title: Prediction of Peromyscus maniculatus (deer mouse) population dynamics in Montana, USA, using satellite-driven vegetation productivity and weather data.
abstract: Deer mice (Peromyscus maniculatus) are the main reservoir host for Sin Nombre virus, the primary etiologic agent of hantavirus pulmonary syndrome in North America. Sequential changes in weather and plant productivity (trophic cascades) have been noted as likely catalysts of deer mouse population irruptions, and monitoring and modeling of these phenomena may allow for development of early-warning systems for disease risk. Relationships among weather variables, satellite-derived vegetation productivity, and deer mouse populations were examined for a grassland site east of the Continental Divide and a sage-steppe site west of the Continental Divide in Montana, USA. We acquired monthly deer mouse population data for mid-1994 through 2007 from long-term study sites maintained for monitoring changes in hantavirus reservoir populations, and we compared these with monthly bioclimatology data from the same period and gross primary productivity data from the Moderate Resolution Imaging Spectroradiometer sensor for 2000-06. We used the Random Forests statistical learning technique to fit a series of predictive models based on temperature, precipitation, and vegetation productivity variables. Although we attempted several iterations of models, including incorporating lag effects and classifying rodent density by seasonal thresholds, our results showed no ability to predict rodent populations using vegetation productivity or weather data. We concluded that trophic cascade connections to rodent population levels may be weaker than originally supposed, may be specific to only certain climatic regions, or may not be detectable using remotely sensed vegetation productivity measures, although weather patterns and vegetation dynamics were positively correlated.
authors.affiliation: US Forest Service, Rocky Mountain Research Station Fire Sciences Laboratory, 5775 West US Hwy 10, Missoula, Montana 59808, USA. raloehman@fs.fed.us
authors.forename: Rachel A
authors.initials: RA
authors.lastname: Loehman
authors.forename: Joran
authors.initials: J
authors.lastname: Elias
authors.forename: Richard J
authors.initials: RJ
authors.lastname: Douglass
authors.forename: Amy J
authors.initials: AJ
authors.lastname: Kuenzi
authors.forename: James N
authors.initials: JN
authors.lastname: Mills
authors.forename: Kent
authors.initials: K
authors.lastname: Wagoner
mesh_terms: D000818:Animals; D004197:Disease Reservoirs / Q000662:veterinary* / Q000821:virology; D005260:Female; D008297:Male; D008954:Models, Biological; D009009:Montana; D010542:Peromyscus / Q000254:growth & development / Q000821:virology; D010944:Plants; D011156:Population Density; D011157:Population Dynamics; D011158:Population Growth; D011159:Population Surveillance; D011237:Predictive Value of Tests; D017215:Satellite Communications; D012621:Seasons; D029261:Sin Nombre virus / Q000254:growth & development / Q000472:pathogenicity; D014197:Trees; D014887:Weather