Upload
john-blue
View
31
Download
1
Embed Size (px)
Citation preview
Investigation of land coverage and elevation as risk factors for
PRRS breaks
Andreia Arruda, DVM PhDUniversity of Minnesota
BackgroundCumulative PRRS incidence 2009-2017 (SHMP)
Background
Background
Background
Background
Objective
Investigate whether land elevation and coverage are associated with PRRS breaks
- Account for important factors of interest
- Use data from swine sites spread across the country
Methods
Data source: SHMP (n=706 sow herds), 2009-2016
Variables of interest: • Terrain elevation• Land coverage• Swine density• Geographical region• Herd size
MethodsDensity of swine sites participating in the SHMP
MethodsDensity of swine sites (FAO, modelled; 2005)
Elevation• The height of a terrain
– Absolute number – altitude (meters above sea level)– Relative number – slope, steepness as compared to
other features in the area
runrise
Slope = riserun
e.g. 20 𝑓𝑓𝑓𝑓100 𝑓𝑓𝑓𝑓
= 0.2 or 20%
86m
80m86m
1m = 3.3 ft
12345
SlopePublished 2007-02-16NASA Shuttle Radar Topographic Mission (SRTM), 2006USGS Geological Survey (GTOPO30), 2002
1- 2% (8%)2-5% (35%)5-8% (43%)8-16% (10%)16-30% (5%)30-45% (0)> 45% (0)
AltitudeThe CGIAR Consortium for Spatial InformationNASA Shuttle Radar Topographic Mission (SRTM), 2006USGS Geological Survey (GTOPO30), 2002
1: <185m (25%) 2: 185 - 316m (25%)3: 317 - 391m (25%)4: > 391m (25%)
Land Coverage Joint Research Centre (European Commission)Global Land Cover 2000 Project (GLC2000)
1: cultivated and managed areas (67%)2: shrubs/ herbaceous cover (e.g. pasture) & others (14%)3: tree cover, needle-leaved or mixed (9%)4: tree cover, deciduous broad-leaved (11%)
Methods
Outcome of interest: number of breaks
Statistical model: Multilevel mixed-effects Poisson regression
• Backwards stepwise approach• Random effect for production system• Statistical significance declared at P < 0.05
Results
• Mean 1.4 outbreaks per year per site• 40% farms never reported a break
Variable¶ IRR P-value
Density 1.46 <0.001*
N animals 1.30 0.001*
Land coverage Shrubs, herbaceous 0.70 0.04*
Needle-leaved trees 0.56 0.003*
Broad-leaved trees 0.42 0.009*
Slope 2-4% 1.01 0.95
5-8% 0.77 0.10
9-16% 0.44 0.001*
17-30% 0.18 0.006*
Region MN/IA 1.59 0.001*
NC 0.83 0.60
NE 0.70 0.06
Other 0.49 0.001*
OK 1.28 0.38
PA 0.58 0.36
Results
¶Refs- low density, low N animals, land coverage as cultivated/ managed areas, slope 1% or <, region IL
Results should be interpreted with
caution due to the cross-sectional
nature of the data
• Large number farms across many US regions
• Land inclination– Airborne transmission– Proxy for other factors
• Vegetative filters
Discussion
Take-home messages
- We investigated whether land elevation and coverage are associated with PRRS breaks.- “Highly inclined terrains” were associated with
fewer breaks- Presence of shrubs and trees were associated with
fewer breaks compared to cultivated areas
Acknowledgements
University of Minnesota, College of Veterinary MedicineB. Morrison, C. Vilalta, A. PerezSHICSHMPSwine veterinarians and producers that share data
Thank [email protected]