Please use this identifier to cite or link to this item: https://hdl.handle.net/11499/47547
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dc.contributor.authorMorselli M.-
dc.contributor.authorFarrell C.-
dc.contributor.authorMontoya D.-
dc.contributor.authorGören T.-
dc.contributor.authorSabırlı R.-
dc.contributor.authorTürkçüer İ.-
dc.contributor.authorKurt Ö.-
dc.date.accessioned2023-01-09T21:25:27Z-
dc.date.available2023-01-09T21:25:27Z-
dc.date.issued2022-
dc.identifier.issn1559-2294-
dc.identifier.urihttps://doi.org/10.1080/15592294.2022.2051862-
dc.identifier.urihttps://hdl.handle.net/11499/47547-
dc.description.abstractImmune cell-type composition changes with age, potentially weakening the response to infectious diseases. Profiling epigenetics marks of immune cells can help us understand the relationship with disease severity. We therefore leveraged a targeted DNA methylation method to study the differences in a cohort of pneumonia patients (both COVID-19 positive and negative) and unaffected individuals from peripheral blood. This approach allowed us to predict the pneumonia diagnosis with high accuracy (AUC = 0.92), and the PCR positivity to the SARS-CoV-2 viral genome with moderate, albeit lower, accuracy (AUC = 0.77). We were also able to predict the severity of pneumonia (PORT score) with an R2 = 0.69. By estimating immune cellular frequency from DNA methylation data, patients under the age of 65 positive to the SARS-CoV-2 genome (as revealed by PCR) showed an increase in T cells, and specifically in CD8+ cells, compared to the negative control group. Conversely, we observed a decreased frequency of neutrophils in the positive compared to the negative group. No significant difference was found in patients over the age of 65. The results suggest that this DNA methylation-based approach can be used as a cost-effective and clinically useful biomarker platform for predicting pneumonias and their severity. © 2022 Informa UK Limited, trading as Taylor & Francis Group.en_US
dc.description.sponsorshipNational Institutes of Health, NIH: T32CA201160en_US
dc.description.sponsorshipThis work was supported by the National Institutes of Health [T32CA201160].en_US
dc.language.isoenen_US
dc.publisherTaylor and Francis Ltd.en_US
dc.relation.ispartofEpigeneticsen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectbiomarkersen_US
dc.subjectcell-type deconvolutionen_US
dc.subjectDNA methylationen_US
dc.subjectpneumoniaen_US
dc.subjectSARS-CoV-2en_US
dc.subjecttargeted bisulfite sequencingen_US
dc.subjectbiological markeren_US
dc.subjectC reactive proteinen_US
dc.subjectD dimeren_US
dc.subjectferritinen_US
dc.subjectthymocyte antibodyen_US
dc.subjectbiological markeren_US
dc.subjectadulten_US
dc.subjectageden_US
dc.subjectarea under the curveen_US
dc.subjectArticleen_US
dc.subjectbisulfite sequencingen_US
dc.subjectblood cell counten_US
dc.subjectblood pressureen_US
dc.subjectCD4+ T lymphocyteen_US
dc.subjectCD8+ T lymphocyteen_US
dc.subjectcell compositionen_US
dc.subjectchronic obstructive lung diseaseen_US
dc.subjectcohort analysisen_US
dc.subjectcommunity acquired pneumoniaen_US
dc.subjectcomputer assisted tomographyen_US
dc.subjectdiastolic blood pressureen_US
dc.subjectdisease severityen_US
dc.subjectDNA extractionen_US
dc.subjectDNA methylationen_US
dc.subjectepigeneticsen_US
dc.subjectfemaleen_US
dc.subjectfeveren_US
dc.subjectgene expressionen_US
dc.subjectgenetic associationen_US
dc.subjecthaplotypeen_US
dc.subjecthigh throughput sequencingen_US
dc.subjecthospitalizationen_US
dc.subjecthumanen_US
dc.subjectleukocyte counten_US
dc.subjectmajor clinical studyen_US
dc.subjectmaleen_US
dc.subjectmicroarray analysisen_US
dc.subjectneutrophilen_US
dc.subjectpneumoniaen_US
dc.subjectPneumonia Severity Indexen_US
dc.subjectpolymerase chain reactionen_US
dc.subjectrespiratory tract diseaseen_US
dc.subjectrisk factoren_US
dc.subjectSevere acute respiratory syndrome coronavirus 2en_US
dc.subjectsystolic blood pressureen_US
dc.subjectT lymphocyteen_US
dc.subjectthorax radiographyen_US
dc.subjectDNA methylationen_US
dc.subjectgeneticsen_US
dc.subjectBiomarkersen_US
dc.subjectCOVID-19en_US
dc.subjectDNA Methylationen_US
dc.subjectHumansen_US
dc.subjectPneumoniaen_US
dc.subjectSARS-CoV-2en_US
dc.titleDNA methylation profiles in pneumonia patients reflect changes in cell types and pneumonia severityen_US
dc.typeArticleen_US
dc.identifier.volume17en_US
dc.identifier.issue12en_US
dc.identifier.startpage1646en_US
dc.identifier.endpage1660en_US
dc.identifier.doi10.1080/15592294.2022.2051862-
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.authorscopusid55795632100-
dc.authorscopusid57202230334-
dc.authorscopusid12794612800-
dc.authorscopusid57217074430-
dc.authorscopusid57203260655-
dc.authorscopusid14011949400-
dc.authorscopusid6602818486-
dc.identifier.pmid35311624en_US
dc.identifier.scopus2-s2.0-85126764031en_US
dc.identifier.wosWOS:000771276900001en_US
dc.identifier.scopusqualityQ1-
item.languageiso639-1en-
item.openairetypeArticle-
item.grantfulltextnone-
item.cerifentitytypePublications-
item.fulltextNo Fulltext-
item.openairecristypehttp://purl.org/coar/resource_type/c_18cf-
crisitem.author.dept14.02. Internal Medicine-
crisitem.author.dept14.02. Internal Medicine-
Appears in Collections:PubMed İndeksli Yayınlar Koleksiyonu / PubMed Indexed Publications Collection
Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection
Tıp Fakültesi Koleksiyonu
WoS İndeksli Yayınlar Koleksiyonu / WoS Indexed Publications Collection
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