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 samplesResearch in context
Sofia Christakoudi,
Manohursingh Runglall,
Paula Mobillo,
Tjir-Li Tsui,
Claire Duff,
Clara Domingo-Vila,
Yogesh Kamra,
Florence Delaney,
Rosa Montero,
Anastasia Spiridou,
Theodoros Kassimatis,
Sui Phin-Kon,
Beatriz Tucker,
Christopher Farmer,
Terry B. Strom,
Graham M. Lord,
Irene Rebollo-Mesa,
Daniel Stahl,
Steven Sacks,
Maria P. Hernandez-Fuentes,
Paramit Chowdhury
Affiliations
Sofia Christakoudi
Maria P Hernandez-Fuentes and Paramit Chowdhury, Renal Unit, Guy's and St Thomas' NSH Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom; Biostatistics and Health Informatics Department, Institute of Psychiatry Psychology and Neuroscience, King's College London, 16 De Crespigny Park, London SE5 8AF, United Kingdom; Currently at Epidemiology and Biostatistics Department, Imperial College London, St Mary's Campus, Norfolk Place, London W2 1PG, United Kingdom
Manohursingh Runglall
NIHR Comprehensive Biomedical Research Centre at Guy's and St Thomas' NHS Foundation Trust in partnership with King's College London and King's College Hospital, United Kingdom
Paula Mobillo
Maria P Hernandez-Fuentes and Paramit Chowdhury, Renal Unit, Guy's and St Thomas' NSH Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom
Tjir-Li Tsui
Maria P Hernandez-Fuentes and Paramit Chowdhury, Renal Unit, Guy's and St Thomas' NSH Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom; NIHR Comprehensive Biomedical Research Centre at Guy's and St Thomas' NHS Foundation Trust in partnership with King's College London and King's College Hospital, United Kingdom; Renal Unit, Guy's and St Thomas' NHS Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom
Claire Duff
Maria P Hernandez-Fuentes and Paramit Chowdhury, Renal Unit, Guy's and St Thomas' NSH Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom; NIHR Comprehensive Biomedical Research Centre at Guy's and St Thomas' NHS Foundation Trust in partnership with King's College London and King's College Hospital, United Kingdom
Clara Domingo-Vila
Maria P Hernandez-Fuentes and Paramit Chowdhury, Renal Unit, Guy's and St Thomas' NSH Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom
Yogesh Kamra
Maria P Hernandez-Fuentes and Paramit Chowdhury, Renal Unit, Guy's and St Thomas' NSH Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom; NIHR Comprehensive Biomedical Research Centre at Guy's and St Thomas' NHS Foundation Trust in partnership with King's College London and King's College Hospital, United Kingdom
Florence Delaney
NIHR Comprehensive Biomedical Research Centre at Guy's and St Thomas' NHS Foundation Trust in partnership with King's College London and King's College Hospital, United Kingdom
Rosa Montero
Renal Unit, Guy's and St Thomas' NHS Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom; Royal Berkshire NHS Foundation Trust, Reading, United Kingdom
Anastasia Spiridou
NIHR Comprehensive Biomedical Research Centre at Guy's and St Thomas' NHS Foundation Trust in partnership with King's College London and King's College Hospital, United Kingdom; Currently at Great Ormond Street Hospital, Great Ormond Street, London WC1N 3JH, United Kingdom
Theodoros Kassimatis
Maria P Hernandez-Fuentes and Paramit Chowdhury, Renal Unit, Guy's and St Thomas' NSH Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom
Sui Phin-Kon
King's College Hospital NHS Foundation Trust, Denmark Hill, London SE5 9RS, United Kingdom
Beatriz Tucker
King's College Hospital NHS Foundation Trust, Denmark Hill, London SE5 9RS, United Kingdom
Christopher Farmer
Department of Renal Medicine, East Kent Hospitals University NHS Foundation Trust, Kent, United Kingdom
Terry B. Strom
Department of Medicine, Transplant Institute, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
Graham M. Lord
Maria P Hernandez-Fuentes and Paramit Chowdhury, Renal Unit, Guy's and St Thomas' NSH Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom; NIHR Comprehensive Biomedical Research Centre at Guy's and St Thomas' NHS Foundation Trust in partnership with King's College London and King's College Hospital, United Kingdom; Renal Unit, Guy's and St Thomas' NHS Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom
Irene Rebollo-Mesa
Maria P Hernandez-Fuentes and Paramit Chowdhury, Renal Unit, Guy's and St Thomas' NSH Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom; Biostatistics and Health Informatics Department, Institute of Psychiatry Psychology and Neuroscience, King's College London, 16 De Crespigny Park, London SE5 8AF, United Kingdom; Currently at UCB Celltech, Slough SL1 4NL, United Kingdom
Daniel Stahl
Biostatistics and Health Informatics Department, Institute of Psychiatry Psychology and Neuroscience, King's College London, 16 De Crespigny Park, London SE5 8AF, United Kingdom
Steven Sacks
Maria P Hernandez-Fuentes and Paramit Chowdhury, Renal Unit, Guy's and St Thomas' NSH Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom
Maria P. Hernandez-Fuentes
Maria P Hernandez-Fuentes and Paramit Chowdhury, Renal Unit, Guy's and St Thomas' NSH Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom; NIHR Comprehensive Biomedical Research Centre at Guy's and St Thomas' NHS Foundation Trust in partnership with King's College London and King's College Hospital, United Kingdom; Currently at UCB Celltech, Slough SL1 4NL, United Kingdom; Correspondence to: Maria P Hernandez-Fuentes and Paramit Chowdhury, Renal Unit, Guy's and St Thomas' NSH Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom;
Paramit Chowdhury
Renal Unit, Guy's and St Thomas' NHS Foundation Trust, Great Maze Pond, London SE1 9RT, United Kingdom; Corresponding author.
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.