Serum Metabolomics Reveals Serotonin as a Predictor of Severe Dengue in the Early Phase of Dengue Fever

被引:70
作者
Cui, Liang [1 ]
Lee, Yie Hou [2 ]
Thein, Tun Linn [3 ]
Fang, Jinling [4 ]
Pang, Junxiong [3 ,4 ]
Ooi, Eng Eong [1 ,5 ]
Leo, Yee Sin [3 ,4 ]
Ong, Choon Nam [4 ,6 ]
Tannenbaum, Steven R. [1 ,7 ,8 ]
机构
[1] Singapore MIT Alliance Res & Technol SMART, Infect Dis Interdisciplinary Res Grp, Singapore, Singapore
[2] KK Womens & Childrens Hosp, KK Res Ctr, Singapore, Singapore
[3] Tan Tock Seng Hosp, Inst Infect Dis & Epidemiol, Communicable Dis Ctr, Singapore, Singapore
[4] Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore 117548, Singapore
[5] Duke NUS Grad Med Sch, Emerging Infect Dis Program, Singapore, Singapore
[6] Natl Univ Singapore, NUS Environm Res Inst, Singapore 117548, Singapore
[7] MIT, Dept Biol Engn, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[8] MIT, Dept Chem, 77 Massachusetts Ave, Cambridge, MA 02139 USA
基金
新加坡国家研究基金会;
关键词
PROTEIN NS1; PLATELET-AGGREGATION; GAMMA-INTERFERON; VIRUS-INFECTION; THROMBOCYTOPENIA; CELLS; NEUTROPHILS; DYSFUNCTION; ACTIVATION; MECHANISMS;
D O I
10.1371/journal.pntd.0004607
中图分类号
R51 [传染病];
学科分类号
100401 ;
摘要
Effective triage of dengue patients early in the disease course for in-or out-patient management would be useful for optimal healthcare resource utilization while minimizing poor clinical outcome due to delayed intervention. Yet, early prognosis of severe dengue is hampered by the heterogeneity in clinical presentation and routine hematological and biochemical measurements in dengue patients that collectively correlates poorly with eventual clinical outcome. Herein, untargeted liquid-chromatography mass spectrometry metabolomics of serum from patients with dengue fever (DF) and dengue hemorrhagic fever (DHF) in the febrile phase (<96 h) was used to globally probe the serum metabolome to uncover early prognostic biomarkers of DHF. We identified 20 metabolites that are differentially enriched (p<0.05, fold change >1.5) in the serum, among which are two products of tryptophan metabolism-serotonin and kynurenine. Serotonin, involved in platelet aggregation and activation decreased significantly, whereas kynurenine, an immunomodulator, increased significantly in patients with DHF, consistent with thrombocytopenia and immunopathology in severe dengue. To sensitively and accurately evaluate serotonin levels as prognostic biomarkers, we implemented stable-isotope dilution mass spectrometry and used convalescence samples as their own controls. DHF serotonin was significantly 1.98 fold lower in febrile compared to convalescence phase, and significantly 1.76 fold lower compared to DF in the febrile phase of illness. Thus, serotonin alone provided good prognostic utility (Area Under Curve, AUC of serotonin = 0.8). Additionally, immune mediators associated with DHF may further increase the predictive ability than just serotonin alone. Nine cytokines, including IFN-gamma, IL-1 beta, IL-4, IL-8, G-CSF, MIP-1 beta, FGF basic, TNF alpha and RANTES were significantly different between DF and DHF, among which IFN-gamma ranked top by multivariate statistics. Combining serotonin and IFN-gamma improved the prognosis performance (AUC = 0.92, sensitivity = 77.8%, specificity = 95.8%), suggesting this duplex panel as accurate metrics for the early prognosis of DHF.
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页数:19
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