From Environmental Predictors to Suitability Mapping: Integrating Factor Analysis and Multivariable Logistic Regression Modelling of Herd-Level Seropositivity for Neospora caninum, Toxoplasma gondii, and Coxiella burnetii in Greek Dairy Cattle Herds

Associations between environmental and demographic predictors and herd-level seropositivity for Neospora caninum, Toxoplasma gondii, and Coxiella burnetii were evaluated using ELISA results from 737 cattle in 42 Greek dairy herds (2018–2019). At the individual level, apparent seropositivity was 24.56% (95% CI: 11.53–37.58) for N. caninum, 15.74% (95% CI: 7.69–23.79) for T. gondii, and 21.17% (95% CI: 14.38–27.95) for C. burnetii. Herd-level seropositivity was 64.29% (95% CI: 49.17–77.01) for N. caninum, 50.00% (95% CI: 35.53–64.47) for T. gondii, and 57.14% (95% CI: 42.21–70.88) for C. burnetii. Factor analyses were used to summarize correlated environmental predictors. Factor scores and additional variables were evaluated in pathogen-specific multivariable logistic models. A temperature-related factor was negatively associated with N. caninum seropositivity (OR = 0.21, 95% CI: 0.07; 0.67, p = 0.008) but positively with T. gondii seropositivity (OR = 170.2; 95% CI: 5.74–5042.8, p = 0.003). A vegetation-related factor was positively associated with seropositivity for T. gondii (OR = 6.25; 95% CI: 1.63–23.97, p = 0.008) and C. burnetii (OR = 3.23; 95% CI: 1.18–8.82, p = 0.022). Elevation was positively associated with T. gondii seropositivity (OR = 1.015; 95% CI: 1.0016–1.029, p = 0.029). A precipitation-related factor was negatively associated with C. burnetii seropositivity (OR = 0.34; 95% CI: 0.13–0.87, p = 0.024). Tetrachoric correlations were −0.786 for N. caninum–T. gondii, −0.688 for N. caninum–C. burnetii, and 0.880 for T. gondii–C. burnetii. Pathogen-specific suitability areas and areas requiring extrapolation were mapped; prevalence and disease risk were not estimated.

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Journal
Veterinary Sciences
Published
2026-11-06
DOI
https://doi.org/10.3390/vetsci13111202
Primary Topic
Toxoplasma gondii Research Studies
Type
article
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article

From Environmental Predictors to Suitability Mapping: Integrating Factor Analysis and Multivariable Logistic Regression Modelling of Herd-Level Seropositivity for Neospora caninum, Toxoplasma gondii, and Coxiella burnetii in Greek Dairy Cattle Herds

Vassilis Skampardonis, Charalambos Billinis, Dimitris C. Chatzopoulos, Zoi Athanasakopoulou et al.
2 links
Veterinary Sciences
Toxoplasma gondii Research Studies
article

From Environmental Predictors to Suitability Mapping: Integrating Factor Analysis and Multivariable Logistic Regression Modelling of Herd-Level Seropositivity for Neospora caninum, Toxoplasma gondii, and Coxiella burnetii in Greek Dairy Cattle Herds

Vassilis Skampardonis, Charalambos Billinis, Dimitris C. Chatzopoulos, Zoi Athanasakopoulou, Ioannis Nanas, Georgios S. Amiridis, Alexios Giannakopoulos, Antonia Touloudi, Marina Sofia, Vassiliki Spyrou, Evangelos Theodosiadis
article en

Abstract

Associations between environmental and demographic predictors and herd-level seropositivity for Neospora caninum, Toxoplasma gondii, and Coxiella burnetii were evaluated using ELISA results from 737 cattle in 42 Greek dairy herds (2018–2019). At the individual level, apparent seropositivity was 24.56% (95% CI: 11.53–37.58) for N. caninum, 15.74% (95% CI: 7.69–23.79) for T. gondii, and 21.17% (95% CI: 14.38–27.95) for C. burnetii. Herd-level seropositivity was 64.29% (95% CI: 49.17–77.01) for N. caninum, 50.00% (95% CI: 35.53–64.47) for T. gondii, and 57.14% (95% CI: 42.21–70.88) for C. burnetii. Factor analyses were used to summarize correlated environmental predictors. Factor scores and additional variables were evaluated in pathogen-specific multivariable logistic models. A temperature-related factor was negatively associated with N. caninum seropositivity (OR = 0.21, 95% CI: 0.07; 0.67, p = 0.008) but positively with T. gondii seropositivity (OR = 170.2; 95% CI: 5.74–5042.8, p = 0.003). A vegetation-related factor was positively associated with seropositivity for T. gondii (OR = 6.25; 95% CI: 1.63–23.97, p = 0.008) and C. burnetii (OR = 3.23; 95% CI: 1.18–8.82, p = 0.022). Elevation was positively associated with T. gondii seropositivity (OR = 1.015; 95% CI: 1.0016–1.029, p = 0.029). A precipitation-related factor was negatively associated with C. burnetii seropositivity (OR = 0.34; 95% CI: 0.13–0.87, p = 0.024). Tetrachoric correlations were −0.786 for N. caninum–T. gondii, −0.688 for N. caninum–C. burnetii, and 0.880 for T. gondii–C. burnetii. Pathogen-specific suitability areas and areas requiring extrapolation were mapped; prevalence and disease risk were not estimated.

Veterinary SciencesVol. 13(11)
University of Thessaly (GR)
General Secretariat for Research and Technology
Good health and well-being, Zero hunger
Openalex Percentile: Top 13%
Toxoplasma gondii Research Studies
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