Transcriptional responses define dysregulated immune activation in Hepatitis C (HCV)-naïve recipients of HCV-infected donor kidneys
PLOS ONE
RESEARCH ARTICLE
Transcriptional responses define
dysregulated immune activation in Hepatitis C
(HCV)-naïve recipients of HCV-infected donor
kidneys
Julie M. Steinbrink ID1,2*, Cameron Miller2, Rachel A. Myers2, Scott Sanoff3, Anna Mazur2,
Thomas W. Burke ID2, Jennifer Byrns4, Annette M. Jackson5, Xunrong Luo3, Micah
T. McClain1,2,6
a1111111111
a1111111111
a1111111111
a1111111111
a1111111111
1 Division of Infectious Diseases, Department of Medicine, Duke University Medical Center, Durham, NC,
United States of America, 2 Center for Applied Genomics & Precision Medicine, Department of Medicine,
Duke University, Durham, NC, United States of America, 3 Division of Nephrology, Department of Medicine,
Duke University Medical Center, Durham, NC, United States of America, 4 Department of Pharmacy, Duke
University Medical Center, Durham, NC, United States of America, 5 Departments of Surgery and
Immunology, Duke University, Durham, NC, United States of America, 6 Division of Infectious Diseases,
Durham Veterans Affairs Health Care System, Durham, NC, United States of America
*
OPEN ACCESS
Citation: Steinbrink JM, Miller C, Myers RA, Sanoff
S, Mazur A, Burke TW, et al. (2023) Transcriptional
responses define dysregulated immune activation
in Hepatitis C (HCV)-naïve recipients of HCVinfected donor kidneys. PLoS ONE 18(1):
e0280602. https://doi.org/10.1371/journal.
pone.0280602
Editor: Jason T. Blackard, University of Cincinnati
College of Medicine, UNITED STATES
Received: August 27, 2022
Accepted: January 3, 2023
Published: January 26, 2023
Copyright: © 2023 Steinbrink et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited.
Data Availability Statement: All relevant data are
available at GEO under the accession number:
GSE213705.
Funding: This work was supported by a grant from
the American Society of Transplantation Research
Network (https://www.myast.org) and CareDx
(https://caredx.com) (J.M.S., X.L.). The funders
had no role in study design, data collection and
analysis, decision to publish, or preparation of the
manuscript.
Abstract
Renal transplantation from hepatitis C (HCV) nucleic acid amplification test-positive (NAATpositive) donors to uninfected recipients has greatly increased the organ donation pool.
However, there is concern for adverse outcomes in these recipients due to dysregulated
immunologic activation secondary to active inflammation from acute viremia at the time of
transplantation. This includes increased rates of cytomegalovirus (CMV) DNAemia and allograft rejection. In this study, we evaluate transcriptional responses in circulating leukocytes
to define the character, timing, and resolution of this immune dysregulation and assess for
biomarkers of adverse outcomes in transplant patients. We enrolled 67 renal transplant
recipients (30 controls, 37 HCV recipients) and performed RNA sequencing on serial samples from one, 3-, and 6-months post-transplant. CMV DNAemia and allograft rejection outcomes were measured. Least absolute shrinkage and selection operator was utilized to
develop gene expression classifiers predictive of clinical outcomes. Acute HCV incited a
marked transcriptomic response in circulating leukocytes of renal transplant recipients in the
acute post-transplant setting, despite the presence of immunosuppression, with 109 genes
significantly differentially expressed compared to controls. These HCV infection-associated
genes were reflective of antiviral immune pathways and generally resolved by the 3-month
timepoint after sustained viral response (SVR) for HCV. Differential gene expression was
also noted from patients who developed CMV DNAemia or allograft rejection compared to
those who did not, although transcriptomic classifiers could not accurately predict these outcomes, likely due to sample size and variable time-to-event. Acute HCV infection incites evidence of immune activation and canonical antiviral responses in the human host even in the
presence of systemic immunosuppression. After treatment of HCV with antiviral therapy
and subsequent aviremia, this immune activation resolves. Changes in gene expression
PLOS ONE | https://doi.org/10.1371/journal.pone.0280602 January 26, 2023
1 / 19
PLOS ONE
Competing interests: The authors have declared
that no competing interests exist.
Abbreviations: AUROC, area under a receiver
operating characteristic; BP, biological process; C,
Celsius; CC, cellular component; CMV,
cytomegalovirus; CPM, counts per million; CST7,
cystatin F; D, donor; DEA, differential expression
analysis; DSA, donor specific antibody; DUMC,
Duke University Medical Center; FDR, false
discovery rate; GO, gene ontology; GSEA, gene set
enrichment analysis; HCV, hepatitis C virus; HSV,
herpes simplex virus; IFIT, interferon-induced
proteins; IQR, interquartile range; ISGs, interferon
stimulated genes; IRB, institutional review board;
IU, international units; LASSO, least absolute
shrinkage and selection operator; Log2FC, log2 fold
change; LOOCV, leave-one-out cross-validation;
MF, molecular function; mL, milliliters; OASL,
oligoadenylate synthetase-like; NAAT, positive:
nucleic acid amplification test-positive; PCR,
polymerase chain reaction; R, recipient; ROC,
receiver operating characteristic; SD, standard
deviation; STAR, spliced transcripts alignment to a
reference; SVR12, sustained virologic response 12
weeks after HCV treatment; TMM, trimmed mean
of M-values.
Transcriptional responses in Hepatitis C renal transplantation
patterns in circulating leukocytes are associated with some clinical outcomes, although
larger studies are needed to develop accurate predictive classifiers of these events.
Introduction
There is a large disparity between the available number of kidney organ donors and recipients
on the transplant waitlist–patients spend years on hemodialysis waiting for a kidney. Hepatitis
C (HCV) nucleic acid antigen positive (NAAT-positive) donors are therefore being transplanted at a rapidly escalating rate to uninfected recipients to increase organ availability. This
is due to the significant advancements made in the development of direct acting antiviral medications for the treatment and cure of HCV. These medications offer many benefits including
high potency, low side effect profile, and pan-genotypic coverage [1–3].
However, there is concern that active HCV viremia results in an inflammatory state at the
time of transplant and this may have downstream immunologic effects on the transplant recipient. The full extent of such effects is still being clarified. There have been reports of increased
incidence of adverse outcomes in HCV transplant recipients, including increased incidence of
de novo donor specific antibodies (DSA), allograft rejection, and reactivation of opportunistic
viral infections, such as cytomeg (...truncated)