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      Unique duck rearing practice in irrigated rice paddy fields driving recurrent H5N1 avian influenza outbreaks in two districts of Kerala, India

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          Abstract

          Highly pathogenic avian influenza (HPAI) outbreaks have repeatedly occurred in two districts of Kerala state, India, over the last few years. The outbreaks in the wetland areas coincided with the arrival of migratory birds. At the time, the factors responsible for local transmission in ducks were not known. This study aimed to identify the socio-economic factors responsible for spatial variation in the occurrence of HPAI outbreaks in the two districts using Bayesian network modelling (BNM) and Stochastic Partial Differential Equation (SPDE) model. Further, information was collected on the duck rearing practices in rice paddy fields to identify the risk factors for local – spread of the outbreaks. We found that the SPDE model without covariates explained variation in occurrence of outbreaks. The number of rice paddy fields used by the duck farmers was identified as risk factor. We concluded based on BNM and SPDE that the infected migratory birds were the source of infection for the first few duck farms in the wetland areas and subsequent transmission was driven by shifting of ducks from one rice paddy field to other fields. There is a probability of persistent and recurrent infections in the ducks and possible spill over to humans. Hence, it is important to have surveillance in ducks to prevent recurrent outbreaks in the region.

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                Author and article information

                Contributors
                Role: ConceptualizationRole: Formal analysisRole: InvestigationRole: MethodologyRole: SoftwareRole: ValidationRole: VisualizationRole: Writing – original draftRole: Writing – review & editing
                Role: SupervisionRole: VisualizationRole: Writing – review & editing
                Role: InvestigationRole: Writing – review & editing
                Role: InvestigationRole: Writing – review & editing
                Role: InvestigationRole: Writing – review & editing
                Role: InvestigationRole: Writing – review & editing
                Role: InvestigationRole: Writing – review & editing
                Role: Writing – review & editing
                Role: Writing – review & editing
                Role: Writing – review & editing
                Role: Funding acquisitionRole: SupervisionRole: Writing – review & editing
                Role: ConceptualizationRole: InvestigationRole: Writing – review & editing
                Journal
                Epidemiol Infect
                Epidemiol Infect
                HYG
                Epidemiology and Infection
                Cambridge University Press (Cambridge, UK )
                0950-2688
                1469-4409
                2025
                07 January 2025
                : 153
                : e17
                Affiliations
                [ 1 ] ICAR-National Institute of Veterinary Epidemiology and Disease Informatics (NIVEDI) , Bengaluru-560119, Karnataka, India
                [ 2 ]Department of Animal Husbandry and Dairying, Ministry of Fisheries, Animal Husbandry and Dairying , New Delhi, India
                [ 3 ]Kerala State Animal Husbandry Department, Government of Kerala , Thiruvananthapuram-695033, Kerala, India
                [ 4 ]ICAR- Krishi Vigyan Kendra, ICAR RC for NEH Region , Hailakhandi-788155, Assam, India
                [ 5 ] ICAR-National Institute of High Security Animal Diseases , Bhopal-462022, Madhya Pradesh, India
                Author notes
                Corresponding author: Mohammed Mudassar Chanda; Email: chandamudassar@ 123456gmail.com
                Author information
                https://orcid.org/0000-0002-5727-8658
                Article
                S0950268824001882
                10.1017/S0950268824001882
                11748019
                39764636
                6e0b54a6-4667-4591-94ce-8d27ce6eb8db
                © The Author(s) 2025

                This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence ( http://creativecommons.org/licenses/by/4.0), which permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited.

                History
                : 12 May 2024
                : 14 November 2024
                : 17 November 2024
                Page count
                Figures: 7, Tables: 5, References: 52, Pages: 11
                Categories
                Original Paper

                Public health
                recurrent hpai outbreaks,kerala,duck rearing,rice irrigated areas,wetlands,risk factors,bayesian network modeling,spde models

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