Extinction Dynamics of the Foot-and-Mouth Disease Virus Carrier State Under Natural Conditions
Foot-and-mouth disease (FMD) is one of the most economically important livestock diseases worldwide. Following the clinical phase of FMD, a large proportion of ruminants remain persistently infected for extended periods. Although extinction of this carrier state occurs continuously at the animal and...
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doaj-e2d17a2a8a2444cf9438b54838fd99b62020-11-25T02:18:26ZengFrontiers Media S.A.Frontiers in Veterinary Science2297-17692020-05-01710.3389/fvets.2020.00276532330Extinction Dynamics of the Foot-and-Mouth Disease Virus Carrier State Under Natural ConditionsMiranda R. Bertram0Miranda R. Bertram1Shankar Yadav2Shankar Yadav3Shankar Yadav4Carolina Stenfeldt5Amy Delgado6Jonathan Arzt7Foreign Animal Disease Research Unit, Plum Island Animal Disease Center, ARS, USDA, Orient Point, NY, United StatesOak Ridge Institute for Science and Education, PIADC Research Participation Program, Oak Ridge, TN, United StatesForeign Animal Disease Research Unit, Plum Island Animal Disease Center, ARS, USDA, Orient Point, NY, United StatesOak Ridge Institute for Science and Education, PIADC Research Participation Program, Oak Ridge, TN, United StatesMonitoring and Modeling, Center for Epidemiology and Animal Health, APHIS, USDA, Fort Collins, CO, United StatesDepartment of Diagnostic Medicine/Pathobiology, Kansas State University, Manhattan, KS, United StatesMonitoring and Modeling, Center for Epidemiology and Animal Health, APHIS, USDA, Fort Collins, CO, United StatesForeign Animal Disease Research Unit, Plum Island Animal Disease Center, ARS, USDA, Orient Point, NY, United StatesFoot-and-mouth disease (FMD) is one of the most economically important livestock diseases worldwide. Following the clinical phase of FMD, a large proportion of ruminants remain persistently infected for extended periods. Although extinction of this carrier state occurs continuously at the animal and population levels, studies vary widely in their estimates of the duration of persistent infection. There is a need for robust statistical models to capture the dynamics of persistent infection for the sake of guiding FMD control and trade policies. The goal of the current study was to develop and assess statistical models to describe the extinction of FMD virus (FMDV) persistent infection using data from primary longitudinal studies of naturally infected cattle and Asian buffalo in Vietnam and India. Specifically, accelerated failure time (AFT) models and generalized linear mixed models (GLMM) were developed to predict the probability of persistent infection in seropositive animals and identified carriers at the individual animal level at sequential time points after outbreaks. The primary studies were analyzed by country and combined using an individual-participant data meta-analysis approach. The models estimated similar trends in the duration of persistent infection for the study/species groups included in the analyses, however the significance of the trends differed between the models. The overall probabilities of persistent infection were similar as predicted by the AFT and GLMM models: 6 months: 99% (AFT) /80% (GLMM), 12 months: 51% (AFT) /32% (GLMM), 18 months: 6% (AFT) /5% (GLMM), 24 months: 0.8% (AFT) /0.6% (GLMM). These models utilizing diverse and robust data sets predict higher probabilities of persistence than previously published, suggesting greater endurance of carriers subsequent to an outbreak. This study demonstrates the utility of statistical models to investigate the dynamics of persistent infection and the importance of large datasets, which can be achieved by combining data from several smaller studies in meta-analyses. Results of this study enhance current knowledge of the FMDV carrier state and may inform policy decisions regarding FMDV persistent infection.https://www.frontiersin.org/article/10.3389/fvets.2020.00276/fullfoot-and-mouth diseaseFMDVpersistent infectionextinction dynamicsVietnamIndia |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Miranda R. Bertram Miranda R. Bertram Shankar Yadav Shankar Yadav Shankar Yadav Carolina Stenfeldt Amy Delgado Jonathan Arzt |
spellingShingle |
Miranda R. Bertram Miranda R. Bertram Shankar Yadav Shankar Yadav Shankar Yadav Carolina Stenfeldt Amy Delgado Jonathan Arzt Extinction Dynamics of the Foot-and-Mouth Disease Virus Carrier State Under Natural Conditions Frontiers in Veterinary Science foot-and-mouth disease FMDV persistent infection extinction dynamics Vietnam India |
author_facet |
Miranda R. Bertram Miranda R. Bertram Shankar Yadav Shankar Yadav Shankar Yadav Carolina Stenfeldt Amy Delgado Jonathan Arzt |
author_sort |
Miranda R. Bertram |
title |
Extinction Dynamics of the Foot-and-Mouth Disease Virus Carrier State Under Natural Conditions |
title_short |
Extinction Dynamics of the Foot-and-Mouth Disease Virus Carrier State Under Natural Conditions |
title_full |
Extinction Dynamics of the Foot-and-Mouth Disease Virus Carrier State Under Natural Conditions |
title_fullStr |
Extinction Dynamics of the Foot-and-Mouth Disease Virus Carrier State Under Natural Conditions |
title_full_unstemmed |
Extinction Dynamics of the Foot-and-Mouth Disease Virus Carrier State Under Natural Conditions |
title_sort |
extinction dynamics of the foot-and-mouth disease virus carrier state under natural conditions |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Veterinary Science |
issn |
2297-1769 |
publishDate |
2020-05-01 |
description |
Foot-and-mouth disease (FMD) is one of the most economically important livestock diseases worldwide. Following the clinical phase of FMD, a large proportion of ruminants remain persistently infected for extended periods. Although extinction of this carrier state occurs continuously at the animal and population levels, studies vary widely in their estimates of the duration of persistent infection. There is a need for robust statistical models to capture the dynamics of persistent infection for the sake of guiding FMD control and trade policies. The goal of the current study was to develop and assess statistical models to describe the extinction of FMD virus (FMDV) persistent infection using data from primary longitudinal studies of naturally infected cattle and Asian buffalo in Vietnam and India. Specifically, accelerated failure time (AFT) models and generalized linear mixed models (GLMM) were developed to predict the probability of persistent infection in seropositive animals and identified carriers at the individual animal level at sequential time points after outbreaks. The primary studies were analyzed by country and combined using an individual-participant data meta-analysis approach. The models estimated similar trends in the duration of persistent infection for the study/species groups included in the analyses, however the significance of the trends differed between the models. The overall probabilities of persistent infection were similar as predicted by the AFT and GLMM models: 6 months: 99% (AFT) /80% (GLMM), 12 months: 51% (AFT) /32% (GLMM), 18 months: 6% (AFT) /5% (GLMM), 24 months: 0.8% (AFT) /0.6% (GLMM). These models utilizing diverse and robust data sets predict higher probabilities of persistence than previously published, suggesting greater endurance of carriers subsequent to an outbreak. This study demonstrates the utility of statistical models to investigate the dynamics of persistent infection and the importance of large datasets, which can be achieved by combining data from several smaller studies in meta-analyses. Results of this study enhance current knowledge of the FMDV carrier state and may inform policy decisions regarding FMDV persistent infection. |
topic |
foot-and-mouth disease FMDV persistent infection extinction dynamics Vietnam India |
url |
https://www.frontiersin.org/article/10.3389/fvets.2020.00276/full |
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