Identifying low-grade cellular rejection after heart transplantation in children by using gene expression profiling

Author:

Xin Annie12,Lee Melissa G. Y.123,Hu Yifang4,Ignjatovic Vera25,Shi William Y.123,Shipp Anne6,Praporski Slavica3,Kallies Axel78,Weintraub Robert G.236,Monagle Paul T.25,Smyth Gordon K.49,Konstantinov Igor E.123

Affiliation:

1. Department of Cardiac Surgery, The Royal Children’s Hospital, Melbourne, Australia

2. Department of Paediatrics, University of Melbourne, Melbourne, Australia

3. Heart Research Group, Murdoch Children’s Research Institute, Melbourne, Australia

4. Bioinformatics Division, The Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia

5. Haematology Research Group, Murdoch Children’s Research Institute

6. Department of Cardiology, The Royal Children’s Hospital, Melbourne, Australia

7. Molecular Immunology Division, The Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia

8. Department of Medical Biology, University of Melbourne, Melbourne, Australia

9. School of Mathematics and Statistics, University of Melbourne, Melbourne, Australia

Abstract

Endomyocardial biopsy (EMB) remains the gold standard for detecting rejection after heart transplantation but is costly and invasive. This study aims to distinguish no rejection (0R) from low-grade rejection (1R/2R) after heart transplantation in children by using global gene expression profiling in blood. A total of 106 blood samples with corresponding EMB from 18 children who underwent heart transplantation from 2011 to 2014 were analyzed (18 baseline/pretransplantation samples, 88 EMB samples). Corresponding rejection grades for each blood sample were 0R in 39% (34/88), 1R in 51% (45/88), and 2R in 10% (9/88). mRNA from each sample was sequenced. Differential expression analysis was performed at the gene level. A k-nearest neighbor (kNN) analysis was applied to the most differentially expressed (DE) genes to identify rejection after transplantation. Mean age at transplantation was 10.0 ± 5.4 yr. Expression of B cell and T cell receptor sequences was used to measure the effect of posttransplantation immunosuppression. Follow-up samples had lower levels of immunoglobulin gene families compared with pretransplantation ( P < 3E-5) (lower numbers of activated B cells). T cell receptor alpha and beta gene families had decreased expression in 0R samples compared with pretransplantation ( P < 4E-5) but recovered to near baseline levels in 1R/2R samples. kNN using the most DE gene (MKS1) and k = 9 nearest neighbors correctly identified 83% (73/88) of 1R/2R compared with 0R by leave-one-out cross validation. Using a genomic approach we can distinguish low-grade cellular allograft rejection (1R/2R) from no rejection (0R) after heart transplantation in children despite a wide age range.

Funder

Department of Health, Australian Government | National Health and Medical Research Council (NHMRC)

State Government of Victoria (Victorian Government)

National Heart Foundation of Australia

Department of Education and Training, Australian Government

Royal Australasian College of Surgeons

University of Melbourne

Sylvia and Charles Viertel Foundation

Publisher

American Physiological Society

Subject

Genetics,Physiology

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