Abstract
Dengue is mosquito-borne virus infection that annually causes ~50 million clinically apparent cases worldwide. An internally controlled one-step real-time multiplex RT-PCR assay was developed for detection and quantitation of DENV RNA in plasma sample by using specific primers and fluorogenic TaqMan probes. All primers and probes targeted sequences near the 3′ end of the NS5 gene. The method comprised two multiplex assays and was validated for sensitivity, specificity, linearity, reproducibility and precision. An internal control template was spiked into each clinical specimen to provide quality assurance for each experimental step. The assay allowed for detection of between 0.5 and 3 infectious particles per mL, is rapid and has been operationally characterized in 287 Vietnamese dengue patients from two therapeutic intervention trials at the Hospital for Tropical Diseases, Ho Chi Minh City, Viet Nam.
Keywords: Dengue virus, One step real time multiplex RT-PCR, Validation
1. Introduction
Dengue is a mosquito-born virus disease that is caused by four phylogenetically and antigenically distinct types of dengue virus. There are an estimated 50 million dengue cases per annum with tropical and sub-tropical countries particularly affected (WHO, 2009). The four dengue serotypes (DENV-1–4) produce symptoms that range from mild fever to the more severe syndromes involving systemic vascular leakage, haemorrhage and/or organ dysfunction.
In most endemic settings, the diagnosis of dengue is made on clinical grounds alone. In some settings, this is supported with serology to detect DENV reactive IgM or with antigen detection of the virus-expressed NS1 protein that circulates in blood during the acute phase. Both IgM and NS1 detections are robust diagnostic methods that nonetheless have well-described limitations. For example, IgM is often not detectable until the 5th day of illness, and therefore is often not useful for early patient triage (Hu et al., 2011; Shu and Huang, 2004). NS1 can be detected in the first few days of infection, but is not detectable in all patients in part because of differences in sensitivity between commercial assays (Dussart et al., 2008; Hang et al., 2009) but also because of serotype-dependent differences in NS1 antigenemia (Duyen et al., 2011; Simmons et al., 2007).
RT-PCR based detection of DENV RNA in plasma or serum allows for early diagnosis of dengue and quantitation of virus RNA concentrations. Relatively high DENV RNA levels in the first 2–3 days of illness have been repeatedly associated with more severe clinical syndromes, suggesting that quantification of early dengue viremia levels has prognostic value (Hoang et al., 2010; Vaughn et al., 2000, 1997). The disadvantages of RT-PCR for diagnosis in endemic settings are the requirement for relatively expensive reagents, equipment and specialized training of laboratory staff. However, the absence of specific interventions for the treatment of dengue (e.g. an anti-viral drug or immunomodulatory therapy) undermines the demand in resource limited settings for relatively expensive diagnostics such as RT-PCR; in these settings a clinical diagnosis coupled with routine laboratory findings is often the basis for patient management. Nonetheless there are compelling reasons to develop and validate sensitive and specific RT-PCR assays for the diagnosis of dengue. First, such assays are likely to continue to feature in studies of pathogenesis (Rico-Hesse et al., 1997; Vaughn et al., 2000; Wang et al., 2006) and clinical trials of novel treatment approaches. Indeed, DENV RNA levels have been suggested to be a better virological endpoint in clinical trials of anti-viral therapies than NS1 concentrations (Tricou et al., 2010b). Second, the variability in diagnostic performance of in-house DENV RT-PCR assays in laboratories globally, and the rarity of publications describing their validation, suggests more transparent accounting of assay characteristics is desirable. Lastly, dengue is expanding its global footprint to include more developed countries where the capacity for molecular diagnostic methods is higher and where validated assay methods could be deployed. The aim of the current study was to develop and validate two internally controlled multiplex RT-PCR assays for serotype-specific detection and quantitation of DENV RNA in plasma.
2. Materials and methods
2.1. DEN virus isolates
Recent clinical isolates of DENV-1–4 from Vietnamese patients were used as reference viruses. The viruses used were DENV-1/VN/BID-V1792/2007 (Genotype I), DENV-2/VN/BID-V1002/2006 (Asian 1 genotype), DENV-3/VN/BID-V1329/2006 (Genotype 2) and DENV-4/VN/DENCO 33-188/2006.
2.2. Equine Arteritis Virus (EAV) as an internal control
Equine Arteritis Virus (EAV), a positive-sense single-stranded RNA virus, was used as an internal control that was added to all specimens prior to RNA extraction. To generate working stocks of EAV, the virus was cultured on BHK-21 cells for 4–5 days. The culture supernatant was then harvested and the supernatant clarified by centrifugation at 17.7 × g for 5 min. The supernatant was then transferred to a separate sterile tube containing Bovine Serum Albumin (BSA) (20%, w/v in RPMI). Aliquots of supernatants containing EAV were prepared and frozen at −80°C. The amount of EAV to spike into clinical specimens was determined by titration experiments; the optimal final concentration was that which yielded Cp values in the range of 27–33.
2.3. Selection of primer and probe sequences
Primers for DENV-1–4 were selected on the basis of whole genome sequence alignments of Vietnamese and a global sample of DENV sequences. To identify the primers, 206 DENV-1 sequences, 198 DENV-2 sequences, 125 DENV-3 sequences, and 110 DENV-4 sequences (accession numbers available upon request) were aligned. Highly conserved sequences within each serotype were identified in the NS5 gene. Primer sequences were selected using Primer 3 software (Rozen and Skaletsky, 2000). Probe sequences for DENV-1, -3 and -4 were as described by Laue et al. (1999). The probe sequence for DENV-2 was selected on the basis of sequence alignments.
2.4. RNA extraction and real time one-step multiplex RT-PCR
The aim of this project was development of a multiplex RT-PCR that was (a) internally controlled, (b) could detect DENV-1–4 in a maximum of 2 assay tubes and (c) could be used for quantification. The primers and probes used in this study are described in Table 1. The optimum concentrations of primers and probes were deduced by titration experiments. Two multiplex reactions were established; the first contained primers/probes for DENV-2 and DENV-4 and the second contained primers/probes for DENV-1 and DENV-3. In all assay tubes a third primer/probe set was included—this was specific for the internal control target (EAV), standard and optimized aliquots of which had been spiked into each and every test specimen prior to RNA extraction.
Table 1.
Serotype | Primer/probe sequences (5′–3′) | Position | Final conc. (μM/reaction) |
---|---|---|---|
DENV-1-F | ATCCATGCCCAYCACCAAT | 9865–9883 | 1 |
DENV-1-R | TGTGGGTTTTGTCCTCCATC | 9945–9964 | 1 |
DENV-1-Probe | FAM-TCAGTGTGGAATAGGGTTTGGATAGAGGAA-BHQ1 | 9907–9936 | 0.14 |
DENV-2-F | TCCATACACGCCAAACATGAA | 9859–9879 | 1 |
DENV-2-R | GGGATTTCCTCCCATGATTCC | 9963–9983 | 1 |
DENV-2-Probe | FAM-AGGGTGTGGATTCGAGAAAACCCATGG-BHQ1 | 9916–9942 | 0.14 |
DENV-3-F | TTTCTGCTCCCACCACTTTC | 9591–9610 | 1 |
DENV-3-R | CCATCCYGCTCCTTGAGA | 9691–9708 | 1 |
DENV-3-Probe | Cyan500-AAGAAAGTTGGTAGTTCCCTGCAGACCCCA-BHQ1 | 9633–9662 | 0.14 |
DENV-4-F | GYGTGGTGAAGCCYCTRGAT | 9587–9607 | 1 |
DENV-4-R | AGTGARCGGCCATCCTTCAT | 9744–9764 | 1 |
DENV-4-Probe | Cyan500-ACTTCCCTCCTCTTYTTGAACGACATGGGA-BHQ1 | 9490–9519 | 0.14 |
EAV-F | CATCTCTTGCTTTGCTCCTTAG | 1847–1868 | 0.2 |
EAV-R | AGCCGCACCTTCACATTG | 1980–1997 | 0.2 |
EAV-Probe | Cy5-CGCGCTCGCTGTCAGAACAACATTATTGCCCACAGCGCG-BHQ3 | 1926–1964 | 0.08 |
Dengue viral RNA was isolated from 140 μL of plasma or 140 μL of DEN virus culture using the QIAamp Viral RNA Mini kit (QIA-GEN, Valencia, CA) according to the manufacturer’s protocol. A real time one-step multiplex RT-PCR was optimized according to the manufacturer’s instruction (RNA Master Hydrolysis Probes, Roche, Germany), with the exception of the activator volume, which was 1.4 μL per reaction. The DENV RNA was reverse transcribed at 61°C for 10 min, followed by 1 cycle of denaturation at 95°C for 2 min and amplification steps consisting of 45 cycles at 95°C for 15 s and 60°C for 30s. Amplification and detection was performed on a LightCycler 480II system (Roche, Germany).
2.5. Generating plasmid clones containing PCR amplimer for use as standard curve
To establish these plasmid clones for use as standard curves, the amplimers generated from each PCR were amplified and cloned into a pCR® 2.1-TOPO® cloning vector. Sequencing of the cloned insert established the fidelity of the sequence. Plasmid DNA containing each amplimer sequence was purified, linearised by restriction enzyme digestion and then quantitated with the fluorescent nucleic acid stain picogreen. Two fold serial dilutions of this linearised plasmid DNA diluted in water were used as a standard curve in all assays.
2.6. Validation parameters
2.6.1. Specificity
A total of 100 plasma specimens were used in specificity testing. The panel consisted of 37 plasma samples from healthy volunteers and 63 plasma samples from patients with different infectious diseases including chronic HBV (n = 17) or HIV and HCV co-infection (n = 15), acute Plasmodium falciparum malaria (n = 15), acute Enterovirus 71 (n = 6) and acute pandemic H1N1 influenza (n = 8). Healthy plasma (10 replicates of each) was also spiked with Chikungunya virus and Japanese encephalitis virus.
2.6.2. Linearity
The linear range of each system was established and demonstrated by measuring 7–10 tenfold dilution concentration levels of DENV-1–4 (spiked into healthy donor plasma), and each dilution level was tested with 4 replicates. The distribution of each system was checked by Shapiro–Wilk test and the relationship between the observed values and true concentrations of analyte was examined through linear regression.
2.6.3. Limit of detection (LOD)
The LOD is the concentration at which one-step multiplex real time Dengue RT-PCR can detect a positive sample 95% of the time and is determined by Probit Analysis. Results obtained that were below the linear range (where the calibration curve was no longer valid), were considered as negative even if they were above the LOD.
2.6.4. Precision
The assessment of precision was performed at two concentra-tions (high and low) of DENV-1–4 spiked into healthy plasma, with 5 replicates at each concentration level. Precision was estimated by performing the RT-PCR assay twice per day over 5 days with each run separated by a minimum of 2 h. To examine repeatability for each serotype, a panel of 5 replicate plasma samples at each of two concentrations (high and low) of infectious DENV-1–4 spiked into healthy plasma was used (i.e. 10 samples per serotype); each panel was assayed (RNA extraction followed by RT-PCR) twice in a single day by the same technician using the same equipment and reagent lot numbers. There was a maximum of 2 h between assay runs. Intermediate precision was carried under the same conditions of the repeatability test except the time period was five different days. The distribution of each system was checked with Shapiro-Wilk test. To assess the equality of variances in repeatability test, Levene’s test was used and intermediate precision was examined through one-way ANOVA.
2.7. Operational definitions
For testing of clinical specimens, a standard amount of internal control (EAV) is spiked into the sample. In all assay batches, external control samples include standard amounts of culture supernatants of DENV-1–4 and 1 negative control (molecular grade water). The samples and controls are processed in the exactly the same fashion as clinical specimens. Measurement of viremia in patients is performed with the corresponding serotype standard curve (plasmid DNA).
The valid range and LOD of each serotype standard curve (plasmid DNA) was determined in the same manner as for infectious virus particles. Clinical specimens where the result is below the LOD are defined as “negative”. An assay is valid if all the external and internal controls yield results within a pre-defined range (within 10% of the mean value determined in the optimization experiments). An acceptable standard curve is that where the efficiency is >1.7, and the accuracy is <0.2. All analyses were performed with a polynomial equation.
3. Result
3.1. Limit of detection (LOD)-infectious virus particles
The sensitivity of each multiplex reaction was determined first using a 2-fold dilution series of cultured virus spiked into healthy donor plasma, with 60 replicates per dilution level. The LOD for each serotype was 1 PFU/mL for DENV-1, 1 PFU/mL for DENV-2, 0.5 TCID50/mL for DENV-3 and 3 PFU/mL for DENV-4. The LOD findings are summarized in Table 2.
Table 2.
DENV-1 | DENV-2 | DENV-3 | DENV-4 | |
---|---|---|---|---|
Infectious virusa | 1 | 1 | 0.5 | 3 |
Copy number of "DNA standard" per RT-PCRb | 5 | 1 | 5 | 10 |
For DENV-1, -2, -4, the unit is plaque forming units per mL, for DENV-3 the unit is TCID50 units.
“DNA standard” is cloned PCR amplimer in a linearised plasmid.
3.2. Limit of detection (LOD)-plasmid DNA
In a second assessment, the sensitivity of the method was determined against a dilution series of plasmid DNA in which the PCR target sequence had been cloned into a pCR® 2.1-TOPO® cloning vector and quantitated with the fluorescent nucleic acid stain picogreen. The LOD for each set of recombinant plasmids was 5 copies/reaction for DENV-1, 1 copy/reaction for DENV-2, 5 copies/reaction for DENV-3 and 10 copies/reaction for DENV-4 (Table 2).
3.3. Linearity
The extent of linearity in each system was determined by establishing titrations of infectious virus spiked into healthy plasma (4 replicates per dilution, 7–11 ten-fold dilutions per serotype). The results of linear regression are summarized in Table 3 including the parameters of the fitted models. The R2 values attained for each assay ranged from 0.991 to 0.997 and were highly significant (p < 0.001). In addition, the lack of fit test for each system supported the linear regression models being used (Supplementary Table 1).
Table 3.
Estimate | Standard error | p-Value | R 2 | Linear range | |
---|---|---|---|---|---|
DENV-1 | 0.994 | 7.6E+4–0.76 (PFU/mL) | |||
Intercept | 31.155 | 0.15 | <0.001 | ||
Slope | −3.187 | 0.051 | <0.001 | ||
DENV-2 | 0.997 | 1.0E+5–1 (PFU/mL) | |||
Intercept | 33.33 | 0.097 | <0.001 | ||
Slope | −2.976 | 0.032 | <0.001 | ||
DENV-3 | 0.991 | 1.0E+4–0.1 (TCID50/mL) | |||
Intercept | 29.368 | 0.161 | <0.001 | ||
Slope | −3.499 | 0.071 | <0.001 | ||
DENV-4 | 0.994 | 2.0E+4-2 (PFU/mL) | |||
Intercept | 33.82 | 0.172 | <0.001 | ||
Slope | −3.538 | 0.063 | <0.001 |
3.4. Specificity
To ascertain the specificity of each assay, a checkerboard style assessment was conducted to demonstrate that each primer/probe set assay was specific for its intended serotype, rather than another serotype(s). As expected, each assay amplified and detected only the intended serotype and there was no evidence cross-detection of other DENV serotypes (Fig. 1B). None of the plasma samples from healthy volunteers, patients with other infectious diseases whose clinical presentation might be similar to dengue, or are chronic infections that could be found in true dengue patients, or healthy plasma spiked with JEV or CHIV, yielded a positive result for any of the DENV-1–4 assays, indicating that the specificity of the assays was 100% in this panel of samples (data not shown).
3.5. Precision
The repeatability and intermediate precision of each assay was examined. Results of the repeatability assessment (Table 4) indicated there was no significant difference in results for each assay between assay runs. To examine intermediate precision, the same panel of high and low concentrations of infectious virus spiked into healthy plasma was used and assayed each panel twice per day on 5 consecutive days. Similarly, the intermediate precision was robust, with no significant differences of Cp value between days (Table 5).
Table 4.
Conc. | System | Mean of Cp | Std. dev | p-Valuea |
---|---|---|---|---|
7.6E+04PFU/mL | DENV-1 | 18.586 | 0.050 | 0.244 |
7.6PFU/mL | 31.590 | 0.034 | 0.716 | |
1.0E+5 PFU/mL | DENV-2 | 18.496 | 0.029 | 0.844 |
10PFU/mL | 30.490 | 0.024 | 0.999 | |
1.0E+03 TCID50/mL | DENV-3 | 18.509 | 0.038 | 0.429 |
1TCID50/mL | 29.537 | 0.036 | 0.347 | |
2.0E+4 PFU/mL | DENV-4 | 17.752 | 0.030 | 0.832 |
20 PFU/mL | 30.525 | 0.039 | 0.796 |
p-Value of the Levene’s test.
Table 5.
Conc. | System | Sum of squares | Degreed of freedom | Mean squares | F-ratio | p-Valuea |
---|---|---|---|---|---|---|
7.6E+04 PFU/mL | DENV-1 | 0.007 | 4 | 0.002 | 0.800 | 0.529 |
7.6PFU/mL | 0.003 | 4 | 0.001 | 0.420 | 0.790 | |
1.0E+5 PFU/mL | DENV-2 | 0.002 | 4 | 0.001 | 0.630 | 0.642 |
10 PFU/mL | 0.008 | 4 | 0.002 | 1.500 | 0.219 | |
1.0E+03TCID50/mL | DENV-3 | 0.006 | 4 | 0.002 | 0.56 | 0.689 |
1TCID50/mL | 0.003 | 4 | 0.001 | 0.35 | 0.844 | |
2.0E+4 PFU/mL | DENV-4 | 0.001 | 4 | 0.000 | 0.320 | 0.863 |
20 PFU/mL | 0.005 | 4 | 0.001 | 0.710 | 0.589 |
p-Value of F test.
3.6. Operational performance
This RT-PCR assay was used for laboratory investigations in two therapeutic intervention trials in dengue patients at the Hospital for Tropical Diseases, Ho Chi Minh City (ClinicalTrials.gov identifier: NCT01096576 and ISRCTN39575233) conducted during 2009–2011. The assay was conducted according to Good Clinical Laboratory Practices guidelines. Patients enrolled into these studies had dengue as determined by clinical signs and symptoms and positivity in a NS1 rapid test (NS1 STRIP, Biorad) and had <48 h of fever (NCT01096576) or <72 h of fever (ISRCTN39575233). In the 64 patients enrolled in NCT01096576 and 223 patients in ISRCTN39575233, 100% of enrolment plasma samples were positive by RT-PCR for one (and rarely, two) serotypes. The serotypes detected were DENV-1 (n = 168), DENV-2 (n = 78), DENV-3 (n = 28) and DENV-4 (n = 13). The coefficient of variation for the internal control virus EAV, spiked into each plasma specimen, was 5.53% for all samples (Fig. 1A). The coefficient of variation for the external control samples (standard aliquots of DEN virus cultures of known concentration) was 4.17% for DENV-1, 4.21% for DENV-2, 4.51% for DENV-3 and 4.58% for DENV-4. These data suggest the primers and probes being used were capable of detecting contemporary DEN viruses circulating in southern Viet Nam and the low %CV of the internal and external controls suggests high reproducibility in assay performance.
4. Discussion
A rapid and internally controlled DENV RT-PCR multiplex assay was developed and validated that can identify four DEN virus serotypes in two reaction mixtures. The validation parameters described here were in accordance with procedural and statistical methods as recommended in the Validation of Analytical Procedures: Text and Methodology, ICH guidelines (ICH, 1995). The strengths of this method are the ability to detect all four DENV serotypes currently in circulation in Viet Nam, the ability to perform within sample validation of extraction, cDNA synthesis and PCR steps via use of an internal control and the high sensitivity and specificity. The specificity of the assay was determined against related viruses (JEV and HCV), but also in clinical specimens from patients with infectious diseases common in Viet Nam. The advantages over nested RT-PCR approaches that rely on gel electrophoresis are clear—the method described here is faster, quantitative, less prone to contamination and can be validated. These characteristics make it attractive for use in clinical research, where the viremia level in plasma can be used as an endpoint in studies of pathogenesis and therapeutic intervention trials (Dung et al., 2010; Tricou et al., 2010a). Other RT-PCR methods for detection of DEN viruses have been described and share some of the features of the method described here in terms of a real-time multiplex (Chien et al., 2006; Naze et al., 2009; Sadon et al., 2008).
Like all positive-stranded RNA viruses, DEN viruses accumulate mutations during replication in their human and mosquito hosts. As a consequence, within each DEN virus serotype there are phylogenetically distinct clades, or genotypes. The maximum nucleotide sequence diversity between viruses in the same serotype is ~8% (Vu et al., 2010). A consequence is that primers and probes used in RT-PCR assays can occasionally be mismatched to sequences in the virus. In order to limit the likelihood of this, the targeted amplification sequence was in the NS5 gene, a region of very high sequence conservation within each serotype, and to a lesser extent, also between serotypes. Despite the high level of sequence conservation between serotypes in this region of the virus genome, nonetheless suitable primer/probe sequences that discriminated between serotypes were identified with no cross-reactivity with JEV.
Despite the global burden of dengue and the number of countries affected, there are surprisingly few descriptions of validated DEN virus specific molecular diagnostic assays in the literature. A further challenge to dengue molecular diagnostics is the absence of formal and ongoing external quality assurance programs that can assist diagnostic laboratories for verifying and maintaining robust diagnostic tests. A recently circulated evaluation panel for DEN virus RT-PCR was academic in origin but nonetheless highlighted variability in sensitivity and even specificity between assays and laboratories (Domingo et al., 2010). Given the increasing penetration of molecular diagnostic capacity in many dengue endemic countries, the establishment of a formal EQA program for dengue molecular diagnostics is a worthwhile goal.
Molecular diagnosis is not essential for laboratory confirmation of dengue. Serological and NS1 antigen detection methods are also robust (Guzman et al., 2010). However, serological methods are not sensitive in the first few days of fever. Diagnosis by NS1 detection can be achieved in the first few days of fever, but not in all cases and there is evidence of a serotype dependent feature to NS1 detection (Hang et al., 2009; Tricou et al., 2010b). Molecular methods of DEN virus RNA detection in plasma/serum, when conducted in a stringent and controlled diagnostic laboratory setting, offer the most reliable method of very early diagnosis and this will be critical for the clinical development, if not the deployment, of anti-viral therapeutic interventions in dengue. Moreover, there is a body of literature that suggests early DEN virus viremia levels have prognostic significance. Thus, in the future it might be feasible to identify patients at higher risk of developing severe complications on the basis of their viremia level. This might lead to different triage and management for “high risk” patients. To reach this goal will require more clinical research to develop a clinical useful algorithm that includes early viremia level as a variable (Tanner et al., 2008), but also other variables recognized as being contributors to outcomes, e.g. age, gender, immune status with respect to previous DEN virus infections (Anders et al., 2011).
In summary an internally controlled, DEN virus specific RT-PCR assay has been developed, validated and characterized operationally and this and assays like it are important for studies of pathogenesis, vaccine and drug development. In the future, it is likely that molecular diagnostic assays will become more widely used for the routine diagnosis of dengue in endemic countries.
Supplementary Material
Abbreviations
- DENV
dengue virus
- RT
reverse transcription
- NS5
nonstructural protein 5
- LOD
limit of detection
- F
forward primer
- R
reverse primer
Footnotes
Appendix A. Supplementary data
Supplementary data associated with this article can be found, in the online version, at doi:10.1016/j.jviromet.2011.08.002.
References
- Anders KL, Nguyet NM, Chau NV, Hung NT, Thuy TT, Lien le B, Farrar J, Wills B, Hien TT, Simmons CP. Epidemiological factors associated with dengue shock syndrome and mortality in hospitalized dengue patients in Ho Chi Minh City, Vietnam. Am. J. Trop. Med. Hyg. 2011;84:127–134. doi: 10.4269/ajtmh.2011.10-0476. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chien LJ, Liao TL, Shu PY, Huang JH, Gubler DJ, Chang GJ. Development of real-time reverse transcriptase PCR assays to detect and serotype dengue viruses. J. Clin. Microbiol. 2006;44:1295–1304. doi: 10.1128/JCM.44.4.1295-1304.2006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Domingo C, Niedrig M, Teichmann A, Kaiser M, Rumer L, Jarman RG, Donoso-Mantke O. 2nd International external quality control assessment for the molecular diagnosis of dengue infections. PLoS Negl. Trop. Dis. 2010:4. doi: 10.1371/journal.pntd.0000833. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dung NT, Duyen HT, Thuy NT, Ngoc TV, Chau NV, Hien TT, Rowland-Jones SL, Dong T, Farrar J, Wills B, Simmons CP. Timing of CD8+ T cell responses in relation to commencement of capillary leakage in children with dengue. J. Immunol. 2010;184:7281–7287. doi: 10.4049/jimmunol.0903262. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dussart P, Petit L, Labeau B, Bremand L, Leduc A, Moua D, Matheus S, Baril L. Evaluation of two new commercial tests for the diagnosis of acute dengue virus infection using NS1 antigen detection in human serum. PLoS Negl. Trop. Dis. 2008;2:e280. doi: 10.1371/journal.pntd.0000280. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Duyen HT, Ngoc TV, Ha DT, Hang VT, Kieu NT, Young PR, Farrar JJ, Simmons CP, Wolbers M, Wills BA. Kinetics of plasma viremia and soluble nonstructural protein 1 concentrations in dengue: differential effects according to serotype and immune status. J. Infect. Dis. 2011 doi: 10.1093/infdis/jir014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Guzman MG, Jaenisch T, Gaczkowski R, Ty Hang VT, Sekaran SD, Kroeger A, Vazquez S, Ruiz D, Martinez E, Mercado JC, Balmaseda A, Harris E, Dimano E, Leano PS, Yoksan S, Villegas E, Benduzu H, Villalobos I, Farrar J, Simmons CP. Multi-country evaluation of the sensitivity and specificity of two commercially-available NS1 ELISA assays for dengue diagnosis. PLoS Negl. Trop. Dis. 2010:4. doi: 10.1371/journal.pntd.0000811. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hang VT, Nguyet NM, Trung DT, Tricou V, Yoksan S, Dung NM, Van Ngoc T, Hien TT, Farrar J, Wills B, Simmons CP. Diagnostic accuracy of NS1 ELISA and lateral flow rapid tests for dengue sensitivity, specificity and relationship to viraemia and antibody responses. PLoS Negl. Trop. Dis. 2009;3:e360. doi: 10.1371/journal.pntd.0000360. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hoang LT, Lynn DJ, Henn M, Birren BW, Lennon NJ, Le PT, Duong KT, Nguyen TT, Mai LN, Farrar JJ, Hibberd ML, Simmons CP. The early whole-blood transcriptional signature of dengue virus and features associated with progression to dengue shock syndrome in Vietnamese children and young adults. J. Virol. 2010;84:12982–12994. doi: 10.1128/JVI.01224-10. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hu D, Di B, Ding X, Wang Y, Chen Y, Pan Y, Wen K, Wang M, Che X. Kinetics of non-structural protein 1, IgM and IgG antibodies in dengue type 1 primary infection. Virol. J. 2011;8:47. doi: 10.1186/1743-422X-8-47. [DOI] [PMC free article] [PubMed] [Google Scholar]
- ICH . Validation of analytical procedures-test and methodology Q2 (R1) 1995. International Cooperation on harmonisation of technical requirement for registration of pharmaceuticals for human use. [Google Scholar]
- Laue T, Emmerich P, Schmitz H. Detection of dengue virus RNA in patients after primary or secondary dengue infection by using the TaqMan automated amplification system. J. Clin. Microbiol. 1999;37:2543–2547. doi: 10.1128/jcm.37.8.2543-2547.1999. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Naze F, Le Roux K, Schuffenecker I, Zeller H, Staikowsky F, Grivard P, Michault A, Laurent P. Simultaneous detection and quantitation of Chikungunya, dengue and West Nile viruses by multiplex RT-PCR assays and dengue virus typing using high resolution melting. J. Virol. Methods. 2009;162:1–7. doi: 10.1016/j.jviromet.2009.03.006. [DOI] [PubMed] [Google Scholar]
- Rico-Hesse R, Harrison LM, Salas RA, Tovar D, Nisalak A, Ramos C, Boshell J, de Mesa MT, Nogueira RM, da Rosa AT. Origins of dengue type 2 viruses associated with increased pathogenicity in the Americas. Virology. 1997;230:244–251. doi: 10.1006/viro.1997.8504. [DOI] [PubMed] [Google Scholar]
- Rozen S, Skaletsky HJ. Primer3 on the WWW for general users and for biologist programmers. In: Krawetz S, Misener S, editors. Bioinformatics Methods and Protocols: Methods in Molecular Biology. 2000. pp. 365–386. [DOI] [PubMed] [Google Scholar]
- Sadon N, Delers A, Jarman RG, Klungthong C, Nisalak A, Gibbons RV, Vassilev V. A new quantitative RT-PCR method for sensitive detection of dengue virus in serum samples. J. Virol. Methods. 2008;153:1–6. doi: 10.1016/j.jviromet.2008.06.023. [DOI] [PubMed] [Google Scholar]
- Shu PY, Huang JH. Current advances in dengue diagnosis. Clin. Diagn. Lab. Immunol. 2004;11:642–650. doi: 10.1128/CDLI.11.4.642-650.2004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Simmons CP, Chau TN, Thuy TT, Tuan NM, Hoang DM, Thien NT, Lien le B, Quy NT, Hieu NT, Hien TT, McElnea C, Young P, Whitehead S, Hung NT, Farrar J. Maternal antibody and viral factors in the pathogenesis of dengue virus in infants. J. Infect. Dis. 2007;196:416–424. doi: 10.1086/519170. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tanner L, Schreiber M, Low JG, Ong A, Tolfvenstam T, Lai YL, Ng LC, Leo YS, Thi Puong L, Vasudevan SG, Simmons CP, Hibberd ML, Ooi EE. Decision tree algorithms predict the diagnosis and outcome of dengue fever in the early phase of illness. PLoS Negl. Trop. Dis. 2008;2:e196. doi: 10.1371/journal.pntd.0000196. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tricou V, Minh NN, Van TP, Lee SJ, Farrar J, Wills B, Tran HT, Simmons CP. A randomized controlled trial of chloroquine for the treatment of dengue in Vietnamese adults. PLoS Negl. Trop. Dis. 2010a;4:e785. doi: 10.1371/journal.pntd.0000785. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tricou V, Vu HT, Quynh NV, Nguyen CV, Tran HT, Farrar J, Wills B, Simmons CP. Comparison of two dengue NS1 rapid tests for sensitivity, specificity and relationship to viraemia and antibody responses. BMC Infect. Dis. 2010b;10:142. doi: 10.1186/1471-2334-10-142. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Vaughn DW, Green S, Kalayanarooj S, Innis BL, Nimmannitya S, Suntayakorn S, Endy TP, Raengsakulrach B, Rothman AL, Ennis FA, Nisalak A. Dengue viremia titer, antibody response pattern, and virus serotype correlate with disease severity. J. Infect. Dis. 2000;181:2–9. doi: 10.1086/315215. [DOI] [PubMed] [Google Scholar]
- Vaughn DW, Green S, Kalayanarooj S, Innis BL, Nimmannitya S, Suntayakorn S, Rothman AL, Ennis FA, Nisalak A. Dengue in the early febrile phase: viremia and antibody responses. J. Infect. Dis. 1997;176:322–330. doi: 10.1086/514048. [DOI] [PubMed] [Google Scholar]
- Vu TT, Holmes EC, Duong V, Nguyen TQ, Tran TH, Quail M, Churcher C, Parkhill J, Cardosa J, Farrar J, Wills B, Lennon NJ, Birren BW, Buchy P, Henn MR, Simmons CP. Emergence of the Asian 1 genotype of dengue virus serotype 2 in Viet Nam: in vivo fitness advantage and lineage replacement in South-East Asia. PLoS Negl. Trop. Dis. 2010;4:e757. doi: 10.1371/journal.pntd.0000757. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wang WK, Chen HL, Yang CF, Hsieh SC, Juan CC, Chang SM, Yu CC, Lin LH, Huang JH, King CC. Slower rates of clearance of viral load and virus-containing immune complexes in patients with dengue hemorrhagic fever. Clin. Infect. Dis. 2006;43:1023–1030. doi: 10.1086/507635. [DOI] [PubMed] [Google Scholar]
- WHO . Dengue and Dengue Haemorrhagic Fever. 2009. Fact sheet No. 117. [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.