (LT) recipients. Peripheral blood was collected following LT for discovery (Northwestern University [NU]) and validation (National Institute of Allergy and Infectious Diseases Clinical Trials in Organ Transplantation [CTOT]‐14 study). Blood gene profiling was paired with biopsies showing AR or ADNR (acute dysfunction no rejection) as well as stable graft function samples (Transplant eXcellent—TX). CTOT‐14 subjects had serial collections prior to AR, ADNR, TX, and after AR treatment. NU cohort gene expression (46 AR, 45 TX) was analyzed using random forest models to generate a classifier training set (36 gene probe) distinguishing AR vs TX (area under the curve 0.92). The algorithm and threshold were locked and tested on the CTOT‐14 validation cohort (14 AR, 50 TX), yielding an accuracy of 0.77, sensitivity 0.57, specificity 0.82, positive predictive value (PPV) 0.47, and negative predictive value (NPV) 0.87 for AR vs TX. The probability score line slopes were positive preceding AR, and negative preceding TX and non‐AR (TX + ADNR) (P ≤ .001) and following AR treatment. In conclusion, we have developed a blood biomarker diagnostic for AR that can be detected prior to AR‐associated graft injury as well a normal graft function (non‐AR). Further studies are needed to evaluate its utility in precision‐guided immunosuppression optimization following LT. John Wiley and Sons Inc. 2020-05-25 2020-08 /pmc/articles/PMC7496674/ /pubmed/32356368 http://dx.doi.org/10.1111/ajt.15953 Text en © 2020 The Authors. American Journal of Transplantation published by Wiley Periodicals LLC on behalf of The American Society of Transplantation and the American Society of Transplant Surgeons This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes. |
spellingShingle | ORIGINAL ARTICLES Levitsky, Josh Asrani, Sumeet K. Schiano, Thomas Moss, Adyr Chavin, Kenneth Miller, Charles Guo, Kexin Zhao, Lihui Kandpal, Manoj Bridges, Nancy Brown, Merideth Armstrong, Brian Kurian, Sunil Demetris, Anthony J. Abecassis, Michael Discovery and validation of a novel blood‐based molecular biomarker of rejection following liver transplantation |
title | Discovery and validation of a novel blood‐based molecular biomarker of rejection following liver transplantation |
title_full | Discovery and validation of a novel blood‐based molecular biomarker of rejection following liver transplantation |
title_fullStr | Discovery and validation of a novel blood‐based molecular biomarker of rejection following liver transplantation |
title_full_unstemmed | Discovery and validation of a novel blood‐based molecular biomarker of rejection following liver transplantation |
title_short | Discovery and validation of a novel blood‐based molecular biomarker of rejection following liver transplantation |
title_sort | discovery and validation of a novel blood‐based molecular biomarker of rejection following liver transplantation |
topic | ORIGINAL ARTICLES |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7496674/ https://www.ncbi.nlm.nih.gov/pubmed/32356368 http://dx.doi.org/10.1111/ajt.15953 |
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