Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swine
- Autores
- Barandiaran, Soledad; Pérez Aguirreburualde, María Sol; Marfil, Maria Jimena; Martinez Vivot, Marcela; Aznar, María Natalia; Zumárraga, Martín José; Perez, Andrés
- Año de publicación
- 2019
- Idioma
- inglés
- Tipo de recurso
- artículo
- Estado
- versión publicada
- Descripción
- Infection with the Mycobacterium bovis (M. bovis) causes a disease referred to as bovine tuberculosis (bTB), which affects a wide range of mammal hosts. Many countries have implemented control and eradication plans that have resulted in variable levels of efficacy and success. Although bTB is a notifiable disease in Argentina, and a control plan that targets cattle herds has been in place for decades, M. bovis is still prevalent in cattle, swine, and certain wild species. The aim of the paper here was to assess the sensitivity (Se), specificity (Sp), and positive and negative predictive values (PPV and NPV) of PCR from tissue, which is a test for rapid M. bovis detection in swine. Bacteriological culture was also performed for comparison purposes. A Bayesian approach was applied to estimate the accuracy of the diagnostic tests, PCR and bacteriological culture, in 266 swine samples with bTB-like lesions recovered during routine official inspections at slaughterhouses. A one-population model, assuming conditional dependence between test results, and incorporating prior information on the performance of the tests obtained from the literature, was used to estimate the tests Se and Sp. The accuracy of the combined (in parallel) application of both tests was also estimated. The Se of the PCR (82.9%) was higher than the Se of the bacteriological culture (79.9%), whereas the Sp of both tests was similar (88.5 and 89.0%, respectively). Furthermore, when both techniques were assessed in parallel, the Se of the diagnostic system increased substantially (Se = 96.6%) with a moderate Sp loss (Sp = 78.8%; PPV = 92.8%; NPV = 89%). Results suggest that the PCR, or the combined application of bacteriological culture and PCR, may serve as an accurate diagnostic tool to confirm bTB in swine samples. Results here will help the design and implementation of effective surveillance strategies for the disease in swine of Argentina and other settings in which the disease is prevalent.
Fil: Barandiaran, Soledad. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad de Buenos Aires; Argentina
Fil: Pérez Aguirreburualde, María Sol. University of Minnesota; Estados Unidos. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina
Fil: Marfil, Maria Jimena. Universidad de Buenos Aires; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina
Fil: Martinez Vivot, Marcela. Universidad de Buenos Aires; Argentina
Fil: Aznar, María Natalia. Instituto Nacional de Tecnologia Agropecuaria. Centro de Investigacion En Ciencias Veterinarias y Agronomicas. Instituto de Patobiologia Veterinaria. - Consejo Nacional de Investigaciones Cientificas y Tecnicas. Oficina de Coordinacion Administrativa Pque. Centenario. Instituto de Patobiologia Veterinaria.; Argentina
Fil: Zumárraga, Martín José. Instituto Nacional de Tecnología Agropecuaria. Centro de Investigación en Ciencias Veterinarias y Agronómicas. Instituto de Agrobiotecnología y Biología Molecular. Consejo Nacional de Investigaciones Científicas y Técnicas. Oficina de Coordinación Administrativa Parque Centenario. Instituto de Agrobiotecnología y Biología Molecular; Argentina
Fil: Perez, Andrés. University of Minnesota; Estados Unidos - Materia
-
BACTERIOLOGY CULTURE
BAYESIAN MODELING
DIAGNOSIS
PCR
SWINE
TUBERCULOSIS - Nivel de accesibilidad
- acceso abierto
- Condiciones de uso
- https://creativecommons.org/licenses/by/2.5/ar/
- Repositorio
.jpg)
- Institución
- Consejo Nacional de Investigaciones Científicas y Técnicas
- OAI Identificador
- oai:ri.conicet.gov.ar:11336/148164
Ver los metadatos del registro completo
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Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swineBarandiaran, SoledadPérez Aguirreburualde, María SolMarfil, Maria JimenaMartinez Vivot, MarcelaAznar, María NataliaZumárraga, Martín JoséPerez, AndrésBACTERIOLOGY CULTUREBAYESIAN MODELINGDIAGNOSISPCRSWINETUBERCULOSIShttps://purl.org/becyt/ford/4.3https://purl.org/becyt/ford/4Infection with the Mycobacterium bovis (M. bovis) causes a disease referred to as bovine tuberculosis (bTB), which affects a wide range of mammal hosts. Many countries have implemented control and eradication plans that have resulted in variable levels of efficacy and success. Although bTB is a notifiable disease in Argentina, and a control plan that targets cattle herds has been in place for decades, M. bovis is still prevalent in cattle, swine, and certain wild species. The aim of the paper here was to assess the sensitivity (Se), specificity (Sp), and positive and negative predictive values (PPV and NPV) of PCR from tissue, which is a test for rapid M. bovis detection in swine. Bacteriological culture was also performed for comparison purposes. A Bayesian approach was applied to estimate the accuracy of the diagnostic tests, PCR and bacteriological culture, in 266 swine samples with bTB-like lesions recovered during routine official inspections at slaughterhouses. A one-population model, assuming conditional dependence between test results, and incorporating prior information on the performance of the tests obtained from the literature, was used to estimate the tests Se and Sp. The accuracy of the combined (in parallel) application of both tests was also estimated. The Se of the PCR (82.9%) was higher than the Se of the bacteriological culture (79.9%), whereas the Sp of both tests was similar (88.5 and 89.0%, respectively). Furthermore, when both techniques were assessed in parallel, the Se of the diagnostic system increased substantially (Se = 96.6%) with a moderate Sp loss (Sp = 78.8%; PPV = 92.8%; NPV = 89%). Results suggest that the PCR, or the combined application of bacteriological culture and PCR, may serve as an accurate diagnostic tool to confirm bTB in swine samples. Results here will help the design and implementation of effective surveillance strategies for the disease in swine of Argentina and other settings in which the disease is prevalent.Fil: Barandiaran, Soledad. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad de Buenos Aires; ArgentinaFil: Pérez Aguirreburualde, María Sol. University of Minnesota; Estados Unidos. Consejo Nacional de Investigaciones Científicas y Técnicas; ArgentinaFil: Marfil, Maria Jimena. Universidad de Buenos Aires; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; ArgentinaFil: Martinez Vivot, Marcela. Universidad de Buenos Aires; ArgentinaFil: Aznar, María Natalia. Instituto Nacional de Tecnologia Agropecuaria. Centro de Investigacion En Ciencias Veterinarias y Agronomicas. Instituto de Patobiologia Veterinaria. - Consejo Nacional de Investigaciones Cientificas y Tecnicas. Oficina de Coordinacion Administrativa Pque. Centenario. Instituto de Patobiologia Veterinaria.; ArgentinaFil: Zumárraga, Martín José. Instituto Nacional de Tecnología Agropecuaria. Centro de Investigación en Ciencias Veterinarias y Agronómicas. Instituto de Agrobiotecnología y Biología Molecular. Consejo Nacional de Investigaciones Científicas y Técnicas. Oficina de Coordinación Administrativa Parque Centenario. Instituto de Agrobiotecnología y Biología Molecular; ArgentinaFil: Perez, Andrés. University of Minnesota; Estados UnidosFrontiers Media S.A.2019-06info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/148164Barandiaran, Soledad; Pérez Aguirreburualde, María Sol; Marfil, Maria Jimena; Martinez Vivot, Marcela; Aznar, María Natalia; et al.; Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swine; Frontiers Media S.A.; Frontiers in Veterinary Science; 6; JUN; 6-2019; 1-82297-1769CONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/url/https://www.frontiersin.org/articles/10.3389/fvets.2019.00204/fullinfo:eu-repo/semantics/altIdentifier/doi/10.3389/fvets.2019.00204info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-10-22T11:33:12Zoai:ri.conicet.gov.ar:11336/148164instacron:CONICETInstitucionalhttp://ri.conicet.gov.ar/Organismo científico-tecnológicoNo correspondehttp://ri.conicet.gov.ar/oai/requestdasensio@conicet.gov.ar; lcarlino@conicet.gov.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:34982025-10-22 11:33:12.991CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse |
| dc.title.none.fl_str_mv |
Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swine |
| title |
Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swine |
| spellingShingle |
Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swine Barandiaran, Soledad BACTERIOLOGY CULTURE BAYESIAN MODELING DIAGNOSIS PCR SWINE TUBERCULOSIS |
| title_short |
Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swine |
| title_full |
Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swine |
| title_fullStr |
Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swine |
| title_full_unstemmed |
Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swine |
| title_sort |
Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swine |
| dc.creator.none.fl_str_mv |
Barandiaran, Soledad Pérez Aguirreburualde, María Sol Marfil, Maria Jimena Martinez Vivot, Marcela Aznar, María Natalia Zumárraga, Martín José Perez, Andrés |
| author |
Barandiaran, Soledad |
| author_facet |
Barandiaran, Soledad Pérez Aguirreburualde, María Sol Marfil, Maria Jimena Martinez Vivot, Marcela Aznar, María Natalia Zumárraga, Martín José Perez, Andrés |
| author_role |
author |
| author2 |
Pérez Aguirreburualde, María Sol Marfil, Maria Jimena Martinez Vivot, Marcela Aznar, María Natalia Zumárraga, Martín José Perez, Andrés |
| author2_role |
author author author author author author |
| dc.subject.none.fl_str_mv |
BACTERIOLOGY CULTURE BAYESIAN MODELING DIAGNOSIS PCR SWINE TUBERCULOSIS |
| topic |
BACTERIOLOGY CULTURE BAYESIAN MODELING DIAGNOSIS PCR SWINE TUBERCULOSIS |
| purl_subject.fl_str_mv |
https://purl.org/becyt/ford/4.3 https://purl.org/becyt/ford/4 |
| dc.description.none.fl_txt_mv |
Infection with the Mycobacterium bovis (M. bovis) causes a disease referred to as bovine tuberculosis (bTB), which affects a wide range of mammal hosts. Many countries have implemented control and eradication plans that have resulted in variable levels of efficacy and success. Although bTB is a notifiable disease in Argentina, and a control plan that targets cattle herds has been in place for decades, M. bovis is still prevalent in cattle, swine, and certain wild species. The aim of the paper here was to assess the sensitivity (Se), specificity (Sp), and positive and negative predictive values (PPV and NPV) of PCR from tissue, which is a test for rapid M. bovis detection in swine. Bacteriological culture was also performed for comparison purposes. A Bayesian approach was applied to estimate the accuracy of the diagnostic tests, PCR and bacteriological culture, in 266 swine samples with bTB-like lesions recovered during routine official inspections at slaughterhouses. A one-population model, assuming conditional dependence between test results, and incorporating prior information on the performance of the tests obtained from the literature, was used to estimate the tests Se and Sp. The accuracy of the combined (in parallel) application of both tests was also estimated. The Se of the PCR (82.9%) was higher than the Se of the bacteriological culture (79.9%), whereas the Sp of both tests was similar (88.5 and 89.0%, respectively). Furthermore, when both techniques were assessed in parallel, the Se of the diagnostic system increased substantially (Se = 96.6%) with a moderate Sp loss (Sp = 78.8%; PPV = 92.8%; NPV = 89%). Results suggest that the PCR, or the combined application of bacteriological culture and PCR, may serve as an accurate diagnostic tool to confirm bTB in swine samples. Results here will help the design and implementation of effective surveillance strategies for the disease in swine of Argentina and other settings in which the disease is prevalent. Fil: Barandiaran, Soledad. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad de Buenos Aires; Argentina Fil: Pérez Aguirreburualde, María Sol. University of Minnesota; Estados Unidos. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina Fil: Marfil, Maria Jimena. Universidad de Buenos Aires; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina Fil: Martinez Vivot, Marcela. Universidad de Buenos Aires; Argentina Fil: Aznar, María Natalia. Instituto Nacional de Tecnologia Agropecuaria. Centro de Investigacion En Ciencias Veterinarias y Agronomicas. Instituto de Patobiologia Veterinaria. - Consejo Nacional de Investigaciones Cientificas y Tecnicas. Oficina de Coordinacion Administrativa Pque. Centenario. Instituto de Patobiologia Veterinaria.; Argentina Fil: Zumárraga, Martín José. Instituto Nacional de Tecnología Agropecuaria. Centro de Investigación en Ciencias Veterinarias y Agronómicas. Instituto de Agrobiotecnología y Biología Molecular. Consejo Nacional de Investigaciones Científicas y Técnicas. Oficina de Coordinación Administrativa Parque Centenario. Instituto de Agrobiotecnología y Biología Molecular; Argentina Fil: Perez, Andrés. University of Minnesota; Estados Unidos |
| description |
Infection with the Mycobacterium bovis (M. bovis) causes a disease referred to as bovine tuberculosis (bTB), which affects a wide range of mammal hosts. Many countries have implemented control and eradication plans that have resulted in variable levels of efficacy and success. Although bTB is a notifiable disease in Argentina, and a control plan that targets cattle herds has been in place for decades, M. bovis is still prevalent in cattle, swine, and certain wild species. The aim of the paper here was to assess the sensitivity (Se), specificity (Sp), and positive and negative predictive values (PPV and NPV) of PCR from tissue, which is a test for rapid M. bovis detection in swine. Bacteriological culture was also performed for comparison purposes. A Bayesian approach was applied to estimate the accuracy of the diagnostic tests, PCR and bacteriological culture, in 266 swine samples with bTB-like lesions recovered during routine official inspections at slaughterhouses. A one-population model, assuming conditional dependence between test results, and incorporating prior information on the performance of the tests obtained from the literature, was used to estimate the tests Se and Sp. The accuracy of the combined (in parallel) application of both tests was also estimated. The Se of the PCR (82.9%) was higher than the Se of the bacteriological culture (79.9%), whereas the Sp of both tests was similar (88.5 and 89.0%, respectively). Furthermore, when both techniques were assessed in parallel, the Se of the diagnostic system increased substantially (Se = 96.6%) with a moderate Sp loss (Sp = 78.8%; PPV = 92.8%; NPV = 89%). Results suggest that the PCR, or the combined application of bacteriological culture and PCR, may serve as an accurate diagnostic tool to confirm bTB in swine samples. Results here will help the design and implementation of effective surveillance strategies for the disease in swine of Argentina and other settings in which the disease is prevalent. |
| publishDate |
2019 |
| dc.date.none.fl_str_mv |
2019-06 |
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info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion http://purl.org/coar/resource_type/c_6501 info:ar-repo/semantics/articulo |
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article |
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publishedVersion |
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http://hdl.handle.net/11336/148164 Barandiaran, Soledad; Pérez Aguirreburualde, María Sol; Marfil, Maria Jimena; Martinez Vivot, Marcela; Aznar, María Natalia; et al.; Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swine; Frontiers Media S.A.; Frontiers in Veterinary Science; 6; JUN; 6-2019; 1-8 2297-1769 CONICET Digital CONICET |
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http://hdl.handle.net/11336/148164 |
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Barandiaran, Soledad; Pérez Aguirreburualde, María Sol; Marfil, Maria Jimena; Martinez Vivot, Marcela; Aznar, María Natalia; et al.; Bayesian assessment of the accuracy of a PCR-based rapid diagnostic test for bovine tuberculosis in swine; Frontiers Media S.A.; Frontiers in Veterinary Science; 6; JUN; 6-2019; 1-8 2297-1769 CONICET Digital CONICET |
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eng |
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eng |
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