Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2020
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
_version_ 1783583149984317440
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
work_keys_str_mv AT levitskyjosh discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT asranisumeetk discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT schianothomas discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT mossadyr discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT chavinkenneth discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT millercharles discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT guokexin discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT zhaolihui discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT kandpalmanoj discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT bridgesnancy discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT brownmerideth discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT armstrongbrian discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT kuriansunil discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT demetrisanthonyj discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT abecassismichael discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation
AT discoveryandvalidationofanovelbloodbasedmolecularbiomarkerofrejectionfollowinglivertransplantation