title: Early warning of West Nile virus mosquito vector: climate and land use models successfully explain phenology and abundance of Culex pipiens mosquitoes in north-western Italy.
abstract: BACKGROUND
  West Nile Virus (WNV) is an emerging global health threat. Transmission risk is strongly related to the abundance of mosquito vectors, typically Culex pipiens in Europe. Early-warning predictors of mosquito population dynamics would therefore help guide entomological surveillance and thereby facilitate early warnings of transmission risk.
  
  
  METHODS
  We analysed an 11-year time series (2001 to 2011) of Cx. pipiens mosquito captures from the Piedmont region of north-western Italy to determine the principal drivers of mosquito population dynamics. Linear mixed models were implemented to examine the relationship between Cx. pipiens population dynamics and environmental predictors including temperature, precipitation, Normalized Difference Water Index (NDWI) and the proximity of mosquito traps to urban areas and rice fields.
  
  
  RESULTS
  Warm temperatures early in the year were associated with an earlier start to the mosquito season and increased season length, and later in the year, with decreased abundance. Early precipitation delayed the start and shortened the length of the mosquito season, but increased total abundance. Conversely, precipitation later in the year was associated with a longer season. Finally, higher NDWI early in the year was associated with an earlier start to the season and increased season length, but was not associated with abundance. Proximity to rice fields predicted higher total abundance when included in some models, but was not a significant predictor of phenology. Proximity to urban areas was not a significant predictor in any of our models. Predicted variations in start of the season and season length ranged from one to three weeks, across the measured range of variables. Predicted mosquito abundance was highly variable, with numbers in excess of 1000 per trap per year when late season temperatures were low (average 21°C) to only 150 when late season temperatures were high (average 30°C).
  
  
  CONCLUSIONS
  Climate data collected early in the year, in conjunction with local land use, can be used to provide early warning of both the timing and magnitude of mosquito outbreaks. This potentially allows targeted mosquito control measures to be implemented, with implications for prevention and control of West Nile Virus and other mosquito borne diseases.
authors.affiliation: Dipartimento di Biodiversità ed Ecologia Molecolare, Centro Ricerca e Innovazione, Fondazione Edmund Mach, San Michele all'Adige, TN, Italia. roberto.rosa@fmach.it.
authors.forename: Roberto
authors.initials: R
authors.lastname: Rosà
authors.forename: Giovanni
authors.initials: G
authors.lastname: Marini
authors.forename: Luca
authors.initials: L
authors.lastname: Bolzoni
authors.forename: Markus
authors.initials: M
authors.lastname: Neteler
authors.forename: Markus
authors.initials: M
authors.lastname: Metz
authors.forename: Luca
authors.initials: L
authors.lastname: Delucchi
authors.forename: Elizabeth A
authors.initials: EA
authors.lastname: Chadwick
authors.forename: Luca
authors.initials: L
authors.lastname: Balbo
authors.forename: Andrea
authors.initials: A
authors.lastname: Mosca
authors.forename: Mario
authors.initials: M
authors.lastname: Giacobini
authors.forename: Luigi
authors.initials: L
authors.lastname: Bertolotti
authors.forename: Annapaola
authors.initials: A
authors.lastname: Rizzoli
mesh_terms: D000383:Agriculture; D000818:Animals; D002980:Climate; D003465:Culex / Q000502:physiology* / Q000821:virology*; D006801:Humans; D007303:Insect Vectors / Q000502:physiology*; D007558:Italy; D011156:Population Density; D012621:Seasons; D013696:Temperature; D013997:Time Factors; D014902:West Nile virus / Q000502:physiology*