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Diagnosing enterovirus meningitis via blood transcriptomics: an alternative for lumbar puncture?
Bartholomeus, Esther; De Neuter, Nicolas; Lemay, Annelies; Pattyn, Luc; Tuerlinckx, David; Weynants, David; Van Lede, Koen; van Berlaer, Gerlant; Bulckaert, Dominique; Boiy, Tine; Vander Auwera, Ann; Raes, Marc; Van der Linden, Dimitri; Verhelst, Helene; Van Steijn, Susanne; Jonckheer, Tijl; Dehoorne, Joke; Joos, Rik; Jansens, Hilde; Suls, Arvid; Van Damme, Pierre; Laukens, Kris; Mortier, Geert; Meysman, Pieter; Ogunjimi, Benson.
Affiliation
  • Bartholomeus E; Center of Medical Genetics, University of Antwerp/Antwerp University Hospital, Edegem, Belgium.
  • De Neuter N; AUDACIS, Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing, University of Antwerp, Antwerp, Belgium.
  • Lemay A; AUDACIS, Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing, University of Antwerp, Antwerp, Belgium.
  • Pattyn L; Adrem Data Lab, Department of Mathematics and Computer Science, University of Antwerp, Antwerp, Belgium.
  • Tuerlinckx D; Biomedical Informatics Research Network Antwerp (Biomina), University of Antwerp, Antwerp, Belgium.
  • Weynants D; Department of Paediatrics, AZ Turnhout, Turnhout, Belgium.
  • Van Lede K; Department of Paediatrics, AZ Turnhout, Turnhout, Belgium.
  • van Berlaer G; Université Catholique de Louvain/CHU UCL Namur, Site Dinant, Service de Pédiatrie, Dinant, Belgium.
  • Bulckaert D; Department of Paediatrics, CHU ULC Namur Ste Elisabeth, Namur, Belgium.
  • Boiy T; Department of Paediatrics, AZ Nikolaas, Sint-Niklaas, Belgium.
  • Vander Auwera A; Department of Emergency Medicine/Pediatric Care, University Hospital Brussels, Jette, Belgium.
  • Raes M; Department of Emergency Medicine/Pediatric Care, University Hospital Brussels, Jette, Belgium.
  • Van der Linden D; Department of Paediatrics, Antwerp University Hospital, Edegem, Belgium.
  • Verhelst H; Department of Paediatrics, GZA Sint-Augustinus, Wilrijk, Belgium.
  • Van Steijn S; Department of Paediatrics, Jessa Hospital, Hasselt, Belgium.
  • Jonckheer T; Paediatric Infectious Diseases, Department of Paediatrics, CHU ULC Cliniques Universitaires Saint-Luc, UCLouvain, Brussels, Belgium.
  • Dehoorne J; Department of Paediatric Rheumatology, University Hospital, Ghent, Belgium.
  • Joos R; Department of Paediatrics, ZNA Paola, Antwerp, Belgium.
  • Jansens H; Department of Paediatrics, GZA Sint-Vincentius, Antwerp, Belgium.
  • Suls A; Department of Paediatric Rheumatology, University Hospital, Ghent, Belgium.
  • Van Damme P; Department of Paediatric Rheumatology, University Hospital, Ghent, Belgium.
  • Laukens K; Antwerp Center for Paediatric Rheumatology and AutoInflammatory Diseases, Antwerp, Belgium.
  • Mortier G; Department of Laboratory Medicine, Antwerp University Hospital, Edegem, Belgium.
  • Meysman P; Center of Medical Genetics, University of Antwerp/Antwerp University Hospital, Edegem, Belgium.
  • Ogunjimi B; AUDACIS, Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing, University of Antwerp, Antwerp, Belgium.
J Transl Med ; 17(1): 282, 2019 08 23.
Article in En | MEDLINE | ID: mdl-31443725
ABSTRACT

BACKGROUND:

Meningitis can be caused by several viruses and bacteria. Identifying the causative pathogen as quickly as possible is crucial to initiate the most optimal therapy, as acute bacterial meningitis is associated with a significant morbidity and mortality. Bacterial meningitis requires antibiotics, as opposed to enteroviral meningitis, which only requires supportive therapy. Clinical presentation is usually not sufficient to differentiate between viral and bacterial meningitis, thereby necessitating cerebrospinal fluid (CSF) analysis by PCR and/or time-consuming bacterial cultures. However, collecting CSF in children is not always feasible and a rather invasive procedure.

METHODS:

In 12 Belgian hospitals, we obtained acute blood samples from children with signs of meningitis (49 viral and 7 bacterial cases) (aged between 3 months and 16 years). After pathogen confirmation on CSF, the patient was asked to give a convalescent sample after recovery. 3' mRNA sequencing was performed to determine differentially expressed genes (DEGs) to create a host transcriptomic profile.

RESULTS:

Enteroviral meningitis cases displayed the largest upregulated fold change enrichment in type I interferon production, response and signaling pathways. Patients with bacterial meningitis showed a significant upregulation of genes related to macrophage and neutrophil activation. We found several significantly DEGs between enteroviral and bacterial meningitis. Random forest classification showed that we were able to differentiate enteroviral from bacterial meningitis with an AUC of 0.982 on held-out samples.

CONCLUSIONS:

Enteroviral meningitis has an innate immunity signature with type 1 interferons as key players. Our classifier, based on blood host transcriptomic profiles of different meningitis cases, is a possible strong alternative for diagnosing enteroviral meningitis.
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Key words

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Spinal Puncture / Enterovirus Infections / Transcriptome / Meningitis, Viral Type of study: Diagnostic_studies / Prognostic_studies Limits: Adolescent / Child / Child, preschool / Humans / Infant Language: En Journal: J Transl Med Year: 2019 Document type: Article Affiliation country:

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Spinal Puncture / Enterovirus Infections / Transcriptome / Meningitis, Viral Type of study: Diagnostic_studies / Prognostic_studies Limits: Adolescent / Child / Child, preschool / Humans / Infant Language: En Journal: J Transl Med Year: 2019 Document type: Article Affiliation country:
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