TY - JOUR
T1 - Discovery and validation of a novel blood-based molecular biomarker of rejection following liver transplantation
AU - Levitsky, Josh
AU - Asrani, Sumeet K.
AU - Schiano, Thomas
AU - Moss, Adyr
AU - Chavin, Kenneth
AU - Miller, Charles
AU - Guo, Kexin
AU - Zhao, Lihui
AU - Kandpal, Manoj
AU - Bridges, Nancy
AU - Brown, Merideth
AU - Armstrong, Brian
AU - Kurian, Sunil
AU - Demetris, Anthony J.
AU - Abecassis, Michael
N1 - Publisher Copyright:
© 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
PY - 2020/8/1
Y1 - 2020/8/1
N2 - 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.
AB - 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.
KW - biomarker
KW - clinical research/practice
KW - clinical trial
KW - genomics
KW - immunobiology
KW - immunosuppression/immune modulation
KW - liver allograft function/dysfunction
KW - liver transplantation/hepatology
KW - rejection
KW - translational research/science
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U2 - 10.1111/ajt.15953
DO - 10.1111/ajt.15953
M3 - Article
C2 - 32356368
AN - SCOPUS:85085574974
SN - 1600-6135
VL - 20
SP - 2173
EP - 2183
JO - American Journal of Transplantation
JF - American Journal of Transplantation
IS - 8
ER -