Literature DB >> 27866492

Predictive modelling of Ross River virus notifications in southeastern Australia.

Z Cutcher1, E Williamson1, S E Lynch2, S Rowe3, H J Clothier1, S M Firestone4.   

Abstract

Ross River virus (RRV) is a mosquito-borne virus endemic to Australia. The disease, marked by arthritis, myalgia and rash, has a complex epidemiology involving several mosquito species and wildlife reservoirs. Outbreak years coincide with climatic conditions conducive to mosquito population growth. We developed regression models for human RRV notifications in the Mildura Local Government Area, Victoria, Australia with the objective of increasing understanding of the relationships in this complex system, providing trigger points for intervention and developing a forecast model. Surveillance, climatic, environmental and entomological data for the period July 2000-June 2011 were used for model training then forecasts were validated for July 2011-June 2015. Rainfall and vapour pressure were the key factors for forecasting RRV notifications. Validation of models showed they predicted RRV counts with an accuracy of 81%. Two major RRV mosquito vectors (Culex annulirostris and Aedes camptorhynchus) were important in the final estimation model at proximal lags. The findings of this analysis advance understanding of the drivers of RRV in temperate climatic zones and the models will inform public health agencies of periods of increased risk.

Entities:  

Keywords:  Arboviruses; modelling; notifiable infectious diseases; surveillance

Mesh:

Year:  2016        PMID: 27866492      PMCID: PMC9507680          DOI: 10.1017/S0950268816002594

Source DB:  PubMed          Journal:  Epidemiol Infect        ISSN: 0950-2688            Impact factor:   4.434


  18 in total

Review 1.  Risk prediction models: I. Development, internal validation, and assessing the incremental value of a new (bio)marker.

Authors:  Karel G M Moons; Andre Pascal Kengne; Mark Woodward; Patrick Royston; Yvonne Vergouwe; Douglas G Altman; Diederick E Grobbee
Journal:  Heart       Date:  2012-03-07       Impact factor: 5.994

2.  Australia's notifiable diseases status, 2004, annual report of the National Notifiable Diseases Surveillance System.

Authors:  Keflemariam Yohannes; Paul W Roche; April Roberts; Conan Liu; Simon M Firestone; Mark Bartlett; Iain East; Brynley P Hull; Martyn D Kirk; Glenda L Lawrence; Ann McDonald; Peter B McIntyre; Robert I Menzies; Helen E Quinn; Claire Vadjic
Journal:  Commun Dis Intell Q Rep       Date:  2006

3.  Early warning of Ross River virus epidemics: combining surveillance data on climate and mosquitoes.

Authors:  Rosalie E Woodruff; Charles S Guest; Michael G Garner; Niels Becker; Michael Lindsay
Journal:  Epidemiology       Date:  2006-09       Impact factor: 4.822

4.  Environmental predictors of Ross River virus disease outbreaks in Queensland, Australia.

Authors:  Michelle L Gatton; Brian H Kay; Peter A Ryan
Journal:  Am J Trop Med Hyg       Date:  2005-06       Impact factor: 2.345

Review 5.  Ross River virus: ecology and distribution.

Authors:  Richard C Russell
Journal:  Annu Rev Entomol       Date:  2002       Impact factor: 19.686

6.  A method for predicting Murray Valley encephalitis in southeast Australia using the Southern Oscillation.

Authors:  N Nicholls
Journal:  Aust J Exp Biol Med Sci       Date:  1986-12

Review 7.  Ross River virus transmission, infection, and disease: a cross-disciplinary review.

Authors:  D Harley; A Sleigh; S Ritchie
Journal:  Clin Microbiol Rev       Date:  2001-10       Impact factor: 26.132

8.  Disease suspected to be caused by Ross River virus infection of horses.

Authors:  C M El-Hage; M J McCluskey; J K Azuolas
Journal:  Aust Vet J       Date:  2008-09       Impact factor: 1.281

Review 9.  Ross River virus and Barmah Forest virus infections: a review of history, ecology, and predictive models, with implications for tropical northern Australia.

Authors:  Susan P Jacups; Peter I Whelan; Bart J Currie
Journal:  Vector Borne Zoonotic Dis       Date:  2008-04       Impact factor: 2.133

10.  Ross River virus infection on the North Coast of New South Wales.

Authors:  V J Westley-Wise; J R Beard; T J Sladden; T M Dunn; J Simpson
Journal:  Aust N Z J Public Health       Date:  1996-02       Impact factor: 2.939

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  2 in total

1.  Quantitative PCR assay for the detection of Aedes vigilax in mosquito trap collections containing large numbers of morphologically similar species and phylogenetic analysis of specimens collected in Victoria, Australia.

Authors:  Peter T Mee; Shani Wong; Karen Brown; Stacey E Lynch
Journal:  Parasit Vectors       Date:  2021-08-28       Impact factor: 3.876

2.  Optimising predictive modelling of Ross River virus using meteorological variables.

Authors:  Iain S Koolhof; Simon M Firestone; Silvana Bettiol; Michael Charleston; Katherine B Gibney; Peter J Neville; Andrew Jardine; Scott Carver
Journal:  PLoS Negl Trop Dis       Date:  2021-03-09
  2 in total

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