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Monitoring of Respiratory Disease Patterns in a Multimicrobially Infected Pig Population Using Artificial Intelligence and Aggregate Samples.
- Source :
-
Viruses [Viruses] 2024 Oct 06; Vol. 16 (10). Date of Electronic Publication: 2024 Oct 06. - Publication Year :
- 2024
-
Abstract
- A 24/7 AI sound-based coughing monitoring system was applied in combination with oral fluids (OFs) and bioaerosol (AS)-based screening for respiratory pathogens in a conventional pig nursery. The objective was to assess the additional value of the AI to identify disease patterns in association with molecular diagnostics to gain information on the etiology of respiratory distress in a multimicrobially infected pig population. Respiratory distress was measured 24/7 by the AI and compared to human observations. Screening for swine influenza A virus (swIAV), porcine reproductive and respiratory disease virus (PRRSV), Mycoplasma (M.) hyopneumoniae , Actinobacillus (A.) pleuropneumoniae , and porcine circovirus 2 (PCV2) was conducted using qPCR. Except for M. hyopneumoniae , all of the investigated pathogens were detected within the study period. High swIAV-RNA loads in OFs and AS were significantly associated with a decrease in respiratory health, expressed by a respiratory health score calculated by the AI The odds of detecting PRRSV or A. pleuropneumoniae were significantly higher for OFs compared to AS. qPCR examinations of OFs revealed significantly lower Ct-values for swIAV and A. pleuropneumoniae compared to AS. In addition to acting as an early warning system, AI gained respiratory health data combined with laboratory diagnostics, can indicate the etiology of respiratory distress.
- Subjects :
- Animals
Swine
Porcine Reproductive and Respiratory Syndrome virology
Porcine Reproductive and Respiratory Syndrome diagnosis
Mycoplasma hyopneumoniae genetics
Mycoplasma hyopneumoniae isolation & purification
Coinfection virology
Influenza A virus genetics
Influenza A virus isolation & purification
Circovirus genetics
Circovirus isolation & purification
Respiratory Tract Infections virology
Respiratory Tract Infections veterinary
Respiratory Tract Infections diagnosis
Respiratory Tract Infections microbiology
Orthomyxoviridae Infections virology
Orthomyxoviridae Infections veterinary
Orthomyxoviridae Infections diagnosis
Actinobacillus pleuropneumoniae genetics
Actinobacillus pleuropneumoniae isolation & purification
Swine Diseases virology
Swine Diseases diagnosis
Swine Diseases microbiology
Artificial Intelligence
Porcine respiratory and reproductive syndrome virus genetics
Porcine respiratory and reproductive syndrome virus isolation & purification
Subjects
Details
- Language :
- English
- ISSN :
- 1999-4915
- Volume :
- 16
- Issue :
- 10
- Database :
- MEDLINE
- Journal :
- Viruses
- Publication Type :
- Academic Journal
- Accession number :
- 39459909
- Full Text :
- https://doi.org/10.3390/v16101575