| Registro completo |
| Provedor de dados: |
Genet. Mol. Biol.
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| País: |
Brazil
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| Título: |
Zero-inflated Poisson regression models for QTL mapping applied to tick-resistance in a Gyr x Holstein F2 population
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| Autores: |
Silva,Fabyano Fonseca
Tunin,Karen P.
Rosa,Guilherme J.M.
Silva,Marcos V.B. da
Azevedo,Ana Luisa Souza
Verneque,Rui da Silva
Machado,Marco Antonio
Packer,Irineu Umberto
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| Data: |
2011-01-01
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| Ano: |
2011
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| Palavras-chave: |
Dairy
Cattle
Tick infestation
QTL regression
Generalized linear model
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| Resumo: |
Nowadays, an important and interesting alternative in the control of tick-infestation in cattle is to select resistant animals, and identify the respective quantitative trait loci (QTLs) and DNA markers, for posterior use in breeding programs. The number of ticks/animal is characterized as a discrete-counting trait, which could potentially follow Poisson distribution. However, in the case of an excess of zeros, due to the occurrence of several noninfected animals, zero-inflated Poisson and generalized zero-inflated distribution (GZIP) may provide a better description of the data. Thus, the objective here was to compare through simulation, Poisson and ZIP models (simple and generalized) with classical approaches, for QTL mapping with counting phenotypes under different scenarios, and to apply these approaches to a QTL study of tick resistance in an F2 cattle (Gyr x Holstein) population. It was concluded that, when working with zero-inflated data, it is recommendable to use the generalized and simple ZIP model for analysis. On the other hand, when working with data with zeros, but not zero-inflated, the Poisson model or a data-transformation-approach, such as square-root or Box-Cox transformation, are applicable.
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| Tipo: |
Info:eu-repo/semantics/article
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| Idioma: |
Inglês
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| Identificador: |
http://www.scielo.br/scielo.php?script=sci_arttext&pid=S1415-47572011000400008
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| Editor: |
Sociedade Brasileira de Genética
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| Relação: |
10.1590/S1415-47572011005000049
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| Formato: |
text/html
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| Fonte: |
Genetics and Molecular Biology v.34 n.4 2011
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| Direitos: |
info:eu-repo/semantics/openAccess
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