Bayesian estimation of diagnostic sensitivity and specificity of a qPCR and a bacteriological culture method for Piscirickettsia salmonis in farmed Atlantic salmon ( Salmo salar L.) in Chile

Abstract Early detection of piscirickettsiosis is an important purpose of government‐ and industry‐based surveillance for the disease in Atlantic salmon farms in Chile. Real‐time qPCRs are currently used for surveillance because bacterial isolation is inadequately sensitive or rapid enough for routi...

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Published in:Journal of Fish Diseases
Main Authors: Laurin, Emilie, Gardner, Ian A., Peña, Andrea, Rozas‐Serri, Marco, Gayosa, Jorge, Neumann Heise, Joaquin, Mardones, Fernando O.
Other Authors: SalmonChile and Sernapesca, Canada Excellence Research Chair in Aquatic Epidemiology, University of Prince Edward Island
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2020
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Online Access:http://dx.doi.org/10.1111/jfd.13226
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spelling crwiley:10.1111/jfd.13226 2024-06-09T07:44:47+00:00 Bayesian estimation of diagnostic sensitivity and specificity of a qPCR and a bacteriological culture method for Piscirickettsia salmonis in farmed Atlantic salmon ( Salmo salar L.) in Chile Laurin, Emilie Gardner, Ian A. Peña, Andrea Rozas‐Serri, Marco Gayosa, Jorge Neumann Heise, Joaquin Mardones, Fernando O. SalmonChile and Sernapesca Canada Excellence Research Chair in Aquatic Epidemiology, University of Prince Edward Island 2020 http://dx.doi.org/10.1111/jfd.13226 https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1111%2Fjfd.13226 https://onlinelibrary.wiley.com/doi/pdf/10.1111/jfd.13226 https://onlinelibrary.wiley.com/doi/full-xml/10.1111/jfd.13226 en eng Wiley http://onlinelibrary.wiley.com/termsAndConditions#vor Journal of Fish Diseases volume 43, issue 10, page 1167-1175 ISSN 0140-7775 1365-2761 journal-article 2020 crwiley https://doi.org/10.1111/jfd.13226 2024-05-16T14:27:54Z Abstract Early detection of piscirickettsiosis is an important purpose of government‐ and industry‐based surveillance for the disease in Atlantic salmon farms in Chile. Real‐time qPCRs are currently used for surveillance because bacterial isolation is inadequately sensitive or rapid enough for routine use. Since no perfect tests exist, we used Bayesian latent class models to estimate diagnostic sensitivity ( DSe ) and specificity ( DSp ) of qPCR and culture using separate two‐test, single‐population models for three farms ( n = 148, 151, 44). Informative priors were used for DSp (culture (beta(999,1); qPCR (beta(98,2)), and flat priors (beta 1,1) for DSe and prevalence. Models were run for liver and kidney tissues combined and separately, based on the presence of selected gross‐pathological signs. Across all models, qPCR DSe was 5‐ to 30‐fold greater than for culture. Combined‐tissue qPCR median DSe was highest in Farm 3 (sampled during P. salmonis outbreak ( DSe = 97.6%)) versus Farm 1 ( DSe = 85.6%) or Farm 2 ( DSe = 83.5%), both sampled before clinical disease. Median DSe of qPCR was similar for liver and kidney, but higher when gross‐pathological signs were evident at necropsy. High DSe and DSp and rapid turnaround‐time indicate that the qPCR is fit for surveillance programmes and diagnosis during an outbreak. Targeted testing of salmon with gross‐pathological signs can enhance DSe . Article in Journal/Newspaper Atlantic salmon Salmo salar Wiley Online Library Journal of Fish Diseases 43 10 1167 1175
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract Early detection of piscirickettsiosis is an important purpose of government‐ and industry‐based surveillance for the disease in Atlantic salmon farms in Chile. Real‐time qPCRs are currently used for surveillance because bacterial isolation is inadequately sensitive or rapid enough for routine use. Since no perfect tests exist, we used Bayesian latent class models to estimate diagnostic sensitivity ( DSe ) and specificity ( DSp ) of qPCR and culture using separate two‐test, single‐population models for three farms ( n = 148, 151, 44). Informative priors were used for DSp (culture (beta(999,1); qPCR (beta(98,2)), and flat priors (beta 1,1) for DSe and prevalence. Models were run for liver and kidney tissues combined and separately, based on the presence of selected gross‐pathological signs. Across all models, qPCR DSe was 5‐ to 30‐fold greater than for culture. Combined‐tissue qPCR median DSe was highest in Farm 3 (sampled during P. salmonis outbreak ( DSe = 97.6%)) versus Farm 1 ( DSe = 85.6%) or Farm 2 ( DSe = 83.5%), both sampled before clinical disease. Median DSe of qPCR was similar for liver and kidney, but higher when gross‐pathological signs were evident at necropsy. High DSe and DSp and rapid turnaround‐time indicate that the qPCR is fit for surveillance programmes and diagnosis during an outbreak. Targeted testing of salmon with gross‐pathological signs can enhance DSe .
author2 SalmonChile and Sernapesca
Canada Excellence Research Chair in Aquatic Epidemiology, University of Prince Edward Island
format Article in Journal/Newspaper
author Laurin, Emilie
Gardner, Ian A.
Peña, Andrea
Rozas‐Serri, Marco
Gayosa, Jorge
Neumann Heise, Joaquin
Mardones, Fernando O.
spellingShingle Laurin, Emilie
Gardner, Ian A.
Peña, Andrea
Rozas‐Serri, Marco
Gayosa, Jorge
Neumann Heise, Joaquin
Mardones, Fernando O.
Bayesian estimation of diagnostic sensitivity and specificity of a qPCR and a bacteriological culture method for Piscirickettsia salmonis in farmed Atlantic salmon ( Salmo salar L.) in Chile
author_facet Laurin, Emilie
Gardner, Ian A.
Peña, Andrea
Rozas‐Serri, Marco
Gayosa, Jorge
Neumann Heise, Joaquin
Mardones, Fernando O.
author_sort Laurin, Emilie
title Bayesian estimation of diagnostic sensitivity and specificity of a qPCR and a bacteriological culture method for Piscirickettsia salmonis in farmed Atlantic salmon ( Salmo salar L.) in Chile
title_short Bayesian estimation of diagnostic sensitivity and specificity of a qPCR and a bacteriological culture method for Piscirickettsia salmonis in farmed Atlantic salmon ( Salmo salar L.) in Chile
title_full Bayesian estimation of diagnostic sensitivity and specificity of a qPCR and a bacteriological culture method for Piscirickettsia salmonis in farmed Atlantic salmon ( Salmo salar L.) in Chile
title_fullStr Bayesian estimation of diagnostic sensitivity and specificity of a qPCR and a bacteriological culture method for Piscirickettsia salmonis in farmed Atlantic salmon ( Salmo salar L.) in Chile
title_full_unstemmed Bayesian estimation of diagnostic sensitivity and specificity of a qPCR and a bacteriological culture method for Piscirickettsia salmonis in farmed Atlantic salmon ( Salmo salar L.) in Chile
title_sort bayesian estimation of diagnostic sensitivity and specificity of a qpcr and a bacteriological culture method for piscirickettsia salmonis in farmed atlantic salmon ( salmo salar l.) in chile
publisher Wiley
publishDate 2020
url http://dx.doi.org/10.1111/jfd.13226
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genre Atlantic salmon
Salmo salar
genre_facet Atlantic salmon
Salmo salar
op_source Journal of Fish Diseases
volume 43, issue 10, page 1167-1175
ISSN 0140-7775 1365-2761
op_rights http://onlinelibrary.wiley.com/termsAndConditions#vor
op_doi https://doi.org/10.1111/jfd.13226
container_title Journal of Fish Diseases
container_volume 43
container_issue 10
container_start_page 1167
op_container_end_page 1175
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