Diagnosing enterovirus meningitis via blood transcriptomics: an alternative for lumbar puncture?
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 requir...
| Published in: | Journal of Translational Medicine |
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| Main Authors: | , , , , , , , , , , , , , , , , , , , , , , , , |
| Format: | Article |
| Language: | English |
| Published: |
BMC
2019-08-01
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| Subjects: | |
| Online Access: | http://link.springer.com/article/10.1186/s12967-019-2037-6 |
| _version_ | 1856999113677078528 |
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| author | Esther Bartholomeus Nicolas De Neuter Annelies Lemay Luc Pattyn David Tuerlinckx David Weynants Koen Van Lede Gerlant van Berlaer Dominique Bulckaert Tine Boiy Ann Vander Auwera Marc Raes Dimitri Van der Linden Helene Verhelst Susanne Van Steijn Tijl Jonckheer Joke Dehoorne Rik Joos Hilde Jansens Arvid Suls Pierre Van Damme Kris Laukens Geert Mortier Pieter Meysman Benson Ogunjimi |
| author_facet | Esther Bartholomeus Nicolas De Neuter Annelies Lemay Luc Pattyn David Tuerlinckx David Weynants Koen Van Lede Gerlant van Berlaer Dominique Bulckaert Tine Boiy Ann Vander Auwera Marc Raes Dimitri Van der Linden Helene Verhelst Susanne Van Steijn Tijl Jonckheer Joke Dehoorne Rik Joos Hilde Jansens Arvid Suls Pierre Van Damme Kris Laukens Geert Mortier Pieter Meysman Benson Ogunjimi |
| author_sort | Esther Bartholomeus |
| collection | DOAJ |
| container_title | Journal of Translational Medicine |
| description | 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. |
| format | Article |
| id | doaj-art-e6eec9ec583b43c082ed3d2a8abb44b3 |
| institution | Directory of Open Access Journals |
| issn | 1479-5876 |
| language | English |
| publishDate | 2019-08-01 |
| publisher | BMC |
| record_format | Article |
| spelling | doaj-art-e6eec9ec583b43c082ed3d2a8abb44b32025-08-19T19:50:41ZengBMCJournal of Translational Medicine1479-58762019-08-011711910.1186/s12967-019-2037-6Diagnosing enterovirus meningitis via blood transcriptomics: an alternative for lumbar puncture?Esther Bartholomeus0Nicolas De Neuter1Annelies Lemay2Luc Pattyn3David Tuerlinckx4David Weynants5Koen Van Lede6Gerlant van Berlaer7Dominique Bulckaert8Tine Boiy9Ann Vander Auwera10Marc Raes11Dimitri Van der Linden12Helene Verhelst13Susanne Van Steijn14Tijl Jonckheer15Joke Dehoorne16Rik Joos17Hilde Jansens18Arvid Suls19Pierre Van Damme20Kris Laukens21Geert Mortier22Pieter Meysman23Benson Ogunjimi24Center of Medical Genetics, University of Antwerp/Antwerp University HospitalAUDACIS, Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing, University of AntwerpDepartment of Paediatrics, AZ TurnhoutDepartment of Paediatrics, AZ TurnhoutUniversité Catholique de Louvain/CHU UCL Namur, Site DinantDepartment of Paediatrics, CHU ULC Namur Ste ElisabethDepartment of Paediatrics, AZ NikolaasDepartment of Emergency Medicine/Pediatric Care, University Hospital BrusselsDepartment of Emergency Medicine/Pediatric Care, University Hospital BrusselsDepartment of Paediatrics, Antwerp University HospitalDepartment of Paediatrics, GZA Sint-AugustinusDepartment of Paediatrics, Jessa HospitalPaediatric Infectious Diseases, Department of Paediatrics, CHU ULC Cliniques Universitaires Saint-Luc, UCLouvainDepartment of Paediatric Rheumatology, University HospitalDepartment of Paediatrics, ZNA PaolaDepartment of Paediatrics, GZA Sint-VincentiusDepartment of Paediatric Rheumatology, University HospitalDepartment of Paediatric Rheumatology, University HospitalDepartment of Laboratory Medicine, Antwerp University HospitalCenter of Medical Genetics, University of Antwerp/Antwerp University HospitalCentre for the Evaluation of Vaccination (CEV), Vaccine & Infectious Disease Institute (VAXINFECTIO), University of AntwerpAUDACIS, Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing, University of AntwerpCenter of Medical Genetics, University of Antwerp/Antwerp University HospitalAUDACIS, Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing, University of AntwerpAUDACIS, Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing, University of AntwerpAbstract 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.http://link.springer.com/article/10.1186/s12967-019-2037-6MeningitisEnterovirusBacterial meningitisDifferential gene expression |
| spellingShingle | Esther Bartholomeus Nicolas De Neuter Annelies Lemay Luc Pattyn David Tuerlinckx David Weynants Koen Van Lede Gerlant van Berlaer Dominique Bulckaert Tine Boiy Ann Vander Auwera Marc Raes Dimitri Van der Linden Helene Verhelst Susanne Van Steijn Tijl Jonckheer Joke Dehoorne Rik Joos Hilde Jansens Arvid Suls Pierre Van Damme Kris Laukens Geert Mortier Pieter Meysman Benson Ogunjimi Diagnosing enterovirus meningitis via blood transcriptomics: an alternative for lumbar puncture? Meningitis Enterovirus Bacterial meningitis Differential gene expression |
| title | Diagnosing enterovirus meningitis via blood transcriptomics: an alternative for lumbar puncture? |
| title_full | Diagnosing enterovirus meningitis via blood transcriptomics: an alternative for lumbar puncture? |
| title_fullStr | Diagnosing enterovirus meningitis via blood transcriptomics: an alternative for lumbar puncture? |
| title_full_unstemmed | Diagnosing enterovirus meningitis via blood transcriptomics: an alternative for lumbar puncture? |
| title_short | Diagnosing enterovirus meningitis via blood transcriptomics: an alternative for lumbar puncture? |
| title_sort | diagnosing enterovirus meningitis via blood transcriptomics an alternative for lumbar puncture |
| topic | Meningitis Enterovirus Bacterial meningitis Differential gene expression |
| url | http://link.springer.com/article/10.1186/s12967-019-2037-6 |
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