- Research article
- Open Access
- Open Peer Review
Utility of warning signs in guiding admission and predicting severe disease in adult dengue
BMC Infectious Diseasesvolume 13, Article number: 498 (2013)
The recommendation from the 2009 World Health Organization guidelines for managing dengue suggests that patients with any warning sign can be hospitalized for observation and management. We evaluated the utility of using warning signs to guide hospital admission and predict disease progression in adults.
We conducted a prospective cohort study from January 2010 to September 2012. Daily demographic, clinical and laboratory data were collected from adult dengue patients. Warning signs were recorded. The proportion of admitted patients using current admission criteria and warning signs was compared. The sensitivity, specificity, positive and negative predictive values of warning signs in predicting disease progression were also evaluated.
Four hundred and ninety-nine patients with confirmed dengue were analyzed. Using warning signs instead of the current admission criteria will lead to a 44% and 31% increase in admission for DHF II-IV and SD cases respectively. The proportion of non-severe dengue cases which were admitted also increased by 32% for non DHF II-IV and 33% for non-SD cases. Absence of any warning signs had a NPV of 91%, 100% and 100% for DHF I-IV, DHF II-IV and SD. Of those who progressed to severe illness, 16.3% had warning signs on the same day while 51.3% had warning signs the day before developing severe illness, respectively.
Our findings demonstrated that patients without any warning signs can be managed safely with ambulatory care to reduce hospital resource burden. No single warning sign can independently predict disease progression. The window from onset of warning sign to severe illness in most cases was within one day.
Dengue is the most common arboviral infection. It has a wide disease spectrum, ranging from a self-limiting fever to severe disease with fatal outcome. The World Health Organization (WHO) estimates that 2.5 billion people are at risk of dengue. A recent model estimates 390 million infections annually with 96 million cases of clinically apparent disease . More than half a million people develop severe illness, i.e., dengue hemorrhagic fever (DHF) or dengue shock syndrome (DSS) or severe dengue (SD). The case fatality rate reported for DHF from 2000–2007 in the Americas was 1.2% .
The WHO published two sets of guidelines for managing dengue: the 1975–1997 guidelines and the recent 2009 guidelines. In the 1975–1997 guidelines, dengue severity was categorized into dengue fever (DF), DHF and DSS . To be classified as DHF, all four of the following requirements: fever, hemorrhagic manifestations, thrombocytopenia and plasma leakage must be met. This classification was, however, not inclusive enough for all forms of severe outcomes . The 2009 WHO guidelines categorized disease severity into dengue without warning sign(s) (WS), dengue with WS and SD .
The 2009 WHO guidelines proposed using WS as indicators for disease progression. The WS comprised abdominal pain, persistent vomiting, clinical fluid accumulation, mucosal bleed, lethargy, hepatomegaly (liver enlargement by >2 cm) and an increase in hematocrit, concurrent with a rapid decrease in platelet count . The WHO recommended patients with any WS be hospitalized for observation and management.
Singapore, an economically well-developed city in South-east Asia, has predominantly adult dengue cases [5, 6]. We assessed the utility of WS in guiding hospital admission and evaluated its predictive value for disease progression among adults. In a retrospective study, we previously reported that persistent vomiting, hepatomegaly, clinical fluid accumulation, hematocrit rise together with platelet decrease were highly specific for predicting DHF and SD; however none of the WS were sensitive . Notably, in the absence of any WS, the negative predictive value was 96% and 97% for DHF and SD respectively, suggesting that disease progression was extremely unlikely in the absence of any WS. We validated the findings in this prospective study aiming to assess the utility of WS in guiding hospital admission and predicting disease progression to DHF and SD.
We enrolled adult patients who consented to take part in the Prospective Adult Dengue Study, a cohort study of acutely febrile adults at the Communicable Disease Center (CDC), Tan Tock Seng Hospital, Singapore from January 2010 to September 2012. These comprised referrals for fever for investigation from the emergency department (ED), other medical institutions, or self-referral to the CDC. Inclusion criteria were age 18 years and above with acute undifferentiated febrile illness (recorded temperature >37•5°C with no alternative clinical diagnosis). Pregnant women were excluded from the study.
This study compared the baseline characteristics and outcomes of two cohorts; those admitted from ED who were enrolled as inpatients (ED cohort) and those initially enrolled in outpatient setting at the research clinic (outpatient cohort). The outpatient cohort was the basis to evaluate the utility of WS in guiding admission. The entire cohort was analyzed to assess the predictive value of WS for disease progression. All outpatients were managed at the Infectious Disease Research Clinic at CDC. Outpatients were managed by three trained Medical Officers on a daily basis during acute illness until initiation of the recovery phase and reviewed at 21–30 days after study enrolment. Decision to admit patients from both the research clinic and ED were based on the published hospital admission criteria  and the attending physician’s judgment. Criteria for recommending admission include: platelet count ≤50 000/mm3, serum hematocrit ≥50%, systolic blood pressure ≤90 mmHg, postural drop in blood pressure >20 mmHg, pulse ≥100/min, clinical bleeding (except petechiae), patients with severe abdominal pain and persistent vomiting, elderly patients with comorbidities, and whether patients fulfilled our DHF predictive model [9, 10].
To evaluate the utility of WS in guiding admission, we compared admission based on published admission criteria and Medical Officers’ judgment with alternative hypothetical scenario of WS-guided admission. The clinical outcomes were categorized into three groups (i) DHF I-IV, (ii) DHF II-IV as defined by the WHO 1997 guidelines  and (iii) SD as defined in WHO 2009 guidelines .
Dengue viral infection was confirmed by RT-PCR  or NS1 detection by Dengue NS1 Ag Strip (Bio-Rad Laboratories, Marnes-la-Coquette, France) at the Environment Health Institute, Singapore, a WHO Collaborating Center for Reference and Research on Arbovirus and their Associated Vectors. Detailed demographic, clinical, and laboratory data were prospectively collected according to research protocols. Warning signs were also recorded.
Warning signs assessed comprised abdominal pain (or tenderness), persistent vomiting, mucosal bleeding, clinical fluid accumulation, hepatomegaly (>2 cm) and increase in hematocrit (with concurrent decrease in platelet) . We opted to exclude lethargy as almost all patients reported subjective lethargy. Lethargy as a WS was also removed in our previous analysis due to ambiguity in patients’ interpretation of lethargy and lack of objective differentiation from tiredness . The sensitivity (Sn), specificity (Sp), positive predictive value (PPV) and negative predictive value (NPV) of each WS for predicting disease progression was evaluated.
We utilized both sets of the WHO guidelines in defining disease severity. DHF was defined as per WHO 1997 guidelines, namely concomitant high fever, thrombocytopenia, hemorrhagic manifestations and plasma leakage . Plasma leakage was determined by physical examination or chest radiography showing fluid accumulation or hematocrit change of ≥20% or hypoproteinemia. DHF grade I was defined as presence of mild bleeding phenomena such as petechiae, DHF II additionally required the occurrence of spontaneous bleeding such as mucosal or gastrointestinal bleeding. All DHF III and IV cases were classified as DSS. For DSS, DHF cases required either (i) tachycardia (pulse >100/minute) with narrow pulse pressure (<20 mmHg) or (ii) systolic blood pressure (SBP) <90 mmHg .
SD was defined as per WHO 2009 guidelines namely cases with severe plasma leakage (shock, fluid accumulation with respiratory distress), severe bleeding or severe organ impairment .
Categorical variables were described as absolute numbers and percentages. Chi-square tests were used to compare categorical variables between groups of different clinical outcomes. Median values and percentile ranges were used in descriptive analysis for continuous variables. Wilcoxon or t-tests were used for hypothesis testing.
To analyze proportion of cases admitted when comparing admission based on published criteria with WS-guided admission, patients were classified into three categories of severe illness; (i) DHF I-IV, (ii) DHF II-IV or (iii) SD. Proportions of admitted severe and non-severe cases were compared between admission practices (current practice versus (vs) WS-guided). For predicting clinical outcomes of DHF I-IV, DHF II-IV and SD, patients with presence of WS and severe dengue were classified as true positives (TP). When assessing such prediction of clinical outcome, cases already with severe outcome on enrolment were excluded from analysis. Patients with WS but who did not progress to severe dengue were classified as false positives (FP). Sensitivity (Sn), specificity (Sp), positive predictive value (PPV) and negative predictive value (NPV) were calculated using WS to predict the clinical outcomes of DHF I-IV, DHF II-IV and SD. The performance of using individual WS and combinations of two and three WS were tested. All statistical analyses were performed in the R statistical environment and conducted at the significance level of 0.05.
Ethical approval was provided by the Domain Specific Review Board of the National Healthcare Group, Singapore (DSRB/E/2009/432). Written informed consent was obtained from all subjects.
Four hundred and ninety-nine patients with confirmed dengue were enrolled and analyzed in this study. Three hundred and seventy-six patients were recruited from the research clinic and were described as the “outpatient” cohort. The remaining 123 patients were recruited after admission from ED and described as the “ED” cohort. Of the outpatient cohort, 77 patients were subsequently admitted while 299 patients continued their treatment as outpatients.
The demographics between the two cohorts were similar except a small difference in the median age of the ED cohort. There were significantly more DHF patients (p < 0.001) in ED cohort (Table 1).
In the ED cohort, 69 (56.1%) had at least one WS. The frequencies of WS did not differ significantly between gender (p = 0.64) and age (p = 0.88). Patients were unwell for a median of 6 days (5th – 95th percentile; 3 – 8 days) at the time of enrolment and this did not differ significantly between patients with and without WS (p = 0.36) (Table 2).
In the outpatient cohort of 376 cases, 203 (54%) had at least one WS, 77 (20.5%) were admitted and 70 (18.6%) fulfilled DHF criteria. Of these 70 DHF cases, 6 cases were classified as DSS. Independently, 13 would be classified as SD using WHO 2009 classification (Table 2). Three DSS patients were not admitted. Two had single readings of transient hypotension (systolic blood pressure less than 90 mmHg) while the third had persistent low baseline blood pressure. All three remained clinically stable throughout the entire course of illness. Within the same cohort, there were another 4 SD patients who were not admitted. Three reported menorrhagia without the need for transfusion and one had isolated raised transaminases with AST 1040 U/L and ALT 1029 U/L. Their conditions improved during outpatient care and all four were also clinically stable throughout the entire course of illness. There was a single mortality, previously published as a case report . He was admitted because of loss of appetite, severe vomiting, nausea, malaise, mild headaches and dizziness. He was alert and hemodynamically stable at the time of admission but became restless in the ward and died abruptly less than twelve hours after admission. He did not fulfill DHF criteria. Post-mortem investigation showed evidence of myocarditis.
Similarly, in the outpatient cohort, the frequencies of WS did not differ significantly between gender (p = 0.67) and age (p = 0.68). Most patients had illness onset of 6 days (5th – 95th percentile; 3 – 8 days) at enrolment; this did not differ significantly between the group of patients with and without WS (p = 0.06) (Table 2).
In both cohorts, WS were present in significantly higher proportion of cases with DHF. All patients with severe illness defined as DSS and SD had at least one WS except for one DSS patient. This patient was classified as DSS with a single episode of hypotension (SBP <90 mmHg) and evidence of plasma leakage comprising hypoproteinemia without >20% hematocrit change . The statistical significance of the observations was not tested in the SD and DSS patients in both cohorts as the number of patients in these categories were too small. Of note, a significantly higher proportion of those with WS were admitted (p =0.01) (Table 2).
Hospital admission criteria and Medical Officers’ judgment vs WS-guided admission
Admission based on the approach of using the hospital admission criteria and Medical Officers’ judgment was compared with the hypothetical scenario of WS-guided admission (Table 3). Although WS-guided admission included all severe dengue case (DHF II-IV and SD), WS-guided admission would lead to an increase in proportion admitted of 44% and 31% for DHF II-IV and SD, respectively. The proportion of non-severe dengue patients who was admitted also increased by 32% for non DHF II-IV and 33% for non-SD patients. The increase in admissions was significant in all categories of dengue patients, except for SD patients.
WS in predicting disease progression
Mucosal bleeding and abdominal pain were the two most common WS at 75.9% and 43.3%, respectively. In analyzing the performance of individual WS in predicting DHF and SD, we found mucosal bleeding had the highest sensitivity (DHF I-IV: 61%; DHF II-IV: 100%; SD: 62%). The NPV for mucosal bleeding was 100% for DHF II-IV and 98% for SD. However, both specificity and PPV for prediction of DHF and SD were relatively low (Table 4). Having any of the WS would have 100% sensitivity in predicting DHF II-IV and SD. However, the specificity was only 52% and 48% for DHF II-IV and SD, respectively. The PPV of any WS was low at 21% and 6% for DHF II-IV and SD, respectively. Notably, the absence of any WS had NPV of 91%, 100% and 100% for DHF I-IV, DHF II-IV and SD, respectively. Having two or three of the WS, however, decreased the overall sensitivity and NPV in predicting DHF I-IV, DHF II-IV and SD but the specificity and PPV in predicting disease progression were increased in all categories of disease (Table 4).
We further identified 49 cases in the outpatient cohort who progressed to severe illness: 8 (16.3%) had WS the same day as they progressed to severe illness and 25 (51%) cases had WS one day before progressing to severe illness (Figure 1).
We further analyzed mucosal bleeding as it was the most frequently reported WS. Eighty-four percent and 68% of DF and DHF patients, respectively, had gingival bleeding. Epistaxis was the next most frequent mucosal bleeding event, followed by menorrhagia in both DF and DHF patients. However, there was no significant difference in the frequency of these mucosal bleeding events (namely gingival bleeding, epistaxis, hemoptysis or hematuria) between DF and DHF patients (data not shown).
The revised classification was well-received in a multi-center survey conducted from February to November 2009. However, participants of the study also indicated that the revised classification may result in over-admission since the WS in the WHO 2009 guidelines was less specific for the diagnosis of probable dengue . Several other studies compared sensitivity of the two sets of the WHO guidelines in classifying severe illness [15–18]. Three of these studies indicated that the new classification was highly sensitive in identifying severe illness. In a recently published study conducted in Lucknow, India, the new set of guidelines identified 98% of all severe illness . Narvaez et al. reported in a separate study that the revised classification was highly sensitive in identifying cases which need heightened care; however it was noted that it was less specific and can no longer differentiate the pathogenic entity of DHF and DSS. In addition, they noted that DENV2 was significantly associated with DHF/DSS but not with the revised classification for severe illness. Similar findings were reported in other pediatric studies [19, 20].
Kalayanarooj et al., also noted that WHO 2009 classification may have been too sensitive and would have created about 2 times additional workload to medical personnel . This is undesirable particularly in resource-limited endemic regions. Our study suggested a 2–3 fold increase in workload if the hospital adopted WS-guided admission over the current hospital admission criteria and clincian’s judgment.
The WHO recommended that dengue patient with any WS be admitted for close observation . In Singapore, dengue incidence averages 5000 cases annually since 2010 [21–23]. The admission rate to public hospitals was approximately 37% of all cases notified to Ministry of Health in 2012 (unpublished data). This was a drop from approximately 80% admission rate in 2000–2004 . The drop in admission may be due to the establishment of a national guideline for management of dengue patients in 2005 . In this study, we observed that 54% of the outpatient cohort had WS. In contrast, using the hospital admission criteria and clinical judgment, only 25.6% of outpatients with WS were admitted. Patients with WS who were managed as outpatients did not have any adverse outcomes did just as well. Although some cases with WS who were classified as having severe illness were not admitted, none had adverse outcomes. This could be argued as under-hospitalization and this practice cannot be generalizable to healthcare settings lacking dedicated dengue care units that can closely monitor the cases. We found that with trained staff reviewing cases daily, subjects with isolated elevation of transaminases or a single brief hypotensive episode can be safely managed in the outpatient setting. The increased resources needed for the higher hospitalization rates if WS were used as admission criteria have to be balanced against the careful individualized management of cases in ambulatory care using clinical judgment to determine admission.
Although the presence of any WS was strongly associated with severe outcomes, it lacked specificity and had a low PPV. We previously reported in a large retrospective study that absence of any WS gave a high NPV for severe illness progression . The findings of this prospective study supported our previous results. In the absence of any WS, NPV was 91%, 100% and 100% for DHF I-IV, DHF II-IV and SD. These data supported the proposal of using WS to screen those who do not need hospital admission. Tsai et al., had also previously supported the proposal of outpatient treatment for dengue patients who do not have any WS . For patients with WS, we demonstrated that with close monitoring it was safe to continue outpatient management in majority of the cases in our center. Nonetheless, the decision to admit patients with WS would still be dependent on access to healthcare facilities and local practice.
It is critical to understand the temporal onset of WS to severe illness and the frequencies of individual WS in severe illness [7, 25]. In a multi-center study, Alexander et al., had noted that in the majority of patients who developed severe illness, WS developed 1 day prior to the requirement for intervention and 4–7 days since development of illness . They observed that abdominal pain, lethargy, decreased platelet count and mucosal bleeding were strongly associated with development of severe illness. At least one of these WS was also found to be associated with severe illness in several other studies [7, 16, 26]. We found that WS typically occurred one day prior to the development of severe illness. The window to provide intervention can be challenging in areas where healthcare facilities are remote from place of residence. We reported a single fatality that had WS one day before his death, highlighting the possible rapid progression of dengue disease . With regard to mucosal bleeding as the most frequent WS, its frequency was not statistically different between the DF and DHF patients. Individual bleeding symptoms were also not statistically different between DF and DHF patients. Our observation would support the lack of evidence for a significantly higher rate of hemorrhage in DHF patients.
The limitations of this study include the tertiary setting of the hospital that does not allow the results from this study to be generalized to primary healthcare settings where medical expertise and resources are less readily available, the small sample size which prevented detailed analysis on the performance of each individual WS and the adult cohort that cannot be generalized to the pediatric population. Because DENV-2 was the predominant serotype during the study period and our cohort had low prevalence of co-morbidities, serotypes and presence of co-morbidities in relation to WS and disease outcomes were not evaluated.
This prospective study demonstrated a strong correlation between absence of WS and disease non-progression. The absence of WS can therefore be utilized as an indicator to safely manage cases in outpatient settings. However, none of the individual WS can independently predict disease progression but having two or more WS warrants close observation. Further work in identifying other laboratory and/or clinical markers is needed to improve dengue management.
Bhatt S, Gething PW, Brady OJ, Messina JP, Farlow AW, Moyes CL, Drake JM, Brownstein JS, Hoen AG, Sankoh O, et al: The global distribution and burden of dengue. Nature. 2013, doi:10.1038/nature12060
World Health Organization: Dengue: Guidelines for diagnosis, treatment, prevention and control. 2009, Geneva: World Health Organization
World Health Organization: Dengue: Guidelines for diagnosis, treatment, prevention and control. 1997, Geneva: World Health Organization
Srikiatkhachorn A, Gibbons RV, Green S, Libraty DH, Thomas SJ, Endy TP, Vaughn DW, Nisalak A, Ennis FA, Rothman AL, Nimmannitaya S, Kalayanarooj S: Dengue haemorrhagic fever: the sensitivity and specificity of the WHO definition in identifying severe dengue cases in Thailand, 1994–2005. Clin Infect Dis. 2010, 50: 1135-1143.
Ooi EE, Hart TJ, Tan HC, Chan SH: Dengue sero-epidemiology in Singapore. Lancet. 2001, 357: 685-686.
Ooi EE, Goh KY, Gubler DJ: Dengue prevention and 35 years of vector control in Singapore. Emerg Infect Dis. 2006, 12 (6): 887-893.
Thein TL, Gan VC, Lye DC, Yung CF, Leo YS: Utilities and limitations of the world health organization 2009 warning signs for adult dengue severity. PLoS Negl Trop Dis. 2013, 7: e2023-
Lee LK, Earnest A, Carrasco LR, Thein TL, Gan VC, Lee VJ, Lye DC, Leo YS: Safety and cost savings of reducing adult dengue hospitalization in tertiary care hospital in Singapore. Trans R Soc Trop Med Hyg. 2013, 107: 37-42.
Lee VJ, Lye DCB, Sun Y, Fernandez G, Ong A, Leo YS: Predictive value of simple clinical and laboratory variables for dengue hemorrhagic fever in adults. J Clin Virol. 2008, 42 (1): 34-39.
Lee VJ, Lye DC, Sun Y, Leo YS: Decision tree algorithm in deciding hospitalization for adult patients with dengue haemorrhagic fever in Singapore. Trop Med Int Health. 2009, 14 (9): 1154-1159.
Lai YLCY, Tan HC, Yap HF, Yap G, Ooi EE, Ng LC: Cost-effective real-time reverse transcriptase PCR (RT-PCR) to screen for dengue virus followed by rapid single-tube multiplex RT-PCR for serotyping of the virus. J Clin Microbiol. 2007, 45 (3): 935-941.
Gan VC, Lye DC, Thein TL, Dimatatac F, Tan AS, Leo YS: Implications of discordance in world health organization 1997 and 2009 dengue classifications in adult dengue. PLoS One. 2012, 8 (4): e60946-
Marques N, Gan VC, Leo YS: Dengue myocarditis in Singapore: two case reports. Infection. 2013, 41 (3): 709-714.
Barniol J, Gaczkowski R, Barbato EV, da Cunha RV, Salgado D, Martinez E, Segarra CS, Sandoval EBP, Mishra A, Laksono IS, Lum LCS, Martinez JG, Nunez A, Balsameda A, Allende I, Ramirez G, Dimaano E, Thomacheck K, Akbar NA, Ooi EE, Villegas E, Hien TT, Farrar J, Horstick O, Kroeger A, Jaenisch T: Usefulness and applicability of the revised dengue case classification by disease: multi-centre study in 18 countries. BMC Infect Dis. 2011, 11: 106-
Kalayanarooj S: Dengue classification: current WHO vs. the newly suggested classification for better clinical application?. J Med Assoc Thai. 2011, 94: 74-84.
Tsai CY, Lee IK, Lee CH, Yang KD, Liu JW: Comparisons of dengue illness classified based on the 1997 and 2009 world health organization dengue classification schemes. J Microbiol Immunol Infect. 2012, doi:10.1016/j.jmii.2012.1007.1005
Narvaez F, Gutierrez G, Perez MA, Elizondo D, Nunez A, Balmaseda A, Harris E: Evaluation of the traditional and revised WHO classifications of dengue disease severity. PLoS Negl Trop Dis. 2011, 5: e1397-
Prasad D, Kumar C, Jain A, Kumar R: Accuracy and applicability of the revised WHO classification (2009) of dengue in children seen at a tertiary healthcare facility in northern India. Infection. 2013, In Press
Vaughn DW, Green S, Kalayanarooj S, Innis BL, Nimmannitya S, Suntayakorn S, Endy TP, Raengsakulrach B, Rothman AL, Ennis FA, et al: Dengue viremia titer, antibody response pattern, and virus serotype correlate with disease severity. J Infect Dis. 2000, 181 (1): 2-9.
Balmaseda A, Hammond SN, Pérez L, Tellez Y, Saborío SI, Mercado JC, Cuadra R, Rocha J, Pérez MA, Silva S, et al: Serotype-differences in clinical manifestations of dengue. Am J Trop Med Hyg. 2006, 74 (3): 449-456.
Ministry of Health, Singapore: Weekly Infectious Disease Bulletin, Week 52. 2010, http://www.moh.gov.sg/content/dam/moh_web/Statistics/Infectious_Diseases_Bulletin/2010/December/2010_week_52.pdf,
Ministry of Health, Singapore: Weekly Infectious Disease Bulletin, Week 52. 2011, http://www.moh.gov.sg/content/dam/moh_web/Statistics/Infectious_Diseases_Bulletin/2011/December/2011_week_52.pdf,
Ministry of Health, Singapore: Weekly Infectious Disease Bulletin, Week 52. 2012, http://www.moh.gov.sg/content/dam/moh_web/Statistics/Infectious_Diseases_Bulletin/2012/December/2012_week_52.pdf,
College of Family Physician, Singapore: Primary care for management of dengue/dengue haemorrhagic fever during an outbreak. http://www.moh.gov.sg/content/dam/moh_web/Statistics/Infectious_Diseases_Bulletin/2012/December/2012_week_52.pdf.pdf,
Alexander N, Balmaseda A, Coelho IC, Dimaano E, Hien TT, Hung NT, Jänisch T, Kroeger A, Lum LC, Martinez E, et al: Multicentre prospective study on dengue classification in four South-east Asian and three Latin American countries. Trop Med Int Health. 2011, 16 (8): 936-948.
Jayaratne SD, Atukorale V, Gomes L, Chang T, Wijesinghe T, Fernando S, Ogg GS, Malavige GN: Evaluation of the WHO revised criteria for classification of clinical disease severity in acute adult dengue infection. BMC Res Notes. 2012, 5: 645-
The pre-publication history for this paper can be accessed here:http://www.biomedcentral.com/1471-2334/13/498/prepub
We thank Professor Kee Seng Chia from the Saw Swee Hock School of Public Health, National University of Singapore and Professor Kee Tai Goh from the Ministry of Health, Singapore for providing useful advice on this study. We also thank Dr. Siew Pang Chan from Department of Clinical Epidemiology, Tan Tock Seng Hospital for providing comments on the statistical analysis for this study. We are grateful to the staff at the CDC, who looked after the dengue patients during the epidemics, and members in STOP Dengue Translational Clinical Research and CDC who provided invaluable support in data processing, management and administrative work.
This work is supported by the STOP Dengue Grant from the National Research Foundation through National Medical Research Council (NMRC/TCR/005/2008). The funders had no role in study design, data collection, analysis, decision to publish or preparation of the manuscript.
Yee-Sin Leo was a medical advisor to Sanofi-Pasteur for a dengue vaccine trial. The authors declare that they have no competing interests.
Concept, design, data acquisition, data analysis and data interpretation. YSL: Concept design and data interpretation; VCG, LCN, KYP, DF and CJG: Data acquisition; ELN: Data interpretation; YH: Data analysis; DCL: Concept design. Drafting or revising manuscript. YSL, VCG ELN: Drafting and revising; YH, LCN, KYP, DF, CJG, DCL: Revising. All authors read and approved the final manuscript.