A Bayesian approach to estimate the accuracy of "in-house" ELISA assay to measure rabies antibodies from compulsory vaccinated dogs and cattle
Rabies is a vaccine-preventable disease that causes acute encephalitis in mammals, and it is still a significant public health problem in numerous countries. Infected dogs represent the main vectors involved in human rabies. Additionally, cattle rearing close to geographic areas where vampire bats a...
Published in: | Journal of Venomous Animals and Toxins including Tropical Diseases |
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ftdoajarticles:oai:doaj.org/article:d8c5bdba4e8a430cb70ed2e32065971d 2023-05-15T15:12:45+02:00 A Bayesian approach to estimate the accuracy of "in-house" ELISA assay to measure rabies antibodies from compulsory vaccinated dogs and cattle AHC Nogueira C Silva DE Gomes ACG Rosa MCR Luvizotto TC Cardoso 2009-01-01T00:00:00Z https://doi.org/10.1590/S1678-91992009000100012 https://doaj.org/article/d8c5bdba4e8a430cb70ed2e32065971d EN eng SciELO http://www.scielo.br/scielo.php?script=sci_arttext&pid=S1678-91992009000100012 https://doaj.org/toc/1678-9199 doi:10.1590/S1678-91992009000100012 1678-9199 https://doaj.org/article/d8c5bdba4e8a430cb70ed2e32065971d Journal of Venomous Animals and Toxins including Tropical Diseases, Vol 15, Iss 1, Pp 136-145 (2009) rabies antibody Bayesian analysis ELISA assay Arctic medicine. Tropical medicine RC955-962 Toxicology. Poisons RA1190-1270 Zoology QL1-991 article 2009 ftdoajarticles https://doi.org/10.1590/S1678-91992009000100012 2022-12-31T16:26:38Z Rabies is a vaccine-preventable disease that causes acute encephalitis in mammals, and it is still a significant public health problem in numerous countries. Infected dogs represent the main vectors involved in human rabies. Additionally, cattle rearing close to geographic areas where vampire bats are found presents an important connection with rural epidemiology. We applied two "in-house" enzyme-linked immunosorbent assay (ELISA) methodologies, considered alternatives to measure antibodies from vaccinated dogs and cattle, without employing the gold standard approach. The ELISA assays were performed on individual serum samples taken from domestic adult dogs and cows compulsory vaccinated against rabies (147 urban dogs and 64 cows; n = 211). The sandwich and liquid-phase competitive ELISA (scELISA and lpcELISA), considered "in-house" assays, were performed according to previous works. The only statistical methodology that allows this study is the Bayesian approach, developed to replace the conventional Hui-Walter paradigm. For conditional independent Bayesian model (one population, two tests and no gold standard) the prior information for sensitivity and specificity of each test, mode, prevalence and transformed (á, â) were submitted to Bayesian inference. The "in-house" lpcELISA revealed 16 - out of 261 serum samples - negative results, whereas in scELISA all results were positive. The Bayesian approach showed that prior information was specified for all parameters; posterior medians were Se scELISA 89%, Sp scELISA 88%, Sp lpcELISA 95% Se lpcELISA 98%, and prevalence (pi) of 99%, without the use of gold standard analysis to measure specific anti-rabies antibodies. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic Journal of Venomous Animals and Toxins including Tropical Diseases 15 1 136 145 |
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Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
rabies antibody Bayesian analysis ELISA assay Arctic medicine. Tropical medicine RC955-962 Toxicology. Poisons RA1190-1270 Zoology QL1-991 |
spellingShingle |
rabies antibody Bayesian analysis ELISA assay Arctic medicine. Tropical medicine RC955-962 Toxicology. Poisons RA1190-1270 Zoology QL1-991 AHC Nogueira C Silva DE Gomes ACG Rosa MCR Luvizotto TC Cardoso A Bayesian approach to estimate the accuracy of "in-house" ELISA assay to measure rabies antibodies from compulsory vaccinated dogs and cattle |
topic_facet |
rabies antibody Bayesian analysis ELISA assay Arctic medicine. Tropical medicine RC955-962 Toxicology. Poisons RA1190-1270 Zoology QL1-991 |
description |
Rabies is a vaccine-preventable disease that causes acute encephalitis in mammals, and it is still a significant public health problem in numerous countries. Infected dogs represent the main vectors involved in human rabies. Additionally, cattle rearing close to geographic areas where vampire bats are found presents an important connection with rural epidemiology. We applied two "in-house" enzyme-linked immunosorbent assay (ELISA) methodologies, considered alternatives to measure antibodies from vaccinated dogs and cattle, without employing the gold standard approach. The ELISA assays were performed on individual serum samples taken from domestic adult dogs and cows compulsory vaccinated against rabies (147 urban dogs and 64 cows; n = 211). The sandwich and liquid-phase competitive ELISA (scELISA and lpcELISA), considered "in-house" assays, were performed according to previous works. The only statistical methodology that allows this study is the Bayesian approach, developed to replace the conventional Hui-Walter paradigm. For conditional independent Bayesian model (one population, two tests and no gold standard) the prior information for sensitivity and specificity of each test, mode, prevalence and transformed (á, â) were submitted to Bayesian inference. The "in-house" lpcELISA revealed 16 - out of 261 serum samples - negative results, whereas in scELISA all results were positive. The Bayesian approach showed that prior information was specified for all parameters; posterior medians were Se scELISA 89%, Sp scELISA 88%, Sp lpcELISA 95% Se lpcELISA 98%, and prevalence (pi) of 99%, without the use of gold standard analysis to measure specific anti-rabies antibodies. |
format |
Article in Journal/Newspaper |
author |
AHC Nogueira C Silva DE Gomes ACG Rosa MCR Luvizotto TC Cardoso |
author_facet |
AHC Nogueira C Silva DE Gomes ACG Rosa MCR Luvizotto TC Cardoso |
author_sort |
AHC Nogueira |
title |
A Bayesian approach to estimate the accuracy of "in-house" ELISA assay to measure rabies antibodies from compulsory vaccinated dogs and cattle |
title_short |
A Bayesian approach to estimate the accuracy of "in-house" ELISA assay to measure rabies antibodies from compulsory vaccinated dogs and cattle |
title_full |
A Bayesian approach to estimate the accuracy of "in-house" ELISA assay to measure rabies antibodies from compulsory vaccinated dogs and cattle |
title_fullStr |
A Bayesian approach to estimate the accuracy of "in-house" ELISA assay to measure rabies antibodies from compulsory vaccinated dogs and cattle |
title_full_unstemmed |
A Bayesian approach to estimate the accuracy of "in-house" ELISA assay to measure rabies antibodies from compulsory vaccinated dogs and cattle |
title_sort |
bayesian approach to estimate the accuracy of "in-house" elisa assay to measure rabies antibodies from compulsory vaccinated dogs and cattle |
publisher |
SciELO |
publishDate |
2009 |
url |
https://doi.org/10.1590/S1678-91992009000100012 https://doaj.org/article/d8c5bdba4e8a430cb70ed2e32065971d |
geographic |
Arctic |
geographic_facet |
Arctic |
genre |
Arctic |
genre_facet |
Arctic |
op_source |
Journal of Venomous Animals and Toxins including Tropical Diseases, Vol 15, Iss 1, Pp 136-145 (2009) |
op_relation |
http://www.scielo.br/scielo.php?script=sci_arttext&pid=S1678-91992009000100012 https://doaj.org/toc/1678-9199 doi:10.1590/S1678-91992009000100012 1678-9199 https://doaj.org/article/d8c5bdba4e8a430cb70ed2e32065971d |
op_doi |
https://doi.org/10.1590/S1678-91992009000100012 |
container_title |
Journal of Venomous Animals and Toxins including Tropical Diseases |
container_volume |
15 |
container_issue |
1 |
container_start_page |
136 |
op_container_end_page |
145 |
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1766343397289754624 |