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A Murine Model of Dengue Virus-induced Acute Viral Encephalitis-like Disease
Published on: April 28, 2019
Perturbed pediatric circulating metabolome in mild and severe dengue disease
Paul S Soma1, Rebekah C Gullberg1, Barbara Graham1
1Department of Microbiology, Immunology, and Pathology, Colorado State University, Fort Collins, Colorado, USA.
Abstract:
Four billion people are at risk of infection with dengue viruses (DENV), and this burden is rapidly increasing due to geographic expansion of the mosquito vector. Infection with any of the four serotypes of DENV can result in a self-limiting but debilitating febrile illness (DF), and some infections progress to severe disease with hemorrhagic manifestations and shock (dengue hemorrhagic fever/dengue shock syndrome [DHF/DSS]). DENV infection drives the metabolic state of host cells for viral benefit and induces a host-immune response with metabolic implications that link to disease. Here, a dynamic metabolic response to DENV infection and disease was measured in 535 pediatric patients from Nicaragua using liquid chromatography-tandem mass spectrometry. Metabolomic analyses revealed profound disruptions of critical biochemical pathways and metabolites within the circulating metabolome, especially in those with more severe manifestations of dengue disease. A biomarker panel of 28 metabolites was utilized to classify DF versus DHF/DSS with high sensitivity and specificity, equating to a balanced accuracy of 96.88%. Identified metabolites belonged to biochemical pathways of omega-3 and omega-6 fatty acids, sphingolipids, dipeptides, purines, and tryptophan metabolism. Dipeptides emerged as the most critical molecules for severe disease classification. Additionally, a previously reported trend between serotonin and platelets in DHF patients was expanded upon here, revealing a major depletion of serotonin, but not platelets, in DSS patients. In this study, the perturbed metabolome was used for disease state classification and exploration of the biochemistry of severe dengue disease pathology.IMPORTANCEThe international burden of dengue is intensifying, as the number of reported cases in only the first 5 months of 2025 exceeded that of the previous annual high in 2023. The occurrence of deadly severe manifestations of dengue disease will escalate as the total cases rise, and pediatric patients are at greater risk of developing the rapidly progressing severe dengue diseases than adults. Suboptimal vaccines, lack of clinically approved therapeutics, and no methodologies for prognosis of severe disease exacerbate the difficulty of preventative and supportive care. Because human metabolism is rapidly altered due to infection, perturbations in patients' circulating metabolome can be attributed to dengue disease and correlated to severity. This study contributes metabolic biomarkers of dengue disease in pediatric patients from Nicaragua, indicating that metabolic biomarkers are conserved across patients of different ages and geographic and genetic backgrounds. With validation across many cohorts, there is potential to improve diagnostics.
Insights
Dengue virus (DENV) infection significantly alters host metabolism. Researchers identified 28 key metabolites, particularly dipeptides, that accurately predict severe dengue disease (DHF/DSS) in children, offering potential for improved diagnostics.
Area of Science:
- Infectious Diseases
- Metabolomics
- Biochemistry
Background:
- Dengue virus (DENV) infection poses a growing global health threat, with increasing geographic spread of its mosquito vectors.
- DENV infection can lead to a spectrum of illness, from self-limiting febrile illness (DF) to severe dengue hemorrhagic fever/dengue shock syndrome (DHF/DSS).
- Viral infections profoundly impact host cell metabolism, influencing disease pathogenesis and severity.
Purpose of the Study:
- To investigate the dynamic metabolic response to DENV infection in pediatric patients.
- To identify metabolic biomarkers for classifying dengue fever (DF) versus severe dengue (DHF/DSS).
- To explore the biochemical pathways underlying severe dengue disease pathology.
Main Methods:
- Analyzed the circulating metabolome of 535 pediatric patients from Nicaragua using liquid chromatography-tandem mass spectrometry.
- Utilized a panel of 28 identified metabolites to differentiate between DF and DHF/DSS.
- Examined specific metabolic pathways including fatty acids, sphingolipids, purines, tryptophan, and dipeptides.
Main Results:
- Metabolomic analysis revealed significant disruptions in biochemical pathways, particularly in patients with severe dengue manifestations.
- A 28-metabolite panel achieved high sensitivity and specificity (96.88% balanced accuracy) in classifying DF versus DHF/DSS.
- Dipeptides were identified as critical metabolites for classifying severe dengue disease; serotonin depletion was noted in DSS patients.
Conclusions:
- Metabolic profiling can effectively classify dengue disease severity in pediatric patients.
- The identified metabolic biomarkers, especially dipeptides, show promise for improved dengue diagnostics.
- These findings suggest conserved metabolic signatures of dengue disease across diverse populations, supporting potential for broad clinical application.
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