Predicting the potential environmental suitability for Theileria orientalis transmission in New Zealand cattle using maximum entropy niche modelling.
The tick-borne haemoparasite Theileria orientalis is the most important infectious cause of anaemia in New Zealand cattle. Since 2012 a previously unrecorded type, T. orientalis type 2 (Ikeda), has been associated with disease outbreaks of anaemia, lethargy, jaundice and deaths on over 1000 New Zealand cattle farms, with most of the affected farms found in the upper North Island. The aim of this study was to model the relative environmental suitability for T. orientalis transmission throughout New Zealand, to predict the proportion of cattle farms potentially suitable for active T. orientalis infection by region, island and the whole of New Zealand and to estimate the average relative environmental suitability per farm by region, island and the whole of New Zealand. The relative environmental suitability for T. orientalis transmission was estimated using the Maxent (maximum entropy) modelling program. The Maxent model predicted that 99% of North Island cattle farms (n=36,257), 64% South Island cattle farms (n=15,542) and 89% of New Zealand cattle farms overall (n=51,799) could potentially be suitable for T. orientalis transmission. The average relative environmental suitability of T. orientalis transmission at the farm level was 0.34 in the North Island, 0.02 in the South Island and 0.24 overall. The study showed that the potential spatial distribution of T. orientalis environmental suitability was much greater than presumed in the early part of the Theileria associated bovine anaemia (TABA) epidemic. Maximum entropy offers a computer efficient method of modelling the probability of habitat suitability for an arthropod vectored disease. This model could help estimate the boundaries of the endemically stable and endemically unstable areas for T. orientalis transmission within New Zealand and be of considerable value in informing practitioner and farmer biosecurity decisions in these respective areas.
Massey University, Palmerston North, New Zealand. Electronic address: K.Lawrence@massey.ac.nz.
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KE
Lawrence
Massey University, Palmerston North, New Zealand. Electronic address: S.R.Summers@massey.ac.nz.
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SR
Summers
Agresearch Ltd., c/o Hopkirk Research Institute, Private Bag 11008, Palmerston North 4442, New Zealand. Electronic address: acgandmm.heath@actrix.co.nz.
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Heath
Ministry for Primary Industries, PO Box 40742, Upper Hutt 5018, New Zealand. Electronic address: Andrew.McFadden@mpi.govt.nz.
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AMJ
McFadden
Ministry for Primary Industries, PO Box 40742, Upper Hutt 5018, New Zealand. Electronic address: David.Pulford@mpi.govt.nz.
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Pulford
Massey University, Palmerston North, New Zealand. Electronic address: W.Pomroy@massey.ac.nz.
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Pomroy
D000818:Animals; D002417:Cattle; D002418:Cattle Diseases / Q000453:epidemiology* / Q000635:transmission*; D019277:Entropy; D004777:Environment; D008954:Models, Biological; D009520:New Zealand; D016794:Theileria / Q000502:physiology; D013801:Theileriasis / Q000453:epidemiology* / Q000635:transmission*
Cattle; Environmental niche modelling; Haemaphysalis longicornis; Ikeda; Maxent; Theileria orientalis; Theileria-associated bovine anaemia; Tick