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2.
Front Immunol ; 13: 875691, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35619695

RESUMO

Background: Respiratory syncytial virus (RSV) infection has been associated with the subsequent development of recurrent wheezing and asthma, although the mechanisms involved are still unknown. We investigate the role of epigenetics in the respiratory morbidity after infection by comparing methylation patterns from children who develop recurrent wheezing (RW-RSV), subsequent asthma (AS-RVS), and those experiencing complete recovery (CR-RSV). Methods: Prospective, observational study of infants aged < 2 years with RSV respiratory infection admitted to hospital and followed-up after discharge for at least three years. According to their clinical course, patients were categorized into subgroups: RW-RSV (n = 36), AS-RSV (n = 9), and CR-RSV (n = 32). The DNA genome-wide methylation pattern was analyzed in whole blood samples, collected during the acute phase of the infection, using the Illumina Infinium Methylation EPIC BeadChip (850K CpG sites). Differences in methylation were determined through a linear regression model adjusted for age, gender and cell composition. Results: Patients who developed respiratory sequelae showed a statistically significant higher proportion of NK and CD8T cells (inferred through a deconvolution approach) than those with complete recovery. We identified 5,097 significant differentially methylated positions (DMPs) when comparing RW-RSV and AS-RVS together against CR-RSV. Methylation profiles affect several genes involved in airway inflammation processes. The most significant DMPs were found to be hypomethylated in cases and therefore generally leading to overexpression of affected genes. The lead CpG position (cg24509398) falls at the gene body of EYA3 (P-value = 2.77×10-10), a tyrosine phosphatase connected with pulmonary vascular remodeling, a key process in the asthma pathology. Logistic regression analysis resulted in a diagnostic epigenetic signature of 3-DMPs (involving genes ZNF2698, LOC102723354 and RPL15/NKIRAS1) that allows to efficiently differentiate sequelae cases from CR-RSV patients (AUC = 1.00). Enrichment pathway analysis reveals the role of the cell cycle checkpoint (FDR P-value = 4.71×10-2), DNA damage (FDP-value = 2.53×10-2), and DNA integrity checkpoint (FDR P-value = 2.56×10-2) in differentiating sequelae from CR-RSV patients. Conclusions: Epigenetic mechanisms might play a fundamental role in the long-term sequelae after RSV infection, contributing to explain the different phenotypes observed.


Assuntos
Asma , Infecções por Vírus Respiratório Sincicial , Asma/complicações , DNA , Progressão da Doença , Epigenoma , Humanos , Morbidade , Estudos Prospectivos , Sons Respiratórios
3.
Environ Res ; 210: 112890, 2022 07.
Artigo em Inglês | MEDLINE | ID: mdl-35202626

RESUMO

Coronavirus Disease-19 (COVID-19) symptoms range from mild to severe illness; the cause for this differential response to infection remains unknown. Unravelling the immune mechanisms acting at different levels of the colonization process might be key to understand these differences. We carried out a multi-tissue (nasal, buccal and blood; n = 156) gene expression analysis of immune-related genes from patients affected by different COVID-19 severities, and healthy controls through the nCounter technology. Mild and asymptomatic cases showed a powerful innate antiviral response in nasal epithelium, characterized by activation of interferon (IFN) pathway and downstream cascades, successfully controlling the infection at local level. In contrast, weak macrophage/monocyte driven innate antiviral response and lack of IFN signalling activity were present in severe cases. Consequently, oral mucosa from severe patients showed signals of viral activity, cell arresting and viral dissemination to the lower respiratory tract, which ultimately could explain the exacerbated innate immune response and impaired adaptative immune responses observed at systemic level. Results from saliva transcriptome suggest that the buccal cavity might play a key role in SARS-CoV-2 infection and dissemination in patients with worse prognosis. Co-expression network analysis adds further support to these findings, by detecting modules specifically correlated with severity involved in the abovementioned biological routes; this analysis also provides new candidate genes that might be tested as biomarkers in future studies. We also found tissue specific severity-related signatures mainly represented by genes involved in the innate immune system and cytokine/chemokine signalling. Local immune response could be key to determine the course of the systemic response and thus COVID-19 severity. Our findings provide a framework to investigate severity host gene biomarkers and pathways that might be relevant to diagnosis, prognosis, and therapy.


Assuntos
COVID-19 , Antivirais , Biomarcadores , COVID-19/genética , Perfilação da Expressão Gênica/métodos , Humanos , Imunidade Inata/genética , Mucosa Nasal , SARS-CoV-2
5.
Front Pediatr ; 9: 662669, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34249809

RESUMO

Progressive osseous heteroplasia (POH; OMIM 166350) is a rare autosomal-dominant genetic disorder in which extra-skeletal bone forms within skin and muscle tissue. POH is one of the clinical manifestations of an inactivating mutation in the GNAS gene. GNAS gene alterations are difficult matter to address, as GNAS alleles show genetic imprinting and produce several transcript products, and the same mutation may lead to strikingly different phenotypes. Also, most of the publications concerning POH patients are either clinical depictions of a case (or a case series), descriptions of their genetic background, or a tentative correlation of both clinical and molecular findings. Treatment for POH is rarely addressed, and POH still lacks therapeutic options. We describe a unique case of POH in two monochorionic twins, who presented an almost asymptomatic vs. the severe clinical course, despite sharing the same mutation and genetic background. We also report the results of the therapeutic interventions currently available for heterotopic ossification in the patient with the severe course. This article not only critically supports the assumption that the POH course is strongly influenced by factors beyond genetic background but also remarks the lack of options for patients suffering an orphan disease, even after testing drugs with promising in vitro results.

6.
Front Immunol ; 11: 560381, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-33072099

RESUMO

Background: Emerging evidence indicates a potential role for monocytes in COVID-19 immunopathology. We investigated two soluble markers of monocyte activation, sCD14 and sCD163, in COVID-19 patients, with the aim of characterizing their potential role in monocyte-macrophage disease immunopathology. To the best of our knowledge, this is the first study of its kind. Methods: Fifty-nine SARS-Cov-2 positive hospitalized patients, classified according to ICU or non-ICU admission requirement, were prospectively recruited and analyzed by ELISA for levels of sCD14 and sCD163, along with other laboratory parameters, and compared to a healthy control group. Results: sCD14 and sCD163 levels were significantly higher among COVID-19 patients, independently of ICU admission requirement, compared to the control group. We found a significant correlation between sCD14 levels and other inflammatory markers, particularly Interleukin-6, in the non-ICU patients group. sCD163 showed a moderate positive correlation with the time lapsed from admission to sampling, independently of severity group. Treatment with corticoids showed an interference with sCD14 levels, whereas hydroxychloroquine and tocilizumab did not. Conclusions: Monocyte-macrophage activation markers are increased and correlate with other inflammatory markers in SARS-Cov-2 infection, in association to hospital admission. These data suggest a preponderant role for monocyte-macrophage activation in the development of immunopathology of COVID-19 patients.


Assuntos
Antígenos CD , Antígenos de Diferenciação Mielomonocítica , Betacoronavirus , Infecções por Coronavirus , Receptores de Lipopolissacarídeos , Pandemias , Pneumonia Viral , Receptores de Superfície Celular , Corticosteroides/administração & dosagem , Adulto , Idoso , Anticorpos Monoclonais Humanizados/administração & dosagem , Antígenos CD/sangue , Antígenos CD/imunologia , Antígenos de Diferenciação Mielomonocítica/sangue , Antígenos de Diferenciação Mielomonocítica/imunologia , Betacoronavirus/imunologia , Betacoronavirus/metabolismo , COVID-19 , Infecções por Coronavirus/sangue , Infecções por Coronavirus/tratamento farmacológico , Infecções por Coronavirus/imunologia , Infecções por Coronavirus/patologia , Feminino , Humanos , Hidroxicloroquina/administração & dosagem , Unidades de Terapia Intensiva , Interleucina-6/sangue , Interleucina-6/imunologia , Receptores de Lipopolissacarídeos/sangue , Receptores de Lipopolissacarídeos/imunologia , Ativação de Macrófagos , Macrófagos/imunologia , Macrófagos/metabolismo , Macrófagos/patologia , Masculino , Pessoa de Meia-Idade , Monócitos/imunologia , Monócitos/patologia , Admissão do Paciente , Pneumonia Viral/sangue , Pneumonia Viral/tratamento farmacológico , Pneumonia Viral/imunologia , Pneumonia Viral/patologia , Receptores de Superfície Celular/sangue , Receptores de Superfície Celular/imunologia , SARS-CoV-2 , Fatores de Tempo
7.
Int J Mol Sci ; 21(8)2020 Apr 15.
Artigo em Inglês | MEDLINE | ID: mdl-32326627

RESUMO

There is a growing interest in unraveling gene expression mechanisms leading to viral host invasion and infection progression. Current findings reveal that long non-coding RNAs (lncRNAs) are implicated in the regulation of the immune system by influencing gene expression through a wide range of mechanisms. By mining whole-transcriptome shotgun sequencing (RNA-seq) data using machine learning approaches, we detected two lncRNAs (ENSG00000254680 and ENSG00000273149) that are downregulated in a wide range of viral infections and different cell types, including blood monocluclear cells, umbilical vein endothelial cells, and dermal fibroblasts. The efficiency of these two lncRNAs was positively validated in different viral phenotypic scenarios. These two lncRNAs showed a strong downregulation in virus-infected patients when compared to healthy control transcriptomes, indicating that these biomarkers are promising targets for infection diagnosis. To the best of our knowledge, this is the very first study using host lncRNAs biomarkers for the diagnosis of human viral infections.


Assuntos
Células Endoteliais/metabolismo , Fibroblastos/metabolismo , Monócitos/metabolismo , RNA Longo não Codificante/sangue , Viroses/metabolismo , Adulto , Povo Asiático , Biomarcadores/sangue , Biomarcadores/metabolismo , Pré-Escolar , Mineração de Dados , Regulação para Baixo , Células Endoteliais/microbiologia , Infecções por Escherichia coli/genética , Infecções por Escherichia coli/metabolismo , Fibroblastos/microbiologia , Células Endoteliais da Veia Umbilical Humana , Humanos , Influenza Humana/genética , Influenza Humana/metabolismo , Aprendizado de Máquina , México , Monócitos/microbiologia , Monócitos/virologia , RNA Longo não Codificante/genética , RNA Longo não Codificante/metabolismo , RNA-Seq , Infecções por Rotavirus/genética , Infecções por Rotavirus/metabolismo , Infecção pelo Vírus da Varicela-Zoster/genética , Infecção pelo Vírus da Varicela-Zoster/metabolismo , Viroses/genética , População Branca
8.
Pharmacogenomics J ; 20(4): 613-620, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32015454

RESUMO

Oseltamivir, a pro-drug, is the best option for treatment and chemoprophylaxis for influenza outbreaks. However, many patients treated with oseltamivir developed adverse reactions, including hypersensitivity, gastritis, and neurological symptoms. The aim of this study was to determine the adverse drug reactions (ADRs) in Mexican patients treated with oseltamivir and whether these ADRs are associated with SNPs of the genes involved in the metabolism, transport, and interactions of oseltamivir. This study recruited 310 Mexican patients with acute respiratory diseases and treated them with oseltamivir (75 mg/day for 5 days) because they were suspected to have influenza A/H1N1 virus infection. Clinical data were obtained from medical records and interviews. Genotyping was performed using real-time polymerase chain reaction and TaqMan probes. The association was assessed under genetic models with contingency tables and logistic regression analysis. Out of 310 patients, only 38 (12.25%) presented ADRs to oseltamivir: hypersensitivity (1.9%), gastritis (10%), and depression and anxiety (0.9%). The polymorphism ABCB1-rs1045642 was associated with adverse drug reactions under the recessive model (P = 0.017); allele C was associated with no adverse drug reactions, while allele T was associated with adverse drug reactions. The polymorphisms SLC15A1-rs2297322, ABCB1-rs2032582, and CES1-rs2307243 were not consistent with Hardy-Weinberg equilibrium, and no other associations were found for the remaining polymorphisms. In conclusion, the polymorphism rs1045642 in the transporter encoded by the ABCB1 gene is a potential predictive biomarker of ADRs in oseltamivir treatment.


Assuntos
Antivirais/metabolismo , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/metabolismo , Oseltamivir/metabolismo , Polimorfismo de Nucleotídeo Único/genética , Transtornos Respiratórios/genética , Transtornos Respiratórios/metabolismo , Doença Aguda , Adolescente , Adulto , Antivirais/efeitos adversos , Transporte Biológico/fisiologia , Criança , Interações Medicamentosas/fisiologia , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/epidemiologia , Feminino , Estudos de Associação Genética/métodos , Humanos , Vírus da Influenza A Subtipo H1N1/isolamento & purificação , Influenza Humana/tratamento farmacológico , Influenza Humana/epidemiologia , Influenza Humana/genética , Influenza Humana/metabolismo , Masculino , México/epidemiologia , Pessoa de Meia-Idade , Oseltamivir/efeitos adversos , Transporte Proteico/fisiologia , Transtornos Respiratórios/tratamento farmacológico , Transtornos Respiratórios/epidemiologia , Estudos Retrospectivos , Adulto Jovem
9.
Front Immunol ; 11: 580219, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-33552046

RESUMO

Background: Rotavirus (RV) is an enteric pathogen that has devastating impact on childhood morbidity and mortality worldwide. The immunologic mechanism underlying the protection achieved after RV vaccination is not yet fully understood. Methods: We compared the transcriptome of children affected by community-acquired RV infection and children immunized with a live attenuated RV vaccine (RotaTeq®). Results: RV vaccination mimics the wild type infection causing similar changes in children's transcriptome, including transcripts associated with cell cycle, diarrhea, nausea, vomiting, intussusception, and abnormal morphology of midgut. A machine learning approach allowed to detect a combination of nine-transcripts that differentiates vaccinated from convalescent-naturally infected children (AUC: 90%; 95%CI: 70-100) and distinguishes between acute-infected and healthy control children (in both cases, AUC: 100%; 95%CI: 100-100). We identified a miRNA hsa-mir-149 that seems to play a role in the host defense against viral pathogens and may have an antiviral role. Discussion: Our findings might shed further light in the understanding of RV infection, its functional link to intussusception causes, as well as guide development of antiviral treatments and safer and more effective vaccines. The nine-transcript signature may constitute a marker of vaccine protection and helps to differentiate vaccinated from naturally infected or susceptible children.


Assuntos
Infecções Comunitárias Adquiridas/imunologia , Infecções por Rotavirus/imunologia , Vacinas contra Rotavirus/imunologia , Rotavirus/imunologia , Criança , Resistência à Doença/genética , Humanos , Lactente , Aprendizado de Máquina , MicroRNAs/genética , Análise de Sequência de RNA , Transcriptoma , Vacinação , Vacinas Atenuadas/imunologia
10.
Sci Rep ; 9(1): 11780, 2019 08 13.
Artigo em Inglês | MEDLINE | ID: mdl-31409879

RESUMO

The diagnosis of bacterial infections in hospital settings is currently performed using bacterial culture from sterile site, but they are lengthy and limited. Transcriptomic biomarkers are becoming promising tools for diagnosis with potential applicability in clinical settings. We evaluated a RT-qPCR assay for a 2-transcript host expression signature (FAM89A and IFI44L genes) inferred from microarray data that allow to differentiate between viral and bacterial infection in febrile children. This assay was able to discriminate viral from bacterial infections (P-value = 1.04 × 10-4; AUC = 92.2%; sensitivity = 90.9%; specificity = 85.7%) and showed very high reproducibility regardless of the reference gene(s) used to normalize the data. Unexpectedly, the monogenic IFI44L expression signature yielded better results than those obtained from the 2-transcript test (P-value = 3.59 × 10-5; AUC = 94.1%; sensitivity = 90.9%; specificity = 92.8%). We validated this IFI44L signature in previously published microarray and whole-transcriptome data from patients affected by different types of viral and bacterial infections, confirming that this gene alone differentiates between both groups, thus saving time, effort, and costs. Herein, we demonstrate that host expression microarray data can be successfully translated into a fast, highly accurate and relatively inexpensive in vitro assay that could be implemented in the clinical routine.


Assuntos
Infecções Bacterianas/diagnóstico , Convulsões Febris/diagnóstico , Proteínas Supressoras de Tumor/genética , Viroses/diagnóstico , Infecções Bacterianas/genética , Infecções Bacterianas/fisiopatologia , Biomarcadores/metabolismo , Criança , Pré-Escolar , Diagnóstico Diferencial , Feminino , Perfilação da Expressão Gênica , Humanos , Lactente , Masculino , Reação em Cadeia da Polimerase em Tempo Real , Convulsões Febris/genética , Convulsões Febris/fisiopatologia , Transcriptoma/genética , Viroses/genética
11.
Genes (Basel) ; 9(5)2018 May 03.
Artigo em Inglês | MEDLINE | ID: mdl-29751582

RESUMO

Pneumonia is the leading cause of death amongst infectious diseases. Streptococcus pneumoniae is responsible for about 25% of pneumonia cases worldwide, and it is a major cause of childhood mortality. We carried out a whole exome sequencing (WES) study in eight patients with complicated cases of pneumococcal pneumonia (empyema). An initial assessment of statistical association of WES variation with pneumonia was carried out using data from the 1000 Genomes Project (1000G) for the Iberian Peninsula (IBS) as reference controls. Pseudo-replication statistical analyses were carried out using different European control groups. Association tests pointed to single nucleotide polymorphism (SNP) rs201967957 (gene MEIS1; chromosome 2; p-valueIBS = 3.71 × 10-13) and rs576099063 (gene TSPAN15; chromosome 10; p-valueIBS = 2.36 × 10-8) as the best candidate variants associated to pneumococcal pneumonia. A burden gene test of pathogenicity signaled four genes, namely, OR9G9, MUC6, MUC3A and APOB, which carry significantly increased pathogenic variation when compared to controls. By analyzing various transcriptomic data repositories, we found strong supportive evidence for the role of MEIS1, TSPAN15 and APOBR (encoding the receptor of the APOB protein) in pneumonia in mouse and human models. Furthermore, the association of the olfactory receptor gene OR9G9 has recently been related to some viral infectious diseases, while the role of mucin genes (MUC6 and MUC3A), encoding mucin glycoproteins, are well-known factors related to chronic obstructive airway disease. WES emerges as a promising technique to disentangle the genetic basis of host genome susceptibility to infectious respiratory diseases.

12.
PLoS One ; 13(4): e0195314, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29621276

RESUMO

INTRODUCTION: Salivary glands are known immune effector sites and considered to be part of the whole mucosal immune system. The aim of the present study was to assess the salivary immune response to rotavirus (RV) infection through the analysis of the cytokine immune profile in saliva. MATERIAL AND METHODS: A prospective comparative study of serial saliva samples from 27 RV-infected patients (sampled upon admission to the hospital during acute phase and at convalescence-i.e. at least three months after recovery) and 36 healthy controls was performed. Concentrations of 11 salivary cytokines (IFN-γ, IFN-α2, IL-1ß, IL-6, IL-8, IL-10, IL-15, IL12p70, TNF-α, IFN-λ1, IL-22) were determined. Cytokine levels were compared between healthy controls acute infection and convalescence. The correlation between clinical data and salivary cytokine profile in infected children was assessed. RESULTS: The salivary cytokine profile changes significantly in response to acute RV infection. In RV-infected patients, IL-22 levels were increased in the acute phase with respect to convalescence (P-value < 0.001). Comparisons between infected and control group showed significant differences in salivary IFN-α2, IL-1ß, IL-6, IL-8, IL-10 and IL-22. Although acute-phase levels of IL-12, IL-10, IL-6 and IFN-γ showed nominal association with Vesikari's severity, this trend did not reach statistical significance after multiple test adjustment. CONCLUSIONS: RV infection induces a host salivary immune response, indicating that immune mucosal response to RV infection is not confined to the intestinal mucosa. Our data point to a whole mucosal implication in the RV infection as a result of the integrative mucosal immune response, and suggest the salivary gland as effector site for RV infection.


Assuntos
Imunidade nas Mucosas/imunologia , Infecções por Rotavirus/imunologia , Glândulas Salivares/fisiologia , Pré-Escolar , Citocinas/análise , Feminino , Humanos , Imunidade nas Mucosas/fisiologia , Lactente , Recém-Nascido , Interleucinas/análise , Enteropatias , Mucosa Intestinal/química , Intestinos/química , Masculino , Mucosa Bucal/química , Estudos Prospectivos , Rotavirus/patogenicidade , Infecções por Rotavirus/virologia , Saliva/química , Glândulas Salivares/virologia , Interleucina 22
13.
Sci Rep ; 7(1): 15888, 2017 Nov 21.
Artigo em Inglês | MEDLINE | ID: mdl-29162850

RESUMO

Respiratory syncytial virus (RSV) is an important cause of serious lower respiratory tract disease in infants. Several studies have shown evidence pointing to the genome of the host as an important factor determining susceptibility to respiratory disease caused by RSV. We sequenced the complete exomes of 54 patients infected by RSV that needed hospitalization due to development of severe bronchiolitis. The Iberian sample (IBS) from The 1000 Genomes Project (1000G) was used as control group; all the association results were pseudo-replicated using other 1000G-European controls and Spanish controls. The study points to SNP rs199665292 in the olfactory receptor (OR) gene OR13C5 as the best candidate variant (P-value = 1.16 × 10-12; OR = 5.56). Genetic variants at HLA genes (HLA-DQA1, HLA-DPB1), and in the mucin 4 gene (MUC4) also emerge as susceptibility candidates. By collapsing rare variants in genes and weighing by pathogenicity, we obtained confirmatory signals of association in the OR gene OR8U1/OR8U8, the taste receptor TAS2R19, and another mucin gene (MUC6). Overall, we identified new predisposition variants and genes related to RSV infection. Of special interest is the association of RSV to olfactory and taste receptors; this finding is in line with recent evidence pointing to their role in viral infectious diseases.


Assuntos
Sequenciamento do Exoma , Estudos de Associação Genética , Predisposição Genética para Doença , Genoma Humano , Interações Hospedeiro-Patógeno/genética , Infecções por Vírus Respiratório Sincicial/genética , Infecções por Vírus Respiratório Sincicial/virologia , Vírus Sincicial Respiratório Humano/fisiologia , Estudos de Casos e Controles , Ontologia Genética , Humanos , Lactente , Recém-Nascido , Polimorfismo de Nucleotídeo Único/genética
14.
J Virol Methods ; 193(2): 487-91, 2013 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-23891871

RESUMO

The 2009 influenza A(H1N1) outbreak allowed the implementation of new epidemiologic surveillance tools in several countries around the world. A new molecular protocol with appropriate sensitivity and specificity using real-time RT-PCR was developed by the Centers for Disease Control and Prevention (CDC) to identify the pandemic 2009 influenza A (H1N1) virus in human specimens. In the CDC protocol, positive controls are available only upon request and they are taken from cell cultures infected with 2009 influenza A(H1N1) virus, representing a handling risk for laboratory technicians. The poor availability of positive control materials in diagnostic laboratories may limit the public health response. The aim of the work presented in this paper was to develop positive controls for the diagnostic testing of influenza A(H1N1) virus that could be used in the CDC real-time RT-PCR protocol. A series of plasmid constructs bearing partial sequences of the viral genes were created and each construct was used as a template for in vitro transcription. RNA molecules were obtained successfully at high yield, i.e., 2×10(7) assays per microliter. Thus, the inclusion of these molecules in the influenza panel as positive controls is proposed. The in vitro transcribed RNA could also be used as quality standards in the design of international proficiency studies.


Assuntos
Vírus da Influenza A Subtipo H1N1/isolamento & purificação , Influenza Humana/diagnóstico , Influenza Humana/virologia , Técnicas de Diagnóstico Molecular/normas , Reação em Cadeia da Polimerase em Tempo Real/normas , Padrões de Referência , Reação em Cadeia da Polimerase Via Transcriptase Reversa/normas , Humanos , Vírus da Influenza A Subtipo H1N1/genética , Técnicas de Diagnóstico Molecular/métodos , Plasmídeos , RNA Viral/genética , Reação em Cadeia da Polimerase em Tempo Real/métodos , Reação em Cadeia da Polimerase Via Transcriptase Reversa/métodos , Sensibilidade e Especificidade , Transcrição Gênica
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