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Investigation of land coverage and elevation as risk factors for PRRS breaks Andreia Arruda, DVM PhD University of Minnesota

Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

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Page 1: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

Investigation of land coverage and elevation as risk factors for

PRRS breaks

Andreia Arruda, DVM PhDUniversity of Minnesota

Page 2: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

BackgroundCumulative PRRS incidence 2009-2017 (SHMP)

Page 3: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

Background

Page 4: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

Background

Page 5: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

Background

Page 6: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

Background

Page 7: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

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

Page 8: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

Methods

Data source: SHMP (n=706 sow herds), 2009-2016

Variables of interest: • Terrain elevation• Land coverage• Swine density• Geographical region• Herd size

Page 9: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

MethodsDensity of swine sites participating in the SHMP

Page 10: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

MethodsDensity of swine sites (FAO, modelled; 2005)

Page 11: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

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

Page 12: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

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)

Page 13: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

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%)

Page 14: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

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%)

Page 15: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

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

Page 16: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

Results

• Mean 1.4 outbreaks per year per site• 40% farms never reported a break

Page 17: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

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

Page 18: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

• Large number farms across many US regions

• Land inclination– Airborne transmission– Proxy for other factors

• Vegetative filters

Discussion

Page 19: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

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

Page 20: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks
Page 21: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

Acknowledgements

University of Minnesota, College of Veterinary MedicineB. Morrison, C. Vilalta, A. PerezSHICSHMPSwine veterinarians and producers that share data

Page 22: Dr. Andreia Arruda - Investigation of Land Coverage and Elevation as Risk Factors for PRRS Breaks

Thank [email protected]