Host gene expression analysis in the detection of bacterial and viral etiology in children hospitalized with a suspected severe infection

dc.contributor.authorPiri, Ruut
dc.contributor.authorValta, Milla
dc.contributor.authorLempainen, Johanna
dc.contributor.authorIvaska, Lauri
dc.contributor.authorEzer, Sini
dc.contributor.authorKere, Juha
dc.contributor.authorKatayama, Shintaro
dc.contributor.authorPeltola, Ville
dc.contributor.organizationfi=biolääketieteen laitos|en=Institute of Biomedicine|
dc.contributor.organizationfi=tyks, vsshp|en=tyks, varha|
dc.contributor.organizationfi=InFLAMES Lippulaiva|en=InFLAMES Flagship|
dc.contributor.organizationfi=lastentautioppi|en=Paediatrics and Adolescent Medicine|
dc.contributor.organization-code1.2.246.10.2458963.20.40612039509
dc.contributor.organization-code1.2.246.10.2458963.20.77952289591
dc.contributor.organization-code1.2.246.10.2458963.20.68445910604
dc.converis.publication-id522993096
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/522993096
dc.date.accessioned2026-04-30T15:22:46Z
dc.description.abstract<h3>Background</h3><p>Host gene expression profiling holds great potential in improving the differential diagnostics of bacterial and viral infections. We investigated its discriminative value in children with suspected serious infections.</p><h3>Methods</h3><p>Peripheral blood gene expression profiles were analyzed by RNA sequencing in 268 children aged between 4 weeks and 16 years: 211 hospitalized due to a suspected severe infection, 15 with a confirmed viral respiratory tract infection managed as outpatients, and 42 healthy control children. We classified children according to the bacterial, viral, or other etiology of their final diagnosis, and determined expression profiles. We derived 2-transcript signatures discriminating bacterial infections and viral-bacterial co-infections from viral infections in a discovery group (<em>n</em> = 101) of children with respiratory tract infections and validated them in children (<em>n</em> = 109) with non-respiratory infections, including cases with probable and mixed etiologies in the analyses.</p><h3>Results</h3><p>Here, we show that clustering of blood transcriptome cannot be unequivocally explained by the etiology of infection. A 2-transcript signature comprising <em>TSPO</em> and <em>SECISBP2</em> genes differentiates bacterial and viral-bacterial co-infections from viral infections with an area under the curve of 0.93 and 0.87 (95% confidence interval, 0.88–0.98 and 0.82–0.92) in the discovery and discovery plus validation groups, respectively. Both groups combined, the sensitivity is 77%, and specificity 87%.</p><h3>Conclusions</h3><p>The identified 2-transcript signature demonstrates good accuracy in distinguishing between bacterial and viral infections in a complex population of children hospitalized for suspected severe infection. Heterogeneity of clinical manifestations needs to be considered in diagnostic gene expression studies.</p>
dc.identifier.eissn2730-664X
dc.identifier.urihttps://www.utupub.fi/handle/11111/60177
dc.identifier.urlhttps://doi.org/10.1038/s43856-025-01370-z
dc.identifier.urnURN:NBN:fi-fe2026043036709
dc.language.isoen
dc.okm.affiliatedauthorPiri, Ruut
dc.okm.affiliatedauthorValta, Milla
dc.okm.affiliatedauthorLempainen, Johanna
dc.okm.affiliatedauthorIvaska, Lauri
dc.okm.affiliatedauthorPeltola, Ville
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline3123 Gynaecology and paediatricsen_GB
dc.okm.discipline3123 Naisten- ja lastentauditfi_FI
dc.okm.discipline3121 Internal medicineen_GB
dc.okm.discipline3121 Sisätauditfi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherSpringer Nature
dc.publisher.countryUnited Kingdomen_GB
dc.publisher.countryBritanniafi_FI
dc.publisher.country-codeGB
dc.relation.articlenumber204
dc.relation.doi10.1038/s43856-025-01370-z
dc.relation.ispartofjournalCommunications medicine
dc.relation.volume6
dc.titleHost gene expression analysis in the detection of bacterial and viral etiology in children hospitalized with a suspected severe infection
dc.year.issued2026

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