Literature DB >> 17033034

A structural equation model for describing relationships between somatic cell score and milk yield in first-lactation dairy cows.

G de los Campos1, D Gianola, B Heringstad.   

Abstract

Relationships between production and diseases may involve recursive or simultaneous effects between traits. Four structural equation models (SEqM) for somatic cell score and milk yield, with varying specifications for the effects relating the 2 traits, were compared. Data consisted of repeated records of milk yield and somatic cell score of 33,453 first-lactation daughters of 245 Norwegian Red sires that had their first progeny test in 1991 and 1992. All models included random effects of the sire and of the cow and were fitted using the LISREL software. The Bayesian information criterion clearly favored a model with a recursive effect from somatic cell score on milk yield over the 3 other models fitted (absence of recursive effects; an effect from milk yield on somatic cell score; simultaneity of effects between the 2 traits). This provides evidence that the negative association between milk yield and somatic cell score is more likely due to an effect of infection (measured indirectly by the somatic cell score) on production than to a dilution effect. Estimates indicated that a mastitis event would reduce milk yield in the following 15 d by about 900 g/d. The estimated genetic (co)variances did not change sizably when the specification of recursive or simultaneous effects was varied. However, estimates of the phenotypic covariance were altered when a recursive effect from somatic cell score on milk yield was included in the model.

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Year:  2006        PMID: 17033034     DOI: 10.3168/jds.S0022-0302(06)72493-6

Source DB:  PubMed          Journal:  J Dairy Sci        ISSN: 0022-0302            Impact factor:   4.034


  13 in total

1.  Searching for recursive causal structures in multivariate quantitative genetics mixed models.

Authors:  Bruno D Valente; Guilherme J M Rosa; Gustavo de Los Campos; Daniel Gianola; Martinho A Silva
Journal:  Genetics       Date:  2010-03-29       Impact factor: 4.562

2.  Genetic parameters for ewe reproductive performance and peri-parturient fecal egg counts and their genetic relationships with lamb body weights and fecal egg counts in Katahdin sheep.

Authors:  David R Notter; Lauretta Ngere; Joan M Burke; James E Miller; James L M Morgan
Journal:  J Anim Sci       Date:  2018-05-04       Impact factor: 3.159

3.  Is structural equation modeling advantageous for the genetic improvement of multiple traits?

Authors:  Bruno D Valente; Guilherme J M Rosa; Daniel Gianola; Xiao-Lin Wu; Kent Weigel
Journal:  Genetics       Date:  2013-04-22       Impact factor: 4.562

4.  Investigation of influence of growing pigs' positive affective state on behavioral and physiological parameters using structural equation modeling.

Authors:  Katja L Krugmann; Farina J Mieloch; Joachim Krieter; Irena Czycholl
Journal:  J Anim Sci       Date:  2020-02-01       Impact factor: 3.159

5.  Exploring biological relationships between calving traits in primiparous cattle with a Bayesian recursive model.

Authors:  Evangelina López de Maturana; Xiao-Lin Wu; Daniel Gianola; Kent A Weigel; Guilherme J M Rosa
Journal:  Genetics       Date:  2008-11-03       Impact factor: 4.562

6.  Searching for phenotypic causal networks involving complex traits: an application to European quail.

Authors:  Bruno D Valente; Guilherme J M Rosa; Martinho A Silva; Rafael B Teixeira; Robledo A Torres
Journal:  Genet Sel Evol       Date:  2011-11-02       Impact factor: 4.297

7.  Inferring causal phenotype networks using structural equation models.

Authors:  Guilherme J M Rosa; Bruno D Valente; Gustavo de los Campos; Xiao-Lin Wu; Daniel Gianola; Martinho A Silva
Journal:  Genet Sel Evol       Date:  2011-02-10       Impact factor: 4.297

8.  Causal relationships between milk quality and coagulation properties in Italian Holstein-Friesian dairy cattle.

Authors:  Francesco Tiezzi; Bruno D Valente; Martino Cassandro; Christian Maltecca
Journal:  Genet Sel Evol       Date:  2015-05-13       Impact factor: 4.297

9.  Modeling relationships between calving traits: a comparison between standard and recursive mixed models.

Authors:  Evangelina López de Maturana; Gustavo de los Campos; Xiao-Lin Wu; Daniel Gianola; Kent A Weigel; Guilherme J M Rosa
Journal:  Genet Sel Evol       Date:  2010-01-25       Impact factor: 4.297

10.  Inference of gene regulatory networks with sparse structural equation models exploiting genetic perturbations.

Authors:  Xiaodong Cai; Juan Andrés Bazerque; Georgios B Giannakis
Journal:  PLoS Comput Biol       Date:  2013-05-23       Impact factor: 4.475

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