Please use this identifier to cite or link to this item: http://hdl.handle.net/1942/30203
Title: Memory CD4(+) T cell receptor repertoire data mining as a tool for identifying cytomegalovirus serostatus
Authors: De Neuter, Nicolas
Bartholomeus, Esther
Elias, George
Keersmaekers, Nina
Suls, Arvid
Jansens, Hiide
Smits, Evelien
HENS, Niel 
Beutels, Philippe
Van Damme, Pierre
Mortier, Geert
Van Tendeloo, Viggo
Laukens, Kris
Meysman, Pieter
OGUNJIMI, Benson 
Issue Date: 2019
Publisher: NATURE PUBLISHING GROUP
Source: GENES AND IMMUNITY, 20(3), p. 255-260
Abstract: Pathogens of past and current infections have been identified directly by means of PCR or indirectly by measuring a specific immune response (e.g., antibody titration). Using a novel approach, Emerson and colleagues showed that the cytomegalovirus serostatus can also be accurately determined by using a T cell receptor repertoire data mining approach. In this study, we have sequenced the CD4(+) memory T cell receptor repertoire of a Belgian cohort with known cytomegalovirus serostatus. A random forest classifier was trained on the CMV specific T cell receptor repertoire signature and used to classify individuals in the Belgian cohort. This study shows that the novel approach can be reliably replicated with an equivalent performance as that reported by Emerson and colleagues. Additionally, it provides evidence that the T cell receptor repertoire signature is to a large extent present in the CD4(+) memory repertoire.
Notes: [De Neuter, Nicolas; Laukens, Kris; Meysman, Pieter] Univ Antwerp, Dept Math & Comp Sci, Adrem Data Lab, Antwerp, Belgium. [De Neuter, Nicolas; Laukens, Kris; Meysman, Pieter] Univ Antwerp, Biomed Informat Res Network Antwerp Biomina, Antwerp, Belgium. [De Neuter, Nicolas; Bartholomeus, Esther; Elias, George; Keersmaekers, Nina; Suls, Arvid; Smits, Evelien; Hens, Niel; Beutels, Philippe; Van Damme, Pierre; Mortier, Geert; Van Tendeloo, Viggo; Laukens, Kris; Meysman, Pieter; Ogunjim, Benson] Univ Antwerp, AUDACIS, Antwerp, Belgium. [Bartholomeus, Esther; Suls, Arvid; Mortier, Geert] Univ Antwerp, Antwerp Univ Hosp, Ctr Med Genet, Edegem, Belgium. [Elias, George; Smits, Evelien; Van Tendeloo, Viggo] Univ Antwerp, Vaccine & Infect Dis Inst VAXINFECTIO, LEH, Antwerp, Belgium. [Keersmaekers, Nina; Hens, Niel; Beutels, Philippe; Ogunjim, Benson] Univ Antwerp, Vaccine & Infect Dis Inst VAXINFECTIO, Ctr Hlth Econ Res & Modeling Infect Dis CHERMID, Antwerp, Belgium. [Jansens, Hiide] Antwerp Univ Hosp, Dept Lab Med, Edegem, Belgium. [Smits, Evelien] Antwerp Univ Hosp, Ctr Cell Therapy & Regenerat Med, Edegem, Belgium. [Smits, Evelien] Univ Antwerp, Ctr Oncol Res Antwerp, Antwerp, Belgium. [Hens, Niel] Hasselt Univ, Interuniv Inst Biostat & Stat Bioinformat, Diepenbeek, Belgium. [Hens, Niel; Van Damme, Pierre] Univ Antwerp, Vaccine & Infect Dis Inst VAXINFECTIO, CEV, Antwerp, Belgium. [Ogunjim, Benson] Antwerp Univ Hosp, Dept Paediat, Edegem, Belgium.
Keywords: Genetics & Heredity; Immunology
Document URI: http://hdl.handle.net/1942/30203
ISSN: 1466-4879
e-ISSN: 1476-5470
DOI: 10.1038/s41435-018-0035-y
ISI #: 000462596700008
Rights: Macmillan Publishers Ltd., part of Springer Nature 2018
Category: A1
Type: Journal Contribution
Validations: ecoom 2020
Appears in Collections:Research publications

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