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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.
- Source :
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EBioMedicine [EBioMedicine] 2019 Mar; Vol. 41, pp. 571-583. Date of Electronic Publication: 2019 Mar 02. - Publication Year :
- 2019
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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.<br />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.<br />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, 2.5 <superscript>th</superscript> -97.5 <superscript>th</superscript> 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.<br />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.<br /> (Copyright © 2019. Published by Elsevier B.V.)
- Subjects :
- Adolescent
Adult
Aged
Antigens, CD genetics
Area Under Curve
Cross-Sectional Studies
Female
GPI-Linked Proteins genetics
Humans
Interferon-gamma genetics
Longitudinal Studies
Male
Middle Aged
Nuclear Receptor Subfamily 1, Group F, Member 3 genetics
Polyomavirus pathogenicity
ROC Curve
Semaphorins genetics
T-Lymphocytes metabolism
Transcriptome
Young Adult
Graft Rejection etiology
Kidney Transplantation adverse effects
T-Lymphocytes immunology
Subjects
Details
- Language :
- English
- ISSN :
- 2352-3964
- Volume :
- 41
- Database :
- MEDLINE
- Journal :
- EBioMedicine
- Publication Type :
- Academic Journal
- Accession number :
- 30833191
- Full Text :
- https://doi.org/10.1016/j.ebiom.2019.01.060