Development of a multivariable gene-expression signature targeting T-cell-mediated rejection in peripheral blood of kidney transplant recipients validated in cross-sectional and longitudinal samples
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Published version
Author(s)
Type
Journal Article
Abstract
BACKGROUND: Acute T-cell mediated rejection (TCMR) is usually indicated by alteration in serum-creatinine measurements when considerable transplant damage has already occurred. There is, therefore, a need for non-invasive early detection of immune signals that would precede the onset of rejection, prior to transplant damage. METHODS: We examined the RT-qPCR expression of 22 literature-based genes in peripheral blood samples from 248 patients in the Kidney Allograft Immune Biomarkers of Rejection Episodes (KALIBRE) study. To account for post-transplantation changes unrelated to rejection, we generated time-adjusted gene-expression residuals from linear mixed-effects models in stable patients. To select genes, we used penalised logistic regression based on 27 stable patients and 27 rejectors with biopsy-proven T-cell-mediated rejection, fulfilling strict inclusion/exclusion criteria. We validated this signature in i) an independent group of stable patients and patients with concomitant T-cell and antibody-mediated-rejection, ii) patients from an independent study, iii) cross-sectional pre-biopsy samples from non-rejectors and iv) longitudinal follow-up samples covering the first post-transplant year from rejectors, non-rejectors and stable patients. FINDINGS: A parsimonious TCMR-signature (IFNG, IP-10, ITGA4, MARCH8, RORc, SEMA7A, WDR40A) showed cross-validated area-under-ROC curve 0.84 (0.77-0.88) (median, 2.5th-97.5th centile of fifty cross-validation cycles), sensitivity 0.67 (0.59-0.74) and specificity 0.85 (0.75-0.89). The estimated probability of TCMR increased seven weeks prior to the diagnostic biopsy and decreased after treatment. Gene expression in all patients showed pronounced variability, with up to 24% of the longitudinal samples in stable patients being TCMR-signature positive. In patients with borderline changes, up to 40% of pre-biopsy samples were TCMR-signature positive. INTERPRETATION: Molecular marker alterations in blood emerge well ahead of the time of clinically overt TCMR. Monitoring a TCMR-signature in peripheral blood could unravel T-cell-related pro-inflammatory activity and hidden immunological processes. This additional information could support clinical management decisions in cases of patients with stable but poor kidney function or with inconclusive biopsy results.
Date Issued
2019-03-02
Date Acceptance
2019-01-31
Citation
EBioMedicine, 2019, 41, pp.571-583
ISSN
2352-3964
Publisher
Elsevier
Start Page
571
End Page
583
Journal / Book Title
EBioMedicine
Volume
41
Copyright Statement
© 2019 Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
Identifier
https://www.ncbi.nlm.nih.gov/pubmed/30833191
PII: S2352-3964(19)30066-0
Subjects
Science & Technology
Life Sciences & Biomedicine
Medicine, General & Internal
Medicine, Research & Experimental
General & Internal Medicine
Research & Experimental Medicine
POLYOMAVIRUS
INFECTION
Adolescent
Adult
Aged
Antigens, CD
Area Under Curve
Cross-Sectional Studies
Female
GPI-Linked Proteins
Graft Rejection
Humans
Interferon-gamma
Kidney Transplantation
Longitudinal Studies
Male
Middle Aged
Nuclear Receptor Subfamily 1, Group F, Member 3
Polyomavirus
ROC Curve
Semaphorins
T-Lymphocytes
Transcriptome
Young Adult
T-Lymphocytes
Humans
Polyomavirus
Semaphorins
Antigens, CD
Kidney Transplantation
Area Under Curve
Longitudinal Studies
Cross-Sectional Studies
ROC Curve
Graft Rejection
Adolescent
Adult
Aged
Middle Aged
Female
Male
Interferon-gamma
Young Adult
Nuclear Receptor Subfamily 1, Group F, Member 3
GPI-Linked Proteins
Transcriptome
Publication Status
Published
Coverage Spatial
Netherlands
Date Publish Online
2019-03-02