Please use this identifier to cite or link to this item: http://hdl.handle.net/1942/30203
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dc.contributor.authorDe Neuter, Nicolas-
dc.contributor.authorBartholomeus, Esther-
dc.contributor.authorElias, George-
dc.contributor.authorKeersmaekers, Nina-
dc.contributor.authorSuls, Arvid-
dc.contributor.authorJansens, Hiide-
dc.contributor.authorSmits, Evelien-
dc.contributor.authorHENS, Niel-
dc.contributor.authorBeutels, Philippe-
dc.contributor.authorVan Damme, Pierre-
dc.contributor.authorMortier, Geert-
dc.contributor.authorVan Tendeloo, Viggo-
dc.contributor.authorLaukens, Kris-
dc.contributor.authorMeysman, Pieter-
dc.contributor.authorOGUNJIMI, Benson-
dc.date.accessioned2019-12-19T13:00:23Z-
dc.date.available2019-12-19T13:00:23Z-
dc.date.issued2019-
dc.identifier.citationGENES AND IMMUNITY, 20(3), p. 255-260-
dc.identifier.urihttp://hdl.handle.net/1942/30203-
dc.description.abstractPathogens 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.-
dc.description.sponsorshipWe would like to kindly thank Ryan Emerson for making the necessary training data available. This research was funded by the University of Antwerp [BOF Concerted Research Action (PS ID 30730), Antwerp Study Centre for Infectious Diseases, Methusalem funding], the Hercules Foundation-Belgium and the Research Foundation Flanders (FWO) (Personal PhD grants to NDN (1S29816N)).-
dc.language.isoen-
dc.publisherNATURE PUBLISHING GROUP-
dc.rightsMacmillan Publishers Ltd., part of Springer Nature 2018-
dc.subject.otherGenetics & Heredity; Immunology-
dc.titleMemory CD4(+) T cell receptor repertoire data mining as a tool for identifying cytomegalovirus serostatus-
dc.typeJournal Contribution-
dc.identifier.epage260-
dc.identifier.issue3-
dc.identifier.spage255-
dc.identifier.volume20-
local.format.pages6-
local.bibliographicCitation.jcatA1-
dc.description.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.-
local.publisher.placeLONDON-
local.type.refereedRefereed-
local.type.specifiedArticle-
dc.identifier.doi10.1038/s41435-018-0035-y-
dc.identifier.isi000462596700008-
dc.identifier.eissn1476-5470-
local.provider.typePdf-
item.validationecoom 2020-
item.accessRightsRestricted Access-
item.fullcitationDe 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 (2019) Memory CD4(+) T cell receptor repertoire data mining as a tool for identifying cytomegalovirus serostatus. In: GENES AND IMMUNITY, 20(3), p. 255-260.-
item.fulltextWith Fulltext-
item.contributorDe Neuter, Nicolas-
item.contributorBartholomeus, Esther-
item.contributorElias, George-
item.contributorKeersmaekers, Nina-
item.contributorSuls, Arvid-
item.contributorJansens, Hiide-
item.contributorSmits, Evelien-
item.contributorHENS, Niel-
item.contributorBeutels, Philippe-
item.contributorVan Damme, Pierre-
item.contributorMortier, Geert-
item.contributorVan Tendeloo, Viggo-
item.contributorLaukens, Kris-
item.contributorMeysman, Pieter-
item.contributorOGUNJIMI, Benson-
crisitem.journal.issn1466-4879-
crisitem.journal.eissn1476-5470-
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