Construção automática de algoritmos de indução de árvores de decisão com híper-heu...
- Auxílios pontuais (curta duração)
Texto completo | |
Autor(es): |
Mazzu-Nascimento, Thiago
;
Morbioli, Giorgio Gianini
;
Milan, Luis Aparecido
;
Silva, Diego Furtado
;
Donofrio, Fabiana Cristina
;
Mestriner, Carlos Alberto
;
Carrilho, Emanuel
Número total de Autores: 7
|
Tipo de documento: | Artigo Científico |
Fonte: | ANALYTICAL METHODS; v. 9, n. 18, p. 2644-2653, MAY 14 2017. |
Citações Web of Science: | 2 |
Resumo | |
Paper-based devices are an excellent match for low-cost point-of-care testing (POCT) tools. Their user-friendliness, portability, and short time of analysis, coupled with ease of local manufacture make these devices the best option for inexpensive diagnostic testing tools. However, despite all their positive features, these low-cost diagnostic devices must present good performance indicators, such as sensitivity, specificity, and accuracy. We developed and validated a paper-based ELISA for toxoplasmosis diagnosis through the detection of Toxoplasma gondii immunoglobulin G (IgG) antibodies in 100 human serum samples. From among the different ways to define the cut-off value, we chose Youden's J index (cut-off = 21.73 A. U.), which presented a higher sensitivity value. Our paper-based assay presented a sensitivity of 0.96, a specificity of 0.87, and a gray zone comprising 16 samples (+/- 15% of the cut-off value, with 3 false positive outputs). The accuracy of the test was estimated by using ROC curves (AUC = 0.97). We also created a macro in Microsoft Excel (R) to estimate the accuracy of the test (m-Accuracy) based on a non-parametric method, which evidenced a value = 0.88, which classifies our test as moderately to highly accurate. We also provide the m-Accuracy macro for download and the paper-based microplate designs for printing, in order to collaborate with the scientific community and facilitate further studies using this platform. The improvement of these diagnostic tools can bring this technology for those who need it, contributing to population health and well-being. (AU) | |
Processo FAPESP: | 08/57805-2 - Instituto de Bioanalítica |
Beneficiário: | Lauro Tatsuo Kubota |
Linha de fomento: | Auxílio à Pesquisa - Temático |
Processo FAPESP: | 11/13997-8 - Plataformas em papel para detecção não invasiva de biomarcadores tumorais e para cultivo de células neoplásicas |
Beneficiário: | Thiago Mazzu Do Nascimento |
Linha de fomento: | Bolsas no Brasil - Doutorado Direto |