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1.
J Med Microbiol ; 69(10): 1240-1248, 2020 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-32815800

RESUMO

Introduction. Melioidosis, caused by Burkholderia pseudomallei, in endemic areas, poses a challenge for treating the diseased populations without accurate diagnosis, and the disease-specific biomarkers linked with the infection have yet to be reported. Due to the invasive nature of the causative agent, Burkholderia pseudomallei, host innate effector mechanisms, including autophagy are known to be activated, resulting in differential expression of cellular proteins and immune markers. Identification of a disease-specific biomarker associated with B. pseudomallei infection will be helpful to facilitate rapid confirmation of melioidosis, which would enable early treatment and therapeutic success.Aim. We aimed to assess the levels of a host autophagy component, p62/NBR1, which function as a cargo-receptor in the process of autophagy activation leading to the degradation of ubiquitin-coated intracellular bacteria in which p62/NBR1 itself is degraded in the clearance of the pathogen. We further probed the extent of intracellular p62/NBR1 degradation and assessed its potential as a melioidosis biomarker.Methodology. We analysed peripheral blood mononuclear cell (PBMC) lysates using an ELISA-based assay for detecting cytosolic autophagy-related proteins p62/NBR1. We measured p62/NBR1 levels in diseased (confirmed B. pseudomallei infection) and non -diseased populations and utilized receiver operating characteristic (ROC) curve and max Youden index analysis for evaluating potential disease biomarker characteristics.Results. Our results revealed a three to fivefold increase in p62/NBR1 levels confirmed melioidosis cases compared to uninfected healthy donors. Comparable to p62/NBR1, levels of cytosolic LC3-I levels also increased, whereas the levels of degraded membrane bound form LC3-II was low, suggesting autophagy deficiency. Proinflammatory serum cytokine response, particularly IL-6, was consistently higher alongside B. pseudomallei infection in comparison to healthy controls.Conclusions. ROC curve and max Youden index analysis suggest that increased p62/NBR1 levels in diseased populations display characteristics of a potential disease biomarker in melioidosis and illustrates that an elevated p62/NBR1 level, in conjunction with B. pseudomallei infection associated with autophagy deficiency.


Assuntos
Peptídeos e Proteínas de Sinalização Intracelular/metabolismo , Melioidose/metabolismo , Proteínas de Ligação a RNA/metabolismo , Adulto , Autofagia/fisiologia , Biomarcadores/metabolismo , Burkholderia pseudomallei/metabolismo , Feminino , Humanos , Leucócitos Mononucleares/metabolismo , Masculino , Melioidose/microbiologia , Sri Lanka
2.
ACS Sens ; 4(1): 61-68, 2019 01 25.
Artigo em Inglês | MEDLINE | ID: mdl-30525467

RESUMO

We have developed a digital and multiplexed platform for the rapid detection and telemonitoring of infections caused by Ebola and Marburg filoviruses. The system includes a flow cell assay cartridge that captures specific antibodies with microarrayed recombinant antigens from all six species of filovirus, and a smartphone fluorescent reader for high-performance interpretation of test results. Multiplexed viral proteins, which are expandable to include greater numbers of probes, were incorporated to obtain highest confidence results by cross-correlation, and a custom smartphone application was developed for data analysis, interpretation, and communication. The smartphone reader utilizes an opto-electro-mechanical hardware attachment that snaps at the back of a Motorola smartphone and provides a user interface to manage the operation, acquire test results, and communicate with cloud service. The application controls the hardware attachment to turn on LEDs and digitally record the optically enhanced images. Assay processing time is approximately 20 min for microliter amounts of blood, and test results are digitally processed and displayed within 15 s. Furthermore, a secure cloud service was developed for the telemonitoring of test results generated by the smartphone readers in the field. Assay system results were tested with sera from nonhuman primates that received a live attenuated EBOV vaccine. This integrated system will provide a rapid, reliable, and digital solution to prevent the rapid overwhelming of medical systems and resources during EVD or MVD outbreaks. Further, this disease-monitoring system will be useful in resource-limited countries where there is a need for dispersed laboratory analysis of recent or active infections.


Assuntos
Ebolavirus/isolamento & purificação , Marburgvirus/isolamento & purificação , Técnicas Microbiológicas/métodos , Técnicas Analíticas Microfluídicas/métodos , Smartphone , Animais , Anticorpos Antivirais/imunologia , Sangue/virologia , Ebolavirus/imunologia , Humanos , Imunoensaio/instrumentação , Imunoensaio/métodos , Macaca fascicularis , Marburgvirus/imunologia , Camundongos , Técnicas Microbiológicas/instrumentação , Técnicas Analíticas Microfluídicas/instrumentação , Nucleoproteínas/imunologia , Testes Imediatos , Estudo de Prova de Conceito , Análise Serial de Proteínas/instrumentação , Análise Serial de Proteínas/métodos , Coelhos , Proteínas do Envelope Viral/imunologia
3.
Am J Trop Med Hyg ; 98(2): 607-615, 2018 02.
Artigo em Inglês | MEDLINE | ID: mdl-29313474

RESUMO

Melioidosis, a potentially fatal tropical infection, is said to be underdiagnosed in low-income countries. An increase in melioidosis cases in Sri Lanka allowed us to analyze the relationship among clinical outcome, bacteriology, epidemiology, and geography in the first 108 laboratory-confirmed cases of melioidosis from a nationwide surveillance program. The additional 76 cases of laboratory-confirmed melioidosis confirmed further associations between Burkholderia pseudomallei multilocus sequence typing (MLST) and infection phenotype; ST1137/unifocal bacteremic infection (χ2 = 3.86, P < 0.05), ST1136/multifocal infection without bacteremia (χ2 = 15.8, P < 0.001), and ST1132/unifocal nonbacteremic infection (χ2 = 6.34, P = 0.02). ST1137 infections were predominantly seen in the Western Province, whereas ST1132, 1135, and 1136 infections predominated in the Northwestern Province. Early participating centers in the surveillance program had a lower melioidosis-associated mortality than later participants (χ2 = 3.99, P < 0.05). The based upon related sequence types (eBURST) algorithm, a MLST clustering method that infers founding genotypes and patterns of descent for related isolates and clonal complexes in an unrooted tree, showed uneven distribution of sequence types (STs). There was spatial clustering of the commonest STs (ST1132, 1136, and 1137) in the Western, Northwestern, and Central provinces. The recent increase in melioidosis in Sri Lanka uncovered by laboratory-enhanced surveillance is likely to be the result of a combination of improved laboratory detection, increased clinician awareness, recruitment of clinical centers, and small outbreaks. Further development of the surveillance program into a national genotyping-supported melioidosis registry will improve melioidosis diagnosis, treatment, and prevention where underdiagnosis and mortality rates remain high.


Assuntos
Mapeamento Geográfico , Melioidose/diagnóstico , Vigilância da População/métodos , Bacteriemia/etiologia , Bacteriemia/mortalidade , Técnicas de Tipagem Bacteriana/métodos , Burkholderia pseudomallei/genética , Burkholderia pseudomallei/patogenicidade , Análise por Conglomerados , Humanos , Melioidose/epidemiologia , Razão de Chances , Microbiologia do Solo/normas , Sri Lanka/epidemiologia , Qualidade da Água/normas
4.
PLoS Negl Trop Dis ; 11(6): e0005643, 2017 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-28628607

RESUMO

BACKGROUND: Melioidosis is a life threatening infectious disease caused by the gram-negative bacillus Burkholderia pseudomallei predominantly found in southeast Asia and northern Australia. Studying the host transcription profiles in response to infection is crucial for understanding disease pathogenesis and correlates of disease severity, which may help improve therapeutic intervention and survival. The aim of this study was to analyze gene expression levels of human host factors in melioidosis patients and establish useful correlation with disease biomarkers, compared to healthy individuals and patients with sepsis caused by other pathogens. METHODS: The study population consisted of 30 melioidosis cases, 10 healthy controls and 10 sepsis cases caused by other pathogens. Total RNA was extracted from peripheral blood mononuclear cells (PBMC's) of study subjects. Gene expression profiles of 25 gene targets including 19 immune response genes and 6 epigenetic factors were analyzed by real time quantitative polymerase chain reaction (RT-qPCR). PRINCIPAL FINDINGS: Inflammatory response genes; TLR4, late onset inflammatory mediator HMGB1, genes associated with antigen presentation; MICB, PSMB2, PSMB8, PSME2, epigenetic regulators; DNMT3B, HDAC1, HDAC2 were significantly down regulated, whereas the anti-inflammatory gene; IL4 was up regulated in melioidosis patients compared to sepsis cases caused by other pathogens. Septicaemic melioidosis cases showed significant down regulation of IL8 compared to sepsis cases caused by other pathogens. HMGB1, MICB, PSMB8, PSMB2, PSME2, HDAC1, HDAC2 and DNMT3B showed consistent down regulation of gene expression in melioidosis patients compared to other sepsis infection, irrespective of comorbidities such as diabetes, duration of clinical symptoms and antibiotic treatment. SIGNIFICANCE: Specific immune response genes and epigenetic regulators are differentially expressed among melioidosis patients and patients with sepsis caused by other pathogens. Therefore, these genes may serve as biomarkers for disease diagnosis to distinguish melioidosis from cases of sepsis due to other infections and therapeutic intervention for melioidosis.


Assuntos
Perfilação da Expressão Gênica , Melioidose/patologia , Biomarcadores/análise , Diagnóstico Diferencial , Genes Reguladores , Humanos , Fatores Imunológicos/genética , Melioidose/diagnóstico , Reação em Cadeia da Polimerase em Tempo Real , Sri Lanka
5.
mSphere ; 2(2)2017.
Artigo em Inglês | MEDLINE | ID: mdl-28435890

RESUMO

Melioidosis is an underreported infectious disease, caused by the Gram-negative bacterium Burkholderia pseudomallei. Understanding the disease susceptibility and pathogenesis is crucial for developing newer diagnostic and therapeutic strategies for this life-threatening infection. In this study, we aimed to analyze the gene expression levels of important cytokines in melioidosis patients and establish useful correlates with disease biomarkers compared to cases of sepsis infection caused by other pathogens and healthy individuals. A Qiagen common human cytokines array profiling the gene expression of 84 important cytokines by real-time quantitative PCR (RT-qPCR) was used. We analyzed 26 melioidosis cases, 5 healthy controls, and 10 cases of sepsis infection caused by other pathogens. Our results showed consistently upregulated expression of interleukins (IL) interleukin-4 (IL-4), interleukin-17 alpha (IL-17A), IL-23A, and IL-24, interferons (IFN) interferon alpha 1 (IFNA1) and interferon beta 1 (IFNB1), tumor necrosis factor (TNF) superfamily 4 (TNFSF4), transforming growth factor (TGF) superfamily, bone morphogenetic proteins 3 and 6 (BMP3 and BMP6), transforming growth factor beta 1 (TGFB1), and other growth factors, including macrophage colony-stimulating factor (M-CSF), C-fos-induced growth factor (FIGF), and platelet-derived growth factor alpha (PDGFA) polypeptide, in melioidosis patients compared to their expression in other sepsis cases, irrespective of comorbidities, duration of fever/clinical symptoms, and antibiotic treatment. Our findings indicate a dominant Th2- and Th17-type-cytokine response, suggesting that their dysregulation at initial stages of infection may play an important role in disease pathogenesis. IL-1A, interleukin-1 beta (IL-1B), and IL-8 were significantly downregulated in septicemic melioidosis patients compared to their expression in other sepsis cases. These differentially expressed genes may serve as biomarkers for melioidosis diagnosis and targets for therapeutic intervention and may help us understand immune response mechanisms. IMPORTANCE Melioidosis is a life-threatening infectious disease caused by a soil-associated Gram-negative bacterium, B. pseudomallei. Melioidosis is endemic in Southeast Asia and northern Australia; however, the global distribution of B. pseudomallei and the disease burden of melioidosisis are still poorly understood. Melioidosis is difficult to treat, as B. pseudomallei is intrinsically resistant to many antibiotics and requires a long course of antibiotic treatment. The mortality rates remain high in areas of endemicity, with reoccurrence being common. Therefore, it is imperative to diagnose the disease at an early stage and provide vital clinical care to reduce the mortality rate. With limitations in treatment and lack of a vaccine, it is crucial to study the immune response mechanisms to this infection to get a better understanding of disease susceptibility and pathogenesis. Therefore, this study aimed to analyze the gene expression levels of important cytokines to establish useful correlations for diagnostic and therapeutic purposes.

6.
J Clin Microbiol ; 55(4): 1205-1210, 2017 04.
Artigo em Inglês | MEDLINE | ID: mdl-28179407

RESUMO

Melioidosis is a neglected tropical disease that is caused by the bacterium Burkholderia pseudomallei and is underreported in many countries where the disease is endemic. A long and costly administration of antibiotics is needed to clear infections, and there is an unmet need for biomarkers to guide antibiotic treatment and increase the number of patients that complete therapy. We identified calprotectin as a lead biomarker of B. pseudomallei infections and examined correlations between this serum protein and the antibiotic treatment outcomes of patients with melioidosis. Serum levels of calprotectin and C-reactive protein were significantly higher in patients with melioidosis and nonmelioidosis sepsis than in healthy controls. Median calprotectin levels were higher in patients with melioidosis than in those with nonmelioidosis sepsis, whereas C-reactive protein levels were similar in both groups. Notably, intensive intravenous antibiotic treatment of patients with melioidosis resulted in lower levels of calprotectin and C-reactive protein (P < 0.0001), coinciding with recovery. The median percent reduction of calprotectin and C-reactive protein was 71% for both biomarkers after antibacterial therapy. In contrast, we found no significant differences in calreticulin levels between the two melioidosis treatment phases. Thus, reductions in serum calprotectin levels were linked to therapeutic responses to antibiotics. Our results suggest that calprotectin may be a sensitive indicator of melioidosis disease activity and illustrate the potential utility of this biomarker in guiding the duration of antibiotic therapy.


Assuntos
Biomarcadores/sangue , Complexo Antígeno L1 Leucocitário/sangue , Melioidose/diagnóstico , Administração Intravenosa , Adolescente , Adulto , Idoso , Antibacterianos/administração & dosagem , Proteína C-Reativa/análise , Estudos de Coortes , Progressão da Doença , Monitoramento de Medicamentos/métodos , Feminino , Humanos , Masculino , Melioidose/tratamento farmacológico , Pessoa de Meia-Idade , Gravidez , Soro/química , Adulto Jovem
7.
Mol Cell Proteomics ; 15(10): 3220-3232, 2016 10.
Artigo em Inglês | MEDLINE | ID: mdl-27489291

RESUMO

Binary protein interactions form the basic building blocks of molecular networks and dynamic assemblies that control all cellular functions of bacteria. Although these protein interactions are a potential source of targets for the development of new antibiotics, few high-confidence data sets are available for the large proteomes of most pathogenic bacteria. We used a library of recombinant proteins from the plague bacterium Yersinia pestis to probe planar microarrays of immobilized proteins that represented ∼85% (3552 proteins) of the bacterial proteome, resulting in >77,000 experimentally determined binary interactions. Moderate (KD ∼µm) to high-affinity (KD ∼nm) interactions were characterized for >1600 binary complexes by surface plasmon resonance imaging of microarrayed proteins. Core binary interactions that were in common with other gram-negative bacteria were identified from the results of both microarray methods. Clustering of proteins within the interaction network by function revealed statistically enriched complexes and pathways involved in replication, biosynthesis, virulence, metabolism, and other diverse biological processes. The interaction pathways included many proteins with no previously known function. Further, a large assembly of proteins linked to transcription and translation were contained within highly interconnected subregions of the network. The two-tiered microarray approach used here is an innovative method for detecting binary interactions, and the resulting data will serve as a critical resource for the analysis of protein interaction networks that function within an important human pathogen.


Assuntos
Proteínas de Bactérias/metabolismo , Análise Serial de Proteínas/métodos , Yersinia pestis/metabolismo , Sistema Livre de Células , Análise por Conglomerados , Biologia Computacional/métodos , Mapas de Interação de Proteínas , Proteômica/métodos , Ressonância de Plasmônio de Superfície
8.
Clin Vaccine Immunol ; 23(8): 717-24, 2016 08.
Artigo em Inglês | MEDLINE | ID: mdl-27335383

RESUMO

A detailed understanding of serological immune responses to Ebola and Marburg virus infections will facilitate the development of effective diagnostic methods, therapeutics, and vaccines. We examined antibodies from Ebola or Marburg survivors 1 to 14 years after recovery from disease, by using a microarray that displayed recombinant nucleoprotein (NP), viral protein 40 (VP40), envelope glycoprotein (GP), and inactivated whole virions from six species of filoviruses. All three outbreak cohorts exhibited significant antibody responses to antigens from the original infecting species and a pattern of additional filoviruses that varied by outbreak. NP was the most cross-reactive antigen, while GP was the most specific. Antibodies from survivors of infections by Marburg marburgvirus (MARV) species were least cross-reactive, while those from survivors of infections by Sudan virus (SUDV) species exhibited the highest cross-reactivity. Based on results revealed by the protein microarray, persistent levels of antibodies to GP, NP, and VP40 were maintained for up to 14 years after infection, and survival of infection caused by one species imparted cross-reactive antibody responses to other filoviruses.


Assuntos
Anticorpos Antivirais/sangue , Reações Cruzadas , Ebolavirus/imunologia , Doença pelo Vírus Ebola/imunologia , Doença do Vírus de Marburg/imunologia , Marburgvirus/imunologia , Animais , Formação de Anticorpos , Antígenos Virais/imunologia , Estudos de Coortes , Surtos de Doenças , Voluntários Saudáveis , Doença pelo Vírus Ebola/epidemiologia , Humanos , Doença do Vírus de Marburg/epidemiologia , Análise em Microsséries , Análise Serial de Proteínas , Sobreviventes , Proteínas Estruturais Virais/genética
9.
Clin Proteomics ; 12(1): 7, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26034464

RESUMO

BACKGROUND: The bacterium Burkholderia mallei is the etiological agent of glanders, a highly contagious, often fatal zoonotic infectious disease that is also a biodefense concern. Clinical laboratory assays that analyze blood or other biological fluids are the highest priority because these specimens can be collected with minimal risk to the patient. However, progress in developing sensitive assays for monitoring B. mallei infection is hampered by a shortage of useful biomarkers. RESULTS: Reasoning that there should be a strong correlation between the proteomes of infected tissues and circulating serum, we employed imaging mass spectrometry (IMS) of thin-sectioned tissues from Chlorocebus aethiops (African green) monkeys infected with B. mallei to localize host and pathogen proteins that were associated with abscesses. Using laser-capture microdissection of specific regions identified by IMS and histology within the tissue sections, a more extensive proteomic analysis was performed by a technique that combined the physical separation capabilities of liquid chromatography (LC) with the sensitive mass analysis capabilities of mass spectrometry (LC-MS/MS). By examining standard formalin-fixed, paraffin-embedded tissue sections, this strategy resulted in the identification of several proteins that were associated with lung and skin abscesses, including the host protein calprotectin and the pathogen protein GroEL. Elevated levels of calprotectin detected by ELISA and antibody responses to GroEL, measured by a microarray of the bacterial proteome, were subsequently detected in the sera of C. aethiops, Macaca mulatta, and Macaca fascicularis primates infected with B. mallei. CONCLUSIONS: Our results demonstrate that a combination of multidimensional MS analysis of traditional histology specimens with high-content protein microarrays can be used to discover lead pairs of host-pathogen biomarkers of infection that are identifiable in biological fluids.

10.
Clin Vaccine Immunol ; 21(12): 1605-12, 2014 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-25230936

RESUMO

Infectious hemorrhagic fevers caused by the Marburg and Ebola filoviruses result in human mortality rates of up to 90%, and there are no effective vaccines or therapeutics available for clinical use. The highly infectious and lethal nature of these viruses highlights the need for reliable and sensitive diagnostic methods. We assembled a protein microarray displaying nucleoprotein (NP), virion protein 40 (VP40), and glycoprotein (GP) antigens from isolates representing the six species of filoviruses for use as a surveillance and diagnostic platform. Using the microarrays, we examined serum antibody responses of rhesus macaques vaccinated with trivalent (GP, NP, and VP40) virus-like particles (VLP) prior to infection with the Marburg virus (MARV) (i.e., Marburg marburgvirus) or the Zaire virus (ZEBOV) (i.e., Zaire ebolavirus). The microarray-based assay detected a significant increase in antigen-specific IgG resulting from immunization, while a greater level of antibody responses resulted from challenge of the vaccinated animals with ZEBOV or MARV. Further, while antibody cross-reactivities were observed among NPs and VP40s of Ebola viruses, antibody recognition of GPs was very specific. The performance of mucin-like domain fragments of GP (GP mucin) expressed in Escherichia coli was compared to that of GP ectodomains produced in eukaryotic cells. Based on results with ZEBOV and MARV proteins, antibody recognition of GP mucins that were deficient in posttranslational modifications was comparable to that of the eukaryotic cell-expressed GP ectodomains in assay performance. We conclude that the described protein microarray may translate into a sensitive assay for diagnosis and serological surveillance of infections caused by multiple species of filoviruses.


Assuntos
Anticorpos Antivirais/sangue , Vacinas contra Ebola/imunologia , Ebolavirus/imunologia , Doença pelo Vírus Ebola/imunologia , Doença do Vírus de Marburg/imunologia , Marburgvirus/imunologia , Proteínas Virais/imunologia , Animais , Especificidade de Anticorpos , Macaca mulatta , Análise Serial de Proteínas/métodos
11.
Int J Mol Sci ; 11(12): 5165-83, 2010.
Artigo em Inglês | MEDLINE | ID: mdl-21614200

RESUMO

Protein microarrays are powerful tools that are widely used in systems biology research. For infectious diseases, proteome microarrays assembled from proteins of pathogens will play an increasingly important role in discovery of diagnostic markers, vaccines, and therapeutics. Distinct formats of protein microarrays have been developed for different applications, including abundance-based and function-based methods. Depending on the application, design issues should be considered, such as the need for multiplexing and label or label free detection methods. New developments, challenges, and future demands in infectious disease research will impact the application of protein microarrays for discovery and validation of biomarkers.


Assuntos
Biomarcadores/metabolismo , Infecções/metabolismo , Análise Serial de Proteínas/métodos , Animais , Humanos , Infecções/diagnóstico
12.
Anal Chem ; 81(10): 3896-902, 2009 May 15.
Artigo em Inglês | MEDLINE | ID: mdl-19374426

RESUMO

A rapid and sensitive detection of staphylococcal enterotoxin B (SEB) was developed using a novel acoustic sensing technique: Resonant Acoustic Profiling (RAP), which utilizes high-frequency piezoelectric quartz resonators for monitoring biomolecular interactions. An automated four-channel instrument consisting of acoustic sensors covalently conjugated with anti-SEB antibodies was used. As the samples flowed across control and active sensors simultaneously, binding was measured as a change in the resonant frequency. The lower limit of detection (LLOD) for the label free direct format was 25 ng/mL. Detection sensitivity was increased by adding mass sequentially to the captured SEB on the sensor in the form of sandwich antibodies and biotin-avidin-based gold nanoparticles. The LLOD for the mass enhanced formats were 5 and 0.5 ng/mL of SEB, respectively. The lowest sensitivity corresponds to 1.3 fM in a 75 microL sample. The total assay time including the enhancement steps was less than 10 min. SEB was detected in both neat urine and PBS buffer-spiked samples, with linear correlations between resonant frequency signals and SEB concentrations (R(2) of 0.999 and 0.998, respectively). No significant cross-reactivity was observed with homologue toxins SEA, SED, and TSST, but some cross-reactivity was observed with the closely related toxin SEC(1) when we used a polyclonal antibody in the assay. SEC(1) cross-reactivity was not observed when a SEB-specific monoclonal antibody was employed in the assay. Thus the specificity of the assay presented here was dependent on the quality of the antibodies used. In addition to detection, we evaluated RAP's ability to measure the toxin in unknown samples rapidly by measuring the initial binding rate of the interaction, thereby further shortening the assay time to 6 min.


Assuntos
Técnicas Biossensoriais/métodos , Enterotoxinas/análise , Anticorpos Antibacterianos/química , Anticorpos Antibacterianos/imunologia , Anticorpos Imobilizados/química , Anticorpos Imobilizados/imunologia , Anticorpos Monoclonais/química , Anticorpos Monoclonais/imunologia , Toxinas Bacterianas/análise , Técnicas Biossensoriais/instrumentação , Reações Cruzadas , Ouro/química , Nanopartículas Metálicas/química , Sensibilidade e Especificidade , Coloração e Rotulagem , Superantígenos/análise
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