Literature DB >> 29503874

Evaluation of the Luminex xTAG Respiratory Viral Panel FAST v2 assay for detection of multiple respiratory viral pathogens in nasal and throat swabs in Vietnam.

Vu Thi Ty Hang1, Nguyen Thi Han Ny1, Tran My Phuc1, Pham Thi Thanh Tam1, Dang Thao Huong1, Ho Dang Trung Nghia1, Nguyen Tran Anh Vu2, Pham Thi Hong Phuong2, Nguyen Van Xang3, Nguyen Dong3, Pham Nhu Hiep4, Nguyen Van Hung5, Tran Tinh Hien1,6, Maia Rabaa1, Guy E Thwaites1,6, Stephen Baker1,6,7, Le Van Tan1, H Rogier van Doorn6,8.   

Abstract

BACKGROUND: Acute respiratory infections (ARI) are among the leading causes of hospitalization in children ≤5 years old. Rapid diagnostics of viral pathogens is essential to avoid unnecessary antibiotic treatment, thereby slowing down antibiotic-resistance. We evaluated the diagnostic performance of the Luminex xTAG Respiratory Viral Panel FAST v2 against viral specific PCR as reference assays for ARI in Vietnam.
METHODS: Four hundred and forty two nose and throat swabs were collected in viral transport medium, and were tested with Luminex xTAG Respiratory Viral Panel FAST v2. Multiplex RT-PCR and single RT-PCR were used as references.   
Results: Overall, viral pathogens were detected in a total count of 270/294 (91.8%, 95% CI 88.1-94.7) by the Luminex among reference assays, whilst 112/6336 (1.8%, 95% CI, 1.4-2.1) of pathogens were detected by the Luminex, but not by reference assays. Frequency of pathogens detected by Luminex and reference assays was 379 and 292, respectively. The diagnostic yield was 66.7% (295/442, 95%CI 62.1-71.1%) for the Luminex assay and 54.1% (239/442, 95% CI, 49.3-58.8%) for reference assays. The Luminex kit had higher yields for all viruses except influenza B virus, respiratory syncytial virus, and human bocavirus. High agreements between both methods [mean (range): 0.91 (0.83-1.00)] were found for 10/15 viral agents.
CONCLUSIONS: The Luminex assay is a high throughput multiplex platform for rapid detection of common viral pathogens causing ARI. Although the current high cost may prevent Luminex assays from being widely used, especially in limited resource settings where ARI are felt most, its introduction in clinical diagnostics may help reduce unnecessary use of antibiotic prescription.

Entities:  

Keywords:  Luminex; RVP FAST v2; Vietnam

Year:  2017        PMID: 29503874      PMCID: PMC5811805          DOI: 10.12688/wellcomeopenres.12429.2

Source DB:  PubMed          Journal:  Wellcome Open Res        ISSN: 2398-502X


Introduction

Acute respiratory infections (ARI) are the leading cause of morbidity and mortality in infants and children worldwide, especially in Southeast Asia (including Vietnam) and Africa [1, 2]. In Vietnam, there is a high burden of ARI in children in the first year of life, who are more likely to be admitted to intensive care and have a longer hospital stay than children with other infectious diagnoses [3]. Viruses are the most common causes of ARI [4– 8]. Rapid identification of causative agents is therefore of clinical and public health significance, and may reduce the widespread inappropriate use of antibiotics. The advances in molecular diagnostics have provided powerful means for detection of viruses in terms of sensitivity, specificity and turnaround time [5, 9– 12]. The introduction of multiplex PCR for detection of a panel of respiratory pathogens enables faster results, higher throughput and lower cost [13, 14]. The Luminex xTAG Respiratory Viral Panel (RVP) FAST v2 assay (Luminex Molecular Diagnostics, Toronto, ON, Canada) is a qualitative multiplex molecular diagnostic assay for simultaneous detection of 19 viral types and subtypes within two hours in a single reaction. It was approved in September 2012 by the US Food and Drug Administration (FDA). Previous reports have shown that the sensitivity of Luminex RVP FAST system varied between settings, while the specificity was consistently high [15– 19]. Here, we aimed to evaluate the diagnostic performance of the Luminex xTAG RVP FAST v2 (hereafter called Luminex) against a combination of a number of published reference assays on clinical specimens collected from patients with ARI from four provincial hospitals in Vietnam.

Methods

Study samples and study procedure

This is a retrospective study. Respiratory samples were derived from the Vietnam initiative on Zoonotic infections (VIZIONS) study [20]. This study was approved by the local ethical committee and the Oxford Tropical Research Ethics Committee (OxTREC Approval No. 15–12). The Institutional Review Boards of the hospital sites (Daklak, Dong Thap, Hue, and Khanh Hoa) submitted the official document approvals to the Hospital for Tropical Diseases (HTD) local ethics committee. The HTD then gave ethical approval (approval no. CS/ND/13/28). Written informed consent was obtained from all patients or from parents/legal guardians if the patient was a child prior to enrolment into the study. In and outpatients with a clinical diagnosis of ARI were recruited from four provincial hospitals (in Cao Lanh, Dong Thap; Buon Me Thuot, Dak Lak; Nha Trang, Khanh Hoa; and Hue). The study inclusion criteria consisted of fever or history of fever of less than 7 days and respiratory symptoms as the chief complaint. On the day of enrollment, nose and throat swabs were collected from each patient in separate tubes containing 1ml of sterile viral transport medium (VTM, including MEM Hanks: 500ml, gelatin 5%: 50ml and antibiotics (antbiotics: penicillin 100UI/mlVTM + streptomycin 100mg/ml VTM : 5ml and Amphotericin B 250ug/ml: 3ml). Samples were stored at -80°C and transported in batches on dry ice to the laboratory of Oxford University Clinical Research Unit (OUCRU), Ho Chi Minh City, where the nose and throat swabs were pooled for subsequent analysis as per study protocols. Four hundred forty-two samples were simultaneously tested with the Luminex assay and reference assays.

Nucleic acid extraction

Equal volumes of VTM from nose and throat swabs were pooled and subjected to total nucleic acid extraction after addition of internal control (EAV - equine arteritis virus for reference assays and bacteriophage MS2 for the Luminex assay) using the MagNApure 96 platform (Roche Diagnostics, Mannheim, Germany), according to the manufacturer’s instructions. Extracted nucleic acids were eluted in 50 ul of elution buffer and stored at -80°C for further analyses.

Luminex xTAG RVP FAST v2 set

The kits were provided for free by the Luminex company. The Luminex assay includes reagents to detect Influenza A virus (InfA: generic, H1N1 (1977), H1N1pdm09, H3N2), Influenza B virus (InFB), Respiratory Syncytial Virus A & B (RSVA, RSVB), enteroviruses including rhinoviruses (ENT/Rhi), human parainfluenza viruses 1–4 (PIV1-4), human metapneumovirus (hMPV), adenovirus (ADV), human coronavirus NL63 (hCoV NL63), hCoV HKU1, hCoV 229E, hCoV OC43, and human bocavirus (hBoV). Bacteriophage lambda was included in every run to control the amplification and assay performance. The assay comprised a PCR amplification and hybridization step, and was performed according to the manufacturer’s instructions. Signal acquisition presented as MFI (median fluorescence intensity) was done on the Luminex MAGPIX instrument. Data was read and reported by the TDAS RVP FAST software, version 2.2.

Reference assays

The reference assays included an RT-PCR for RSVA and RSVB [21], the CDC RT-PCR obtained by protocol transfer agreement with the US CDC for universal detection of influenza A virus, influenza A virus subtype H1 (1977), influenza A virus subtype H3, and InFB [ Table 1, CDC Realtime RTPCR (rRTPCR) Protocol for Detection and Characterization of Influenza, Revised April 4, 2006]; and the 4-tube real time multiplex RT-PCR [22]. Because the influenza A viruses, InfB and RVS targets were tested in the above specific RT-PCRs, they were not tested in the 4-tube assay. Detection of Influenza A virus H1N1pdm09 was performed by an in-house RT-PCR assay using primer set targeting HA (haemagglutinin) gene segment 4 (forward primer, 5’-GTTACCCAGGAGATTTCATCGA-3’; reverse primer, 5’-CATGCTGCCGTTACACCTTTG-3’; and probe, 5’-FAM-AAGTTCATGGCCCAATCATGACTCGA-BHQ1-3’ [FAM, 6-carboxyfluorescein, BHQ1, black hole quencher 1]). The reference was considered to be positive if any one of the reference assays was positive.
Table 1.

Primers and probe sequences of CDC influenza A/B virus PCR.

Primer nameOligo sequence (5′>3′)
FluA ForwardGACCRATCCTGTCACCTCTGAC
FluA ReverseAGGGCATTYTGGACAAAKCGTCTA
FluA probeFAM-TGCAGTCCTCGCTCACTGGGCACG-BHQ1
1977 seasonal H1 ForwardAACTACTACTGGACTCTGCTGGAA
1977 seasonal H1 ReverseCCATTGGTGCATTTGAGGTGATG
1977 Seasonal H1 Probe [1] FAM-TGAYCCAAAGCC”T” (BHQ1)CTACTCAGTGCGAAAGC
FluA H3 ForwardAAGCATTCCYAATGACAAACC
FluA H3 ReverseATTGCRCCRAATATGCCTCTAGT
FluA H3 ProbeFAM-CAGGATCACATATGGGSCCTGTCCCAG-BHQ1
FluB ForwardTCCTCAACTCACTCTTCGAGCG
FluB ReverseCGGTGCTCTTGACCAAATTGG
FluB probeFAM-CCAATTCGAGCAGCTGAAACTGCGGTG-BHQ1

Note: FAM: 6-carboxyfluorescein (FAM); BHQ1: Blackhole Quencher 1.

1: Taqman ® probe is internally quenched at a modified “T” residue with BHQ1.

Note: FAM: 6-carboxyfluorescein (FAM); BHQ1: Blackhole Quencher 1. 1: Taqman ® probe is internally quenched at a modified “T” residue with BHQ1.

Data analysis and statistical analysis

Performance of the Luminex assay was evaluated as diagnostic yields and sensitivity against reference assays with 95% confidence interval using 2x2 tables. The calculation of these was performed with Intercooled Stata 9.2 (Stata, College station, TX, USA). Agreement between the Luminex and reference assays was determined by Kappa statistic using SPSS version 23 (IBM Corp. SPSS Statistic, NY, USA). McNemar test (SPSS version 23) was used to examine whether there was any difference of diagnostic rates of individual viruses between the Luminex and reference assays. Statistical significance was set at P<0.05.

Results

Baseline results

A total of 442 samples collected between November 2012 and April 2014 were analysed for the evaluation of the Luminex assay. Three hundred forty-eight samples were from children (≤15 years old) and 94 samples from adults. The male/female ratio was 0.62 (273): 0.38 (169). The median age of children was 1 year (Interquartile range, IQR: 1, 2) and of adults 46 years (IQR: 34, 72). Overall, 302 specimens (68.3%) were positive by either Luminex or reference assays or both. One hundred forty samples (31.7%) remained undiagnosed. ENT/Rhi was the most frequently detected pathogen by the two techniques (159 over 403 total count of all pathogens, 40%), followed by hBoV (n = 45, 11%) and PIV3 (n = 42, 10%). Less frequently detected were ADV (n = 32, 8%), hMPV (n = 29, 7%), InFA (n = 22, 6%), hCoV (n = 22, 6%), RSV A and B (n = 21, 5%), PIV4 (n = 12, 3%), InFB (n = 10, 2.5%), PIV1 (n = 6, 1%) and PIV2 (n = 3, 0.5%).

Comparison of the Luminex xTAG RVP FAST v2 test and references

Diagnostic yields of Luminex and reference assays were 66.7% (295/442, 95% CI, 62.1-71.1%) and 54.1% (239/442, 95% CI, 49.3-58.8%), respectively. The frequency of pathogens detected by Luminex and reference assays was 379 and 292, respectively. Shown in Figure 1 is number of cases that were positive for individual viruses detected by the Luminex and reference assays. The Luminex assay had a higher detection rate for most viruses, but significant differences were seen in ENT/Rhi (99% versus 57%, P=0.001, McNemar test) and PIV4 (100% versus 42%, P=0.01, McNemar test). In contrast, for hBoV, RSV and InFB, the reference assays had higher detection rates (78% versus 96%, P=0.04; 90% versus 100%, P>0.05; and 90% versus 100%, P>0.05; respectively). Regarding mixed-infection, the Luminex assay also detected more co-infections compared to the reference assays: 68 versus 47. The maximum number of pathogens detected in a single patient was 4. Parechoviruses were detected in four samples by the reference assays, but were not included in the Luminex assay. HCoV were not subtyped by reference assays.
Figure 1.

Comparison of count of individual pathogens detected by the Luminex RVP FAST v2 and reference assays.

Evaluation of the test performance and agreement between assays

Table 2 shows the diagnostic performance of the Luminex assay on clinical swabs against reference assays. Overall, 270 pathogens [91.8% (95% CI, 88.1-94.7)] detected by reference assays were also detected by Luminex assay (true positive rate or “sensitivity” against reference assays as gold standard). There were 112 pathogens detected by Luminex but not detected by references, corresponding to an additional 1.8% (95%CI: 1.4-2.1) positives. In addition, there were 24 pathogens detected by reference assays but not detected by the Luminex, corresponding to an additional 0.3% (95% CI: 0.2-0.6) positives.
Table 2.

Diagnostic performance of the Luminex RVP FAST v2 in comparison with reference assays.

Pathogens+L and +ref+ L and -ref-L and +ref- L and -refLuminex sensitivity ** (% [95% CI])Additional Luminex positive *** (% [95% CI])Kappa (95% CI)
ENT/Rhi8969128398.8 (93.9-99.9)19.6 (15.6-24.1)0.62 (0.54-0.69)
hBoV3321039776.7 (61.4-88.2)0.5 (0.06-1.7)0.83 (0.73-0.92)
PIV3327340091.4 (76.9-98.2)1.7 (0.6-3.5)0.85 (0.77-0.92)
ADV1911241090.5 (69.6-98.8)2.6 (1.3-4.6)0.67 (0.53-0.80)
hMPV208141395.2 (76.2-99.9)1.9 (0.8-3.7)0.80 (0.68-0.91)
InFA matrix * 300439100 (29.2-100)0.0 (0.0-0.0)1.00 (1.00-1.00)
H1N1pdm09910432100 (66.4-100)0.2 (0.0-1.2)0.95 (0.85-1.05)
H3N21000432100 (69.1-100)0.0 (0.0-0.0)1.00 (1.00-1.00)
hCoV (OC43, NL63, HKU1)164242088.8 (65.3-98.6)0.9 (0.2-2.3)0.83 (0.71-0.94)
RSVA901432100 (55.4-99.7)0.0 (0.0-0.0)0.95 (0.84-1.05)
RSVB100342976.9 (46.2-94.9)0.0 (0.0-0.0)0.87 (0.73-1.00)
PIV4570430100 (47.8-100)1.6 (0.6-3.2)0.58 (0.30-0.85)
InFB90143290.0 (55.4-99.7)0.0 (0.0-0.0)0.94 (0.83-1.04)
PIV1330436100 (29.2-100)0.6 (0.1-1.9)0.66 (0.30-1.01)
PIV2300439100 (29.2-100)0.0 (0.0-0.0)1.00 (1.00-1.00)
Overall27011224622491.8 (88.1-94.7)1.8 (1.4-2.1)0.67 (0.61-0.73)

L: Luminex, ref: reference assays, * positive for M gene but negative for H1-1977, H1N1pdm09 and H3N2.

** +L and +ref/(+L and +ref )+(-L and +ref), *** +L and – ref/(+L and – ref) +(- L and - ref).

L: Luminex, ref: reference assays, * positive for M gene but negative for H1-1977, H1N1pdm09 and H3N2. ** +L and +ref/(+L and +ref )+(-L and +ref), *** +L and – ref/(+L and – ref) +(- L and - ref). For individual targets, detection rate by Luminex was higher for 12 targets, ranging from 88.8% to 100% (ENT/Rhi, PIV3, ADV, hMPV, InFA matrix, H1N1pdm09, H3N2, hCoV, RSVA, PIV4, PIV1, PIV2), whilst it was less often positive for hBoV and RSVB and InFB (35 vs 43, 10 vs 13 and 9 vs 10, respectively). Remarkably, 43.4% (69/159) of ENT/Rhi were detected by Luminex but were negative by reference assays. Among the 442 clinical swabs, concordance between the two techniques was noted in 372 samples and discordance was recorded in 70 samples, showing substantial agreement (overall kappa 0.67, 95%CI 0.61–0.73). Table 2 also shows the test agreement of all viral pathogens. Almost perfect agreement was recorded in 10 pathogens, hBoV, PIV3, InFA matrix, H1N1pdm09, H3N2, hCoV, RSVA, RSVB, InFB and PIV2 (kappa 0.83 – 1.00). Substantial agreement (kappa 0.62–0.80) was seen in hMPV, ENT/Rhi, ADV and PIV1, while agreement in PIV4 was moderate (kappa 0.58).

Dataset 1: Evaluation of the Luminex xTAG Respiratory Viral Panel FAST v2 assay for detection of multiple respiratory viral pathogens in nasal and throat swabs in Vietnam

Respiratory Viral Diagnostic Result from 442 patient swabs of the Luminex and reference assays. - Site: Abbreviation of provinces where hospitals involved in the study, where patients were recruited. (DlK: Daklak, DT: Dong Thap, H: Hue, and KH: Khanh Hoa) - Gender: patient sex, 1: Male, 2: Female - DateCollection: Date when patient samples were collected - Flu A type (CDC): Results of influenza A and types from the reference assay: CDC Realtime RTPCR assay - Flu B (CDC): Results of influenza B from the reference assay: CDC Realtime RTPCR assay - RSV type: Results of RSV A and RSV B from in-house reference PCR assay - detected by 4tube multiplexPCR: Results of other 10 viruses from reference assay: in-house 4-tube multiplex PCR - Luminex result: Results from Luminex assay - Diagnose: Final diagnosis based on Luminex and reference assays, it was defined “pos” if sample was positive with any of reference assays or Luminex assay, "undiagnosed” if sample was negative with all reference assays and the Luminex assay Click here for additional data file.

Discussion

Fast and reliable diagnostic tests are a practical need in helping physicians to make appropriate treatment decisions and are a useful tool in research and surveillance. We report here the evaluation of a Luminex assay on respiratory swabs collected from patients admitted to four provincial hospitals in Vietnam. Lacking a true “gold standard”, we combined a number of published PCR assays as reference tests for evaluation. Overall positivity of Luminex among reference assays was high (91.8%, CI 95% 88.1–94.7). Besides that 5 targets (ENT/Rhi , ADV, hMPV, PIV4 and PIV1) which were all more often detected by Luminex than by reference assays and were confirmed by single-RT PCR (number of +L/-ref cases ranged from 3 – 69; Table 2). This suggests that detection using Luminex is superior to reference assays for these targets. Compared to reference assays, our study found an increased detection rate by the Luminex for most targets, and significant difference was seen in Ent/Rhi and PIV4 (+L/-ref= 69, p<0.001; and +L/-ref= 7, p=0.01, respectively; Figure 1). Especially a high number of +L/-ref for Ent/Rhi agent shows a considerable difference with other studies in previous xTAG Luminex studies [15, 18, 23– 25]; it probably again reveals that Luminex is a strong assay in detection of this viral agent. Meanwhile, detection rate for hBoV was significantly higher in reference assays than in the Luminex (10 versus 2, p=0.04; Figure 1), which is similar to other previous studies [15, 18] (sensitivity of Luminex for this viral agent was rather low, 41.4% and 20.0% in these studies, respectively). Though the Luminex assay may be of benefit to diagnostics and cost of treatment [12, 13, 15, 17, 26], it requires a specific instrument for detection and data acquisition. Therefore, it may not be appropriate to laboratories with limited equipment. However, with a highly automated system and the capacity to test up to 94 specimens within two hours (not including nucleic acid extraction and hands-on time), this high throughput Luminex RVP FAST method would be useful in large hospitals where they could have high input of respiratory samples to run by batch. Globally, the fear of clinical worsening for patients with ARI usually results in empiric antibiotic prescription, even though doctors are aware that most ARI are caused by viruses. One of the factors contributing to this is the long interval between sampling and reporting of test results. The Luminex assay may be part of the solution to this with its fast turnaround time. The Luminex has a number of weaknesses: it cannot distinguish enterovirus and rhinovirus, it is not quantitative, it comprises a two-tube step for RT-PCR and DNA hybridization, including an open-tube step for transferring PCR product from RT-PCR tube to hybridization tube, which brings a risk for contamination, and it is expensive. A significantly lower positivity rate of the Luminex assay for hBoV found in this study ( P=0.04) is also a weakness of this kit, which may need further clinical evaluation. Limitations of this study are the lack of a true gold standard as is commonly seen when evaluating diagnostic assays and low numbers of positive samples for several ‘uncommon’ viruses (such as PIV1, PIV2). This low number of positive samples may conceal true diagnostic rates for these viruses. In conclusion, our study shows the Luminex RVP FAST has a good diagnostic performance for detection of multiple respiratory viruses. Results from this study provided an additional evaluation on the utility of this commercial test. Though the cost of Luminex assay is rather high, Luminex RVP FAST platform could become affordable in large hospitals where samples are high input, reducing cost of the test by batch run. Once the per assay cost of this assay become more affordable, the above advantages and the short turnaround time could contribute to improving patient management and changing the prescription culture in countries like Vietnam.

Data availability

Evaluation of the Luminex xTAG Respiratory Viral Panel FAST v2 assay for detection of multiple respiratory viral pathogens in nasal and throat swabs in Vietnam Dataset 1: Respiratory Viral Diagnostic Result from 442 patient swabs of the Luminex and reference assays. https://doi.org/10.6084/m9.figshare.5353630.v1 [27] Thi Ty Hang et al. evaluated the Luminex system’s performance in diagnosing respiratory viral infections in ARI cases in Vietnam and compared their results to those obtained with other reference diagnostic methods. Although more expensive than in-house diagnostic assays, Luminex performed well and it could be of real benefit in laboratories with a high throughput of samples. The paper is well written, sample size is appropriate and conclusions are supported by the results. I only have minor suggestions. I think Table 2 is a bit difficult to follow. When I read “positive rate” I think about N+/total number of test (while here it is over the N of positives or the N of negatives with the reference method – columns 6 and 7). I think rephrasing the captions for columns 6 and 7 and/or including a note with the used formulas will greatly increase the readability of the table (e.g. something like “Luminex sensitivity”, L+and Ref+/ Ref+ for column 6 and “additional Luminex positive”, L+/Ref- for column 7). Personally, I would also remove column 5, because it adds confusion. Abstract, results: Similarly, the sentence “viral pathogens were detected in a total count of 270/294 by the Luminex among reference assays” is not clear. Results, third paragraph: I would rephrase the sentence “…corresponding to a 1.8% detection rate” into something like “….corresponding to an additional 1.8% positives”. (Same at the following line). Methods: Was the used VTM commercially available or prepared in house? A reference to the provider or a list of component used for its preparation should be included. Results, first paragraph: Shouldn’t it be <=15, instead of >=15? Was the higher number of co-infections detected by the Luminex due to the higher number of Entero/Rhinoviruses identified? Results, paragraph starting with “For individual targets”: I think a word is missing after “more often”. Discussion: I would avoid the repetition of the K values as they are stated 2 paragraphs above. I have read this submission. I believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard. Approved with minor modifications, authors to address the following Authors should provide sensitivity & specificity, limit of detection of the reference assay used Authors should provide how the sample size was achieved Was any other reference method used to assess whether additional positive by Luminex were false positive or true positive to truly evaluate the performance of luminex / label it as more sensitive I have read this submission. I believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard.
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1.  Evaluation of the Luminex xTAG Respiratory Viral Panel FAST v2 assay for detection of multiple respiratory viral pathogens in nasal and throat swabs in Vietnam.

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Journal:  J Med Virol       Date:  2019-12-12       Impact factor: 20.693

3.  Evaluation of a phased pneumococcal conjugate vaccine introduction in Mongolia using enhanced pneumonia surveillance and community carriage surveys: a study protocol for a prospective observational study and lessons learned.

Authors:  S F La Vincente; C von Mollendorf; M Ulziibayar; C Satzke; L Dashtseren; K K Fox; E M Dunne; C D Nguyen; J de Campo; M de Campo; H Thomson; G Surenkhand; S Demberelsuren; S Bujinlkham; L A H Do; D Narangerel; T Cherian; T Mungun; E K Mulholland
Journal:  BMC Public Health       Date:  2019-03-21       Impact factor: 3.295

4.  Epidemiology and Phylogenetic Analysis of Viral Respiratory Infections in Vietnam.

Authors:  Lu Lu; Gail Robertson; Jordan Ashworth; Anh Pham Hong; Ting Shi; Alasdair Ivens; Guy Thwaites; Stephen Baker; Mark Woolhouse
Journal:  Front Microbiol       Date:  2020-05-15       Impact factor: 5.640

5.  Meta-Analysis of the Diagnostic Efficacy of the Luminex xTAG Respiratory Viral Panel FAST v2 Assay for Respiratory Viral Infections.

Authors:  Li-Min Xie; Xin Yin; Tian-Ao Xie; Jian-Wen Su; Qin Huang; Jing-Hao Zhang; Yin-Fei Huang; Xu-Guang Guo
Journal:  Yonsei Med J       Date:  2022-01       Impact factor: 2.759

6.  Perspective on the Use of Innovative Surveillance Strategies Implemented for COVID-19 to Prevent Mosquito-Borne Disease Emergence in French Polynesia.

Authors:  Maite Aubry; Van-Mai Cao-Lormeau
Journal:  Viruses       Date:  2022-02-24       Impact factor: 5.048

  6 in total

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