title: Can hierarchical modeling improve our understanding of bovine abortion due to Neospora caninum infection?
abstract: The purpose of this study was to use mixed logistic regression to evaluate the association between Neospora caninum serostatus and abortion, accounting for the effects of farms. The main objective was to explore the interpretation of this model and discuss the contribution of this analysis to our understanding of the disease's epidemiology. A mixed-effects logistic model using farms as a random effect and the serostatus for N. caninum, age of cattle and farm location as fixed effects was performed. The data from 1256 cows over 15 months of age from 60 farms were used, and the abortion information was obtained from farm records. A significant association between N. caninum serostatus and abortion was found (p<0.0001). Seropositive cows had 6.63 times greater odds of having a history of previous abortion (95% CI: 4.35-13.37). There was remarkable variability across farms in the probability of a cow having a history of an abortion. Including the effects of the farms in the regression, it was possible to estimate an intraclass correlation coefficient (ICC) of 16%. That means that 16% of the variation in abortion occurrence that was not explained by the fixed effects was due to farms. In practical terms, this variation means that while there are farms with several seropositive cows and no/few abortion cases, the opposite is also true, with a high number of abortions in farms with low/medium seroprevalence. The remaining variability (84%) was not explained by the effect of N. caninum, age, region, and the effect of farms, i.e., it is due to unknown factors that are causing abortions. The results of this study reinforce the importance of N. caninum as a cause of abortions and demonstrate the significant heterogeneity in the probability of a cow having a history of an abortion that cannot be explained completely by N. caninum serostatus, age or location. Including the hierarchical structure of the population along with correct interpretation of the model estimates helps us understand the effect of the farms, i.e., the probability of a cow abortion conditional to the farms, which also contributes to our understanding of the epidemiology of abortions caused by neosporosis. The use of hierarchical models and reporting the ICC should be encouraged.
authors.affiliation: Laboratory of Veterinary Epidemiology, Department of Preventive Veterinary Medicine, Faculty of Veterinary, Federal University of Rio Grande do Sul (UFRGS), Av. Bento Gonçalves 9090, CEP 91540-000 Porto Alegre, RS, Brazil.
authors.forename: Brayan Alexander Fonseca
authors.initials: BA
authors.lastname: Martinez
authors.affiliation: Department of Statistics, Institute of Mathematics and Statistics, Federal University of Rio Grande do Sul, Av. Bento Gonçalves 9500, CEP 91509-900 Porto Alegre, RS, Brazil.
authors.forename: Vanessa Bielefeldt
authors.initials: VB
authors.lastname: Leotti
authors.affiliation: Laboratory of Veterinary Epidemiology, Department of Preventive Veterinary Medicine, Faculty of Veterinary, Federal University of Rio Grande do Sul (UFRGS), Av. Bento Gonçalves 9090, CEP 91540-000 Porto Alegre, RS, Brazil.
authors.forename: Mauro Riegert
authors.initials: MR
authors.lastname: Borba
authors.affiliation: Laboratory of Veterinary Epidemiology, Department of Preventive Veterinary Medicine, Faculty of Veterinary, Federal University of Rio Grande do Sul (UFRGS), Av. Bento Gonçalves 9090, CEP 91540-000 Porto Alegre, RS, Brazil.
authors.forename: Gustavo de Sousa E
authors.initials: GS
authors.lastname: Silva
authors.affiliation: Laboratory of Veterinary Epidemiology, Department of Preventive Veterinary Medicine, Faculty of Veterinary, Federal University of Rio Grande do Sul (UFRGS), Av. Bento Gonçalves 9090, CEP 91540-000 Porto Alegre, RS, Brazil. Electronic address: luis.corbellini@ufrgs.br.
authors.forename: Luís Gustavo
authors.initials: LG
authors.lastname: Corbellini
mesh_terms: D000034:Abortion, Veterinary / Q000453:epidemiology* / Q000209:etiology / Q000469:parasitology; D000818:Animals; D002417:Cattle; D002418:Cattle Diseases / Q000453:epidemiology* / Q000209:etiology / Q000469:parasitology; D003048:Coccidiosis / Q000150:complications / Q000453:epidemiology / Q000469:parasitology / Q000662:veterinary*; D003612:Dairying; D005260:Female; D016015:Logistic Models; D018688:Neospora / Q000276:immunology* / Q000302:isolation & purification; D011247:Pregnancy; D016036:Seroepidemiologic Studies
keywords: Bovine abortion; Dairy cattle; Epidemiology; Hierarchical data; Mixed models; Neospora caninum