Molecular & Cellular Proteomics · 2017 · 21 citations · 15 references
Veterinary MedicineInfectious DiseasesMicrobiologyMolecular DiagnosticsMolecular VirologyVirologyDiagnosticsInfectious Disease DetectionInfectious Disease Molecular TestingPathogen DetectionViral DiagnosticsViral InfectionsAccuracyAcute Febrile IllnessAntibodiesCapsid Protein DetectionDiagnostic Assay DevelopmentPolymerase Chain Reaction SpecificityReverse Transcription Polymerase Chain Reaction (Rt-pcr)Zika Virus Infection Diagnosis
Zika virus (ZIKV) and dengue virus (DENV) are closely related flaviviruses that cause widespread, acute febrile illnesses, notably microcephaly for fetuses of infected pregnant women. Detecting the viral cause of these illnesses is paramount to determine risks to patients, counsel pregnant women, and help fight outbreaks. A combined diagnostic algorithm for ZIKV and DENV requires Reverse transcription polymerase chain reaction (RT-PCR) and IgM antibody detection. RT-PCR differentiates between DENV and ZIKV infections during the acute phases of infection, but differentiation based on IgM antibodies is currently nearly impossible in endemic areas. We have developed a ZIKV/DENV protein array and tested it with serum samples collected from ZIKV- and DENV-infected patients and healthy subjects in Puerto Rico. Our analyses reveal a biomarker panel that are capable of discriminating ZIKV and DENV infections with high accuracy, including Capsid protein from African ZIKV strain MR766, and other 5 pair of proteins (NS1, NS2A, NS3, NS4B and NS5) from ZIKV and DENV respectively. Both sensitivity and specificity of the test for ZIKV from DENV are around 90%. We propose that the ZIKV/DENV protein array will be used in future studies to discriminate patients infected with ZIKV from DENV. Zika virus (ZIKV) and dengue virus (DENV) are closely related flaviviruses that cause widespread, acute febrile illnesses, notably microcephaly for fetuses of infected pregnant women. Detecting the viral cause of these illnesses is paramount to determine risks to patients, counsel pregnant women, and help fight outbreaks. A combined diagnostic algorithm for ZIKV and DENV requires Reverse transcription polymerase chain reaction (RT-PCR) and IgM antibody detection. RT-PCR differentiates between DENV and ZIKV infections during the acute phases of infection, but differentiation based on IgM antibodies is currently nearly impossible in endemic areas. We have developed a ZIKV/DENV protein array and tested it with serum samples collected from ZIKV- and DENV-infected patients and healthy subjects in Puerto Rico. Our analyses reveal a biomarker panel that are capable of discriminating ZIKV and DENV infections with high accuracy, including Capsid protein from African ZIKV strain MR766, and other 5 pair of proteins (NS1, NS2A, NS3, NS4B and NS5) from ZIKV and DENV respectively. Both sensitivity and specificity of the test for ZIKV from DENV are around 90%. We propose that the ZIKV/DENV protein array will be used in future studies to discriminate patients infected with ZIKV from DENV. The rapid, global spread of Zika virus (ZIKV) 1The abbreviations used are: ZIKV, Zika virus; DENV, Dengue virus; GBS, Guillain-Barré syndromes; RT-PCR, Reverse transcription polymerase chain reaction; ELISA, Enzyme-linked immunosorbent assay; PRNT, Plaque reduction neutralization test; ORFs, Open reading frames; GST, Glutathione S-transferases; ROC, Receiver operating characteristic; MAC-ELISA, IgM antibody capture enzyme-linked immunosorbent assay.., 1The abbreviations used are: ZIKV, Zika virus; DENV, Dengue virus; GBS, Guillain-Barré syndromes; RT-PCR, Reverse transcription polymerase chain reaction; ELISA, Enzyme-linked immunosorbent assay; PRNT, Plaque reduction neutralization test; ORFs, Open reading frames; GST, Glutathione S-transferases; ROC, Receiver operating characteristic; MAC-ELISA, IgM antibody capture enzyme-linked immunosorbent assay. its association with congenital ZIKV and Guillain-Barré syndromes (GBS), and the demonstration that it is sexually transmitted, have raised unprecedented public health concerns (1.Lazear H.M. Diamond M.S. Zika Virus: New Clinical Syndromes and Its Emergence in the Western Hemisphere.J. Virol. 2016; 90: 4864-4875Crossref PubMed Scopus (336) Google Scholar). Indeed, ZIKV infection is now known to be a cause of microcephaly and severe brain abnormalities and has been linked to other birth defects (https://www.cdc.gov/zika/pdfs/zika-key-messages.pdf). It has become one of the greatest concerns for pregnant women, who can pass ZIKV to their developing fetus if infected during pregnancy (2.Petersen L.R. Jamieson D.J. Powers A.M. Honein M.A. Zika virus.N. Engl. J. Med. 2016; 374: 1552-1563Crossref PubMed Scopus (885) Google Scholar). Therefore, it is critical to determine the potentially causal virus in an individual who presents with suspicion of infection. However, the arrival of ZIKV in the Americas was preceded by decades of endemic transmission of dengue virus (DENV), which has a similar clinical presentation that makes it difficult for clinicians to accurately distinguish (3.Priyamvada L. Quicke K.M. Hudson W.H. Onlamoon N. Sewatanon J. Edupuganti S. Pattanapanyasat K. Chokephaibulkit K. Mulligan M.J. Wilson P.C. Ahmed R. Suthar M.S. Wrammert J. Human antibody responses after dengue virus infection are highly cross-reactive to Zika virus.Proc. Natl. Acad. Sci. U.S.A. 2016; 113: 7852-7857Crossref PubMed Scopus (408) Google Scholar). Diagnostic algorithms for ZIKV and DENV often include RNA nucleic acid testing (e.g. RT-PCR) and IgM detection tests, according to guidelines that can be found in references for physicians (4.Organization, P. A. H., (accessed may 5th 2017) Dengue: guidelines for patient care in the Region of the Americas. 2. ed. http://iris.paho.org/xmlui/handle/123456789/31207,Google Scholar, 5.Announcement: Guidance for U.S. laboratory testing for Zika virus infection: Implications for health care providers.MMWR Morb. Mortal. Wkly. Rep. 2016; 65: 1304Crossref PubMed Scopus (0) Google Scholar, 6.Shukla S. Hong S.Y. Chung S.H. Kim M. Rapid detection strategies for the global threat of Zika virus: Current state, new hypotheses, and limitations.Front. Microbiol. 2016; 7: 1685Crossref PubMed Scopus (31) Google Scholar). RT-PCR can detect and differentiate ZIKV and DENV early in infection (7.Santiago G.A. Vergne E. Quiles Y. Cosme J. Vazquez J. Medina J.F. Medina F. Colon C. Margolis H. Munoz-Jordan J.L. Analytical and clinical performance of the CDC real time RT-PCR assay for detection and typing of dengue virus.PLoS Negl. Trop. Dis. 2013; 7: e2311Crossref PubMed Scopus (239) Google Scholar). However, later in infection when RT-PCR assays are less sensitive, or in asymptomatic pregnant women, differentiating these two diseases requires specific serology-based diagnostic methods, which is challenging because of immunologic cross-reactivity among the flaviviruses (3.Priyamvada L. Quicke K.M. Hudson W.H. Onlamoon N. Sewatanon J. Edupuganti S. Pattanapanyasat K. Chokephaibulkit K. Mulligan M.J. Wilson P.C. Ahmed R. Suthar M.S. Wrammert J. Human antibody responses after dengue virus infection are highly cross-reactive to Zika virus.Proc. Natl. Acad. Sci. U.S.A. 2016; 113: 7852-7857Crossref PubMed Scopus (408) Google Scholar). Enzyme-linked immunosorbent assay (ELISA) tests of IgM have recently become available for determining recent or remote ZIKV exposure, but do not completely differentiate ZIKV from DENV (8.U.S. Food and Drug Administration (accessed may 5th 2017) Emergency Use Authorizations https://www.fda.gov/MedicalDevices/Safety/EmergencySituations/ucm161496.htm - zika,Google Scholar). ZIKV IgM positive results by these tests require confirmation by a plaque reduction neutralization test (PRNT), a cumbersome and lengthy laboratory method with some utility for differentiating flaviviruses in populations with low exposure (9.Shan C. Xie X. Ren P. Loeffelholz M.J. Yang Y. Furuya A. Dupuis 2nd, A.P. Kramer L.D. Wong S.J. Shi P.Y. A rapid Zika diagnostic assay to measure neutralizing antibodies in patients.EBioMedicine. 2017; 17: 157-162Abstract Full Text Full Text PDF PubMed Scopus (57) Google Scholar), but not in populations with high incidence of DENV and ZIKV, such as Puerto Rico (5.Announcement: Guidance for U.S. laboratory testing for Zika virus infection: Implications for health care providers.MMWR Morb. Mortal. Wkly. Rep. 2016; 65: 1304Crossref PubMed Scopus (0) Google Scholar, 10.Rabe I.B. Staples J.E. Villanueva J. Hummel K.B. Johnson J.A. Rose L. Mts Hills S. Wasley A. Fischer M. Powers A.M. interim guidance for interpretation of Zika virus antibody test results.MMWR Morb. Mortal. Wkly. Rep. 2016; 65: 543-546Crossref PubMed Scopus (209) Google Scholar). To counsel potentially infected pregnant women, establish the cause of congenital syndrome, or make informed decisions to treat patients with GBS or hemorrhagic disease, it is important to determine the pathogen responsible for the infection. Recently, a DENV protein microarray were fabricated through gene synthesis and successfully applied to discriminate patients infected by DENV from other related pathogens, or uninfected patients (11.Qi H. Zhou H. Czajkowsky D.M. Guo S. Li Y. Wang N. Shi Y. Lin L. Wang J. Wu Tao S.C. Rapid production of virus protein microarray using protein microarray fabrication through gene synthesis (PAGES).Mol. Cell. Proteomics. 2017; 16: 288-299Abstract Full Text Full Text PDF PubMed Scopus (8) Google Scholar), suggesting a protein array containing proteomes of ZIKV and DENV would be an effective method to differentiate patients infected by ZIKV or DENV. In this study, we developed a ZIKV/DENV protein array and applied it to discover a biomarker panel that can specifically distinguish ZIKV and DENV infections in humans. By comparing the IgM serum profiles obtained with our protein array with “gold standard” IgM-confirmed RT-PCR ZIKV-positive and DENV-positive samples, we discovered and validated a biomarker panel that could distinguish ZIKV from DENV infections with high accuracy. All Serum samples were obtained from the Dengue Surveillance System sample collection at Puerto Rico under guidelines approved by the CDC institutional review board (IRB). Patients did not provide verbal or written consent for this study. Samples were de-linked from patient identifiers according to CDC's IRB. Serum samples used for elaboration in the discovery stage and validation panels were listed in supplemental Fig. S1. ZIKV specimens were collected during the 2016 epidemic. DENV specimens were collected in years 2010–2012, before the arrival of ZIKV in Puerto Rico. Of the 49 dengue IgM positive samples by CDC IgM antibody capture enzyme-linked immunosorbent assay (MAC-ELISA), 33 were from patients with confirmed DENV RT-PCR positive results by the CDC DENV-RT-PCR (7.Santiago G.A. Vergne E. Quiles Y. Cosme J. Vazquez J. Medina J.F. Medina F. Colon C. Margolis H. Munoz-Jordan J.L. Analytical and clinical performance of the CDC real time RT-PCR assay for detection and typing of dengue virus.PLoS Negl. Trop. Dis. 2013; 7: e2311Crossref PubMed Scopus (239) Google Scholar). The 33 Zika IgM positive samples were dengue IgM negative and collected from patients with Zika RT-PCR positive results by the CDC TRIOPLEX test (8.U.S. Food and Drug Administration (accessed may 5th 2017) Emergency Use Authorizations https://www.fda.gov/MedicalDevices/Safety/EmergencySituations/ucm161496.htm - zika,Google Scholar). Serum samples were obtained by standard procedures (12.Paz-Bailey G. Rosenberg E.S. Doyle K. Munoz-Jordan J. Santiago G.A. Klein L. Perez-Padilla J. Medina F.A. Waterman S.H. Gubern C.G. Alvarado L.I. Sharp T.M. Persistence of Zika virus in body fluids - Preliminary report.N. Engl. J. Med. 2017; Crossref PubMed Scopus (295) Google Scholar) and stored at −20 °C until use. To fabricate a ZIKV/DENV protein array, two ZIKV strains (i.e. African MR766 and Cambodia strain FSS13025), and two DENV sero-types (i.e. DENV-1 TH-S-man Hawaii strain and DENV-2 NGC Thailand strain) were selected, respectively. Lysates of virus-infected mosquito cells were used to extract total RNA and 1 μg of total RNA was converted to cDNA using Superscript III (Thermo Fisher Scientific) for PCR templates. Primer sets were designed for amplifying the full-length ORFs and attB1 and attB2 sequences at the 5′and 3′-ends of each primer were added to clone PCR amplicons into Gateway Entry vector pDONR221 (Thermo Fisher Scientific) by gateway recombination. To use the expression vector pEGHA for expression and purification of N-terminal GST fusion proteins, a stop codon (TAA) was added between the gene and the attB2 gene specific sequence in the reverse primers. Four ORFs, 2K, NS2B, NS3, and NS4A, were highly conserved among ZIKV strains, so those were only cloned from the MR-766 strain to minimize the redundancy of viral proteins on the arrays. Regarding capsid proteins encoded by ZIKV, we also included two capsid protein C genes (C) with an additional propeptide of 14 amino acids in addition to the capsid protein C (prC). The list of all primers used in this experiment can be found in supplemental Table S3. PCR amplification was carried out with 1 μl of cDNA in 50 μl PCR reaction using Phusion High-Fidelity DNA polymerase (New England BioLabs, Ipswich, MA), and a final concentration of 10 pmol for each primer using the following PCR conditions: 98 °C for 30 s; 5 cycles of 98 °C for 10 s, 50–55 °C for 30 s, 72 °C for 30–100 s; 20 cycles of 98 °C for 10 s, 65 °C for 30 s, 72 °C for 30–100 s; 72 °C for 5 min. PCR products were on and by PCR amplicons with were used to clone into Gateway Entry vector pDONR221 using (Thermo Fisher of all viral ORFs was using the Gateway Both and were in 5 μl including of pDONR221 or pEGHA μl of PCR and 1 μl of or (Thermo Fisher and were for at and all 5 μl of and reaction to Four were for each and each clone was by and the was validated by to measure the from two with were confirmed by All viral were as amino acid by comparing to sequences of each virus To and individual viral proteins, were carried out to the of Entry into the expression vector The reaction was as in the and were by were to strain to GST fusion proteins under the of All pEGHA confirmed ZIKV and DENV ORFs were to strain using a standard ZIKV and DENV protein was as an N-terminal GST fusion under the of and using as H. M. R. A. P. N. R. S. P. M. M. of protein using PubMed Scopus Google Scholar). In were in of as were in a to a of until the was added to the at a final concentration of to expression of the proteins for at 30 the were in with the with at for 10 at the was to a new with and at °C to capture the GST fusion The were with high at with 1 and and low at with 1 and individual ZIKV and DENV proteins were into at with and All of the proteins, with positive 50 and negative GST, and were into and with an ZIKV/DENV protein and the were in in a which for testing 14 serum samples at The of the ZIKV/DENV protein array was confirmed by with Human serum samples were of using - The were with in and of were to each of a of each serum sample were with serum samples were added to the the were at at for 1 min. serum samples were added to the containing at on an for 30 with and at at for to the IgM The samples were in before added to the containing 14 were with an to 14 individual was with and at °C on an at for 1 The was with individual and serum samples and for 1 at °C with The array was in a and using a to completely sample and for 10 in were and the were with - and IgM - each in for 1 at for 10 in in at for and using a using as a on was using a method the one in our studies J. G. Li Y. S. S. C. D.J. H. J. Y. of for early of using a protein Cell. Proteomics. 2017; 16: Full Text Full Text PDF PubMed Scopus Google Scholar). the of the and at a protein on the protein were The of each protein was as each protein was in on an array, was for each protein as The for each protein was by the of negative for each each a of as a new was also added in this study. To distinguish ZIKV positive samples from samples using ZIKV proteins obtained from the the ZIKV proteins be for ZIKV positive samples with samples, were and as discovery using the M. J. J. P. PubMed Scopus Google Scholar). The for each was with the which is as the sensitivity and specificity were for each protein using the following and the to patients as The are the DENV-infected patients as The are DENV-infected as and the are patients as To the we to and biomarker panels using the discovery and validation respectively. To do we the performance for all between two and we a to the of each protein to 1 or such that 1 the and we the performance of in the discovery a of proteins, the of the of the proteins was to each serum sample as a the of a sample was the sample was The sensitivity and specificity at the were for each we the and its with the The method was also applied to the validation to test the The that the of this are available from the on To fabricate a ZIKV/DENV protein array for we out to clone the reading encoded by two ZIKV strains and African and by DENV 1 and of ZIKV- and DENV-infected mosquito cells as we and cloned ZIKV and DENV full-length ORFs into the Gateway Entry vector The of the was by by of Entry were into a expression vector pEGHA J. G. L. J. P. H. array of of the virus protein Virol. PubMed Scopus Google Scholar). The confirmed were into the S. for protein our J. G. L. J. P. H. array of of the virus protein Virol. PubMed Scopus Google Scholar), the viral proteins were from as Glutathione fusion proteins and their and were using A total of ZIKV- and proteins were as GST with and as by Table All the proteins were to a ZIKV/DENV To assays of high 14 in a that was were on a we also GST, and a on each as as at The total of viral on the array was The of this protein array was by using virus the protein is available on the ZIKV/DENV protein the protein is available on the ZIKV/DENV protein Open in a new To determine which viral proteins were at discriminating from ZIKV or DENV-infected patients, we the assay by testing a of including of serum samples, and in with in and we one ZIKV-positive serum sample and one DENV-positive serum which were confirmed with RT-PCR and IgM detection it is to detect IgM and we IgM and antibodies as detection we the serum and we that of the ZIKV-positive serum samples tested to the ZIKV proteins on the the that the ZIKV be in these patients by cross-reactive from a infection. Indeed, of the in Puerto Rico has been infected at by DENV H. K.M. E. of antibodies among in Puerto PubMed Scopus Google Scholar). We also that in DENV-positive could some of the ZIKV proteins, and To the IgM by cross-reactive we tested in of serum with serum IgM with protein and IgM purification with IgM for on the serum profiles Fig. the method the results as it the to a The of this is to discriminate and antibodies in We collected specimens positive for or confirmed by RT-PCR We of the samples for the discovery and used the samples for the validation Table the in the assay we the serum assays on the ZIKV/DENV protein with ZIKV positive and DENV positive serum samples in a biomarker discovery the IgM that in the Fig. was for some ZIKV proteins, such as proteins 1 RNA polymerase and protein proteins in Fig. that are IgM antibodies that have the to specifically ZIKV and DENV infections in of the To the of the serum we the of the and of each protein each protein was in we the of the for each pair of the proteins to their we used the as the for each protein on a (i.e. each serum To we used the obtained from at the on each as negative and the assay were we were to the ZIKV and DENV protein to discriminate ZIKV- and DENV-infected by comparing the IgM serum profiles each virus each we the between the positive and negative and the specificity for each we the sensitivity as the between the of samples we ZIKV positive and the total of confirmed ZIKV positive the specificity was by the between the of samples we DENV positive and the total of confirmed DENV positive The performance was using a operating this we the proteins with the encoded by ZIKV was with the of which to a specificity of Table proteins are ZIKV capsid protein C NS2B, and proteins Table To the we the use of between some of ZIKV and DENV when the protein encoded by the ZIKV African strain was used the to the encoded by DENV-2 an of However, when the between these two proteins was the to differentiate ZIKV from DENV infection We to determine use of a of the protein and individual proteins would the assay We an for all the to among all the proteins on the The performance was obtained from a panel of that 5 (NS1, NS2A, NS3, and NS5) and one individual protein strain The specificity of the test for ZIKV is To the biomarker panel in the discovery we an patient sample in which were ZIKV positive and were DENV the and methods, we that the specificity of the biomarker panel in this validation was that this biomarker panel could distinguish ZIKV and DENV infections with high specificity We have a biomarker panel for highly specific and IgM detection for diagnostic use. We that the performance of this biomarker panel was that of its individual Indeed, the have been in biomarker discovery for other diseases G. Wu S. J. H. Li of for using microarray Cell. Proteomics. 2017; 16: Full Text Full Text PDF PubMed Scopus Google Scholar, C. H. Li P. Guo L. X. G. F. Li Y. Wu L. by protein microarray PubMed Scopus Google Scholar, N. S. K. G. P. X. of a in by protein Dis. 17: PubMed Scopus Google Scholar). The of this biomarker panel was also on the of which could to the of ZIKV in a recent to for of ZIKV infections to the cross-reactivity S. S. H. J. C. M. H. of Zika virus infection on a Med. 2017; PubMed Scopus Google Scholar). We that this protein could also be used to a similar antibody to that are cross-reactive to ZIKV serum samples could be with DENV proteins on a before with the ZIKV/DENV arrays. The biomarker panel in this ZIKV from DENV Therefore, this array may be applied to that can distinguish ZIKV- or DENV-infected patients from healthy of the of protein we could this array by additional proteins encoded by other such as virus and to the Guidance for for Dengue and Zika G. L. and Scholar, L. G. Scholar), Dengue and Zika can be using The in discriminating these in testing specimens in the stage RT-PCR is and such as testing for antibodies is but in the tests is Diagnostic for these is used in patients that at or 1 after the of of and patients tested for to have IgM antibody (12.Paz-Bailey G. Rosenberg E.S. Doyle K. Munoz-Jordan J. Santiago G.A. Klein L. Perez-Padilla J. Medina F.A. Waterman S.H. Gubern C.G. Alvarado L.I. Sharp T.M. Persistence of Zika virus in body fluids - Preliminary report.N. Engl. J. Med. 2017; Crossref PubMed Scopus (295) Google Scholar), and according to new guidance G. L. and Scholar). it has been that IgM can be in infected patients for to after infection IgM in with Zika Virus: Implications for for Scholar). all of the specimens used in our test were to be IgM positive in tests by the for the a samples from patients with time (i.e. the other DENV and ZIKV are RNA and highly but their to the of tests for their the ZIKV strain in Puerto Rico during a to the ZIKV strain discovered in in is less of a at the amino acid that when using an such as that virus the of the test for years at the sensitivity is high the of these Our to assay 14 which can be by the to with and by the to because proteins will be for the the standard is the can be which will in and these biomarker panels can be potentially into a to of ZIKV and DENV We for with
15
Global Analysis of Protein Activities Using Proteome Chips
Heng Zhu, Metin Bilgin, Rhonda Bangham et al. · Science · 2001 · 1.9K citations · Full text
Persistence of Zika Virus in Body Fluids — Final Report
Gabriela Paz‐Bailey, Eli S. Rosenberg, Kate Doyle et al. · New England Journal of Medicine · 2017 · 489 citations · Full text