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Animal movement and associated infectious disease risk in a metapopulation.

Daniella J DekelaitaClinton W EppsDavid W GermanJenny G PowersBen J GonzalesRegina K Abella-VuNeal W DarbyDebra L HughsonKelley M Stewart
Published in: Royal Society open science (2023)
Animal movements among habitat patches or populations are important for maintaining long-term genetic and demographic viability, but connectivity may also facilitate disease spread and persistence. Understanding factors that influence animal movements is critical to understanding potential transmission risk and persistence of communicable disease in spatially structured systems. We evaluated effects of sex, age and Mycoplasma ovipneumoniae infection status at capture on intermountain movements and seasonal movement rates observed in desert bighorn sheep ( Ovis canadensis nelsoni ) using global positioning system collar data from 135 individuals (27 males, 108 females) in 14 populations between 2013 and 2018, following a pneumonia outbreak linked to the pathogen M. ovipneumoniae in the Mojave Desert, California, USA. Based on logistic regression analysis, intermountain movements were influenced by sex, age and most notably, infection status at capture: males, older animals and uninfected individuals were most likely to make such movements. Based on multiple linear regression analysis, females that tested positive for M. ovipneumoniae at capture also had lower mean daily movement rates that were further influenced by season. Our study provides empirical evidence of a pathogenic infection decreasing an individual's future mobility, presumably limiting that pathogen's ability to spread, and ultimately influencing transmission risk within a spatially structured system.
Keyphrases
  • infectious diseases
  • physical activity
  • candida albicans
  • electronic health record
  • machine learning
  • genome wide
  • intensive care unit
  • dna methylation
  • current status
  • big data
  • data analysis
  • deep learning