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1.
Braz J Microbiol ; 54(2): 769-777, 2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-36854899

RESUMO

Fast, precise, and low-cost diagnostic testing to identify persons infected with SARS-CoV-2 virus is pivotal to control the global pandemic of COVID-19 that began in late 2019. The gold standard method of diagnostic recommended is the RT-qPCR test. However, this method is not universally available, and is time-consuming and requires specialized personnel, as well as sophisticated laboratories. Currently, machine learning is a useful predictive tool for biomedical applications, being able to classify data from diverse nature. Relying on the artificial intelligence learning process, spectroscopic data from nasopharyngeal swab and tracheal aspirate samples can be used to leverage characteristic patterns and nuances in healthy and infected body fluids, which allows to identify infection regardless of symptoms or any other clinical or laboratorial tests. Hence, when new measurements are performed on samples of unknown status and the corresponding data is submitted to such an algorithm, it will be possible to predict whether the source individual is infected or not. This work presents a new methodology for rapid and precise label-free diagnosing of SARS-CoV-2 infection in clinical samples, which combines spectroscopic data acquisition and analysis via artificial intelligence algorithms. Our results show an accuracy of 85% for detection of SARS-CoV-2 in nasopharyngeal swab samples collected from asymptomatic patients or with mild symptoms, as well as an accuracy of 97% in tracheal aspirate samples collected from critically ill COVID-19 patients under mechanical ventilation. Moreover, the acquisition and processing of the information is fast, simple, and cheaper than traditional approaches, suggesting this methodology as a promising tool for biomedical diagnosis vis-à-vis the emerging and re-emerging viral SARS-CoV-2 variant threats in the future.


Assuntos
COVID-19 , Humanos , COVID-19/diagnóstico , SARS-CoV-2 , Inteligência Artificial , Nasofaringe , Aprendizado de Máquina , Análise Espectral
2.
Front Microbiol ; 12: 713713, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34867841

RESUMO

The coronavirus disease 2019 (COVID-19) pandemic unfolded due to the widespread severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) transmission reinforced the urgent need for affordable molecular diagnostic alternative methods for massive testing screening. We present the clinical validation of a pH-dependent colorimetric reverse transcription loop-mediated isothermal amplification (RT-LAMP) for SARS-CoV-2 detection. The method revealed a limit of detection of 19.3 ± 2.7 viral genomic copies/µL when using RNA extracted samples obtained from nasopharyngeal swabs collected in guanidine-containing viral transport medium. Typical RT-LAMP reactions were performed at 65°C for 30 min. When compared to reverse transcriptase-quantitative polymerase chain reaction (RT-qPCR), up to cycle-threshold (Ct) value 32, RT-LAMP presented 98% [95% confidence interval (CI) = 95.3-99.5%] sensitivity and 100% (95% CI = 94.5-100%) specificity for SARS-CoV-2 RNA detection targeting E and N genes. No cross-reactivity was detected when testing other non-SARS-CoV virus, confirming high specificity. The test is compatible with primary RNA extraction-free samples. We also demonstrated that colorimetric RT-LAMP can detect SARS-CoV-2 variants of concern and variants of interest, such as variants occurring in Brazil named gamma (P.1), zeta (P.2), delta (B.1.617.2), B.1.1.374, and B.1.1.371. The method meets point-of-care requirements and can be deployed in the field for high-throughput COVID-19 testing campaigns, especially in countries where COVID-19 testing efforts are far from ideal to tackle the pandemics. Although RT-qPCR is considered the gold standard for SARS-CoV-2 RNA detection, it requires expensive equipment, infrastructure, and highly trained personnel. In contrast, RT-LAMP emerges as an affordable, inexpensive, and simple alternative for SARS-CoV-2 molecular detection that can be applied to massive COVID-19 testing campaigns and save lives.

3.
Viruses ; 13(4)2021 03 26.
Artigo em Inglês | MEDLINE | ID: mdl-33810324

RESUMO

Reverse transcription quantitative real-time polymerase chain reaction (RT-qPCR) to detect SARS-CoV-2 RNA is an essential test to monitor the occurrence of COVID-19. A methodology is proposed for the determination of maximum pool size and adjustments of cut-off values of cycle threshold (Ct in RT-qPCR pool testing, to compensate for the dilution caused by pooling. The trade-off between pool size and test sensitivity is stated explicitly. The procedure was designed to ensure that samples that would be detectable in individual testing remain detectable in pool testing. The proposed relaxation in cut-off is dependent on the pool size, allowing a relatively tight correction to avoid loss of detection of positive samples. The methodology was evaluated in a study of pool testing of adults attending a public emergency care unit, reference for COVID-19 in Belo Horizonte, Brazil, and presenting flu-like symptoms. Even samples on the edge of detectability in individual testing were detected correctly. The proposed procedure enhances the consistency of RT-qPCR pool testing by enforcing that the scales of detectability in pool processing and in individual sample processing are compatible. This may enhance the contribution of pool testing to large-scale testing for COVID-19.


Assuntos
Teste de Ácido Nucleico para COVID-19/métodos , COVID-19/virologia , Reação em Cadeia da Polimerase em Tempo Real/métodos , SARS-CoV-2/genética , Adulto , Idoso , Idoso de 80 Anos ou mais , COVID-19/diagnóstico , Teste de Ácido Nucleico para COVID-19/normas , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Reação em Cadeia da Polimerase em Tempo Real/normas , SARS-CoV-2/isolamento & purificação , SARS-CoV-2/fisiologia , Adulto Jovem
4.
Braz J Microbiol ; 52(2): 531-539, 2021 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-33788178

RESUMO

Accurate testing to detect SARS-CoV-2 RNA is key to counteract the virus spread. Nonetheless, the number of diagnostic laboratories able to perform qPCR tests is limited, particularly in developing countries. We describe the use of a virus-inactivating, denaturing solution (DS) to decrease virus infectivity in clinical specimens without affecting RNA integrity. Swab samples were collected from infected patients and from laboratory personnel using a commercially available viral transport solution and the in-house DS. Samples were tested by RT-qPCR, and exposure to infective viruses was also accessed by ELISA. The DS used did not interfere with viral genome detection and was able to maintain RNA integrity for up to 16 days at room temperature. Furthermore, virus loaded onto DS were inactivated, as attested by attempts to grow SARS-CoV-2 in cell monolayers after DS desalt filtration to remove toxic residues. The DS described here provides a strategy to maintain diagnostic accuracy and protects diagnostic laboratory personnel from accidental infection, as it has helped to protect our lab crew.


Assuntos
Teste para COVID-19/métodos , COVID-19/diagnóstico , Estabilidade de RNA/efeitos dos fármacos , RNA Viral/análise , SARS-CoV-2/genética , Manejo de Espécimes/métodos , Testes Diagnósticos de Rotina , Genoma Viral/genética , Humanos , Desnaturação Proteica/efeitos dos fármacos , RNA Viral/genética , Reação em Cadeia da Polimerase em Tempo Real , SARS-CoV-2/efeitos dos fármacos
5.
Eur Respir J ; 58(1)2021 07.
Artigo em Inglês | MEDLINE | ID: mdl-33361100

RESUMO

BACKGROUND: Nitazoxanide is widely available and exerts broad-spectrum antiviral activity in vitro. However, there is no evidence of its impact on severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection. METHODS: In a multicentre, randomised, double-blind, placebo-controlled trial, adult patients presenting up to 3 days after onset of coronavirus disease 2019 (COVID-19) symptoms (dry cough, fever and/or fatigue) were enrolled. After confirmation of SARS-CoV-2 infection using reverse transcriptase PCR on a nasopharyngeal swab, patients were randomised 1:1 to receive either nitazoxanide (500 mg) or placebo, three times daily, for 5 days. The primary outcome was complete resolution of symptoms. Secondary outcomes were viral load, laboratory tests, serum biomarkers of inflammation and hospitalisation rate. Adverse events were also assessed. RESULTS: From June 8 to August 20, 2020, 1575 patients were screened. Of these, 392 (198 placebo, 194 nitazoxanide) were analysed. Median (interquartile range) time from symptom onset to first dose of study drug was 5 (4-5) days. At the 5-day study visit, symptom resolution did not differ between the nitazoxanide and placebo arms. Swabs collected were negative for SARS-CoV-2 in 29.9% of patients in the nitazoxanide arm versus 18.2% in the placebo arm (p=0.009). Viral load was reduced after nitazoxanide compared to placebo (p=0.006). The percentage viral load reduction from onset to end of therapy was higher with nitazoxanide (55%) than placebo (45%) (p=0.013). Other secondary outcomes were not significantly different. No serious adverse events were observed. CONCLUSIONS: In patients with mild COVID-19, symptom resolution did not differ between nitazoxanide and placebo groups after 5 days of therapy. However, early nitazoxanide therapy was safe and reduced viral load significantly.


Assuntos
COVID-19 , Adulto , Humanos , Nitrocompostos , SARS-CoV-2 , Tiazóis , Resultado do Tratamento
6.
Mycoses ; 62(12): 1133-1139, 2019 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-31505067

RESUMO

BACKGROUND: Paracoccidioidomycosis (PCM) is a neglected fungal infection with a high impact on the quality of life of the affected patients. The disease presents primary pulmonary involvement and systemic dissemination may occur. About 50% of the cases show oral involvement, and the factors that lead to this manifestation are not clear. OBJECTIVES: The aim of this study was to evaluate the DNA methylation profile in PCM patients with oral lesions. MATERIAL AND METHODS: Genomic DNA was extracted from whole blood of eighteen PCM patients, being ten with oral lesions and eight with no oral lesion. Analysis of methylation profile was performed using the technique of methylation-sensitive arbitrarily primed PCR (MS-AP-PCR). The sequences of recombinant plasmids obtained were evaluated according to parameters that define a CpG island, as well as their relative position in the known human genome genes and/or CpG islands. RESULTS: After DNA amplification, three different expressed bands were observed between the two groups, being found in the samples of patients with no oral manifestations. The cloned fragment in the plasmid showed similarity with a DNA sequence present in chromosome 20, next to the YTHDF1 gene. Other bands showed homology with intronic region in the genes RBPMS2 and DPH6 and no CpG island was identified. CONCLUSIONS: DNA methylation was found in PCM patients with no oral lesion affecting the YTHDF1 gene. Further studies are necessary to elucidate to role of YTHDF1 gene in the oral PCM manifestations.


Assuntos
Metilação de DNA , Boca/microbiologia , Boca/patologia , Paracoccidioidomicose/genética , Adulto , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Paracoccidioides , Análise de Sequência de DNA
7.
J Virol ; 93(6)2019 03 15.
Artigo em Inglês | MEDLINE | ID: mdl-30567985

RESUMO

Vaccinia virus (VACV) is a notorious virus for a number of scientific reasons; however, most of its notoriety comes from the fact that it was used as a vaccine against smallpox, being ultimately responsible for the eradication of that disease. Nonetheless, many different vaccinia virus strains have been obtained over the years; some are suitable to be used as vaccines, whereas others are virulent and unsuitable for this purpose. Interestingly, different vaccinia virus strains elicit different immune responses in vivo, and this is a direct result of the genomic differences among strains. In order to evaluate the net result of virus-encoded immune evasion strategies of vaccinia viruses, we compared antiviral immune responses in mice intranasally infected by the highly attenuated and nonreplicative MVA strain, the attenuated and replicative Lister strain, or the virulent WR strain. Overall, cell responses elicited upon WR infections are downmodulated compared to those elicited by MVA and Lister infections, especially in determined cell compartments such as macrophages/monocytes and CD4+ T cells. CD4+ T cells are not only diminished in WR-infected mice but also less activated, as evaluated by the expression of costimulatory molecules such as CD25, CD212, and CD28 and by the production of cytokines, including tumor necrosis factor alpha (TNF-α), gamma interferon (IFN-γ), interleukin-4 (IL-4), and IL-10. On the other hand, MVA infections are able to induce strong T-cell responses in mice, whereas Lister infections consistently induced responses that were intermediary between those induced by WR and MVA. Together, our results support a model in which the virulence of a VACV strain is proportional to its potential to downmodulate the host's immune responses.IMPORTANCE Vaccinia virus was used as vaccine against smallpox and was instrumental in the successful eradication of that disease. Although smallpox vaccination is no longer in place in the overall population, the use of vaccinia virus in the development of viral vector-based vaccines has become popular. Nonetheless, different vaccinia virus strains are known and induce different immune responses. To look into this, we compared immune responses triggered by mouse infections with the nonreplicative MVA strain, the attenuated Lister strain, or the virulent WR strain. We observed that the WR strain was capable of downmodulating mouse cell responses, whereas the highly attenuated MVA strain induced high levels of cell-mediated immunity. Infections by the intermediately attenuated Lister strain induced cell responses that were intermediary between those induced by WR and MVA. We propose that the virulence of a vaccinia virus strain is directly proportional to its ability to downmodulate specific compartments of antiviral cell responses.


Assuntos
Imunidade Celular/imunologia , Vaccinia virus/imunologia , Vacínia/imunologia , Virulência/imunologia , Animais , Linfócitos T CD4-Positivos/imunologia , Linfócitos T CD4-Positivos/virologia , Galinhas/imunologia , Galinhas/virologia , Chlorocebus aethiops/imunologia , Chlorocebus aethiops/virologia , Citocinas/imunologia , Vetores Genéticos/imunologia , Camundongos , Camundongos Endogâmicos BALB C , Varíola/imunologia , Vacinação/métodos , Vacínia/virologia , Vacinas Virais/imunologia
8.
Bioorg Med Chem Lett ; 25(16): 3346-9, 2015 Aug 15.
Artigo em Inglês | MEDLINE | ID: mdl-26094119

RESUMO

A novel series of ester and carbamate derivatives was synthesized and evaluated its activities against Leishmania amazonensis. All compounds exhibited weaker leishmanicidal activity than amphotericin B. However, results indicated that substituents on the aryl-acyl subunit are important for modulation of the leishmanicidal effect. The nitro derivative showed the highest activity of the series with an IC50 = 17.24 µM, and comparable potency to the 3,4-benzodioxole ester and n-hexyl carbamate derivatives. All compounds showed low toxicity against human cells. These results revealed interesting novel piperine-like molecular pattern for exploitation in search and development of effective and low toxic antileishmanial drug candidates.


Assuntos
Benzodioxóis/síntese química , Benzodioxóis/farmacologia , Leishmania/efeitos dos fármacos , Piperidinas/síntese química , Piperidinas/farmacologia , Antiprotozoários/síntese química , Antiprotozoários/química , Antiprotozoários/farmacologia , Benzodioxóis/química , Descoberta de Drogas , Humanos , Concentração Inibidora 50 , Estrutura Molecular , Piperidinas/química
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