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

被引:56
作者
de los Campos, G. [1 ]
Gianola, D.
Heringstad, B.
机构
[1] Univ Wisconsin, Dept Anim Sci, Madison, WI 53706 USA
[2] Univ Wisconsin, Dept Dairy Sci, Madison, WI 53706 USA
[3] Univ Wisconsin, Dept Biostat & Med Informat, Madison, WI 53706 USA
[4] Norwegian Univ Life Sci, Dept Anim & Aquacultural Sci, N-1432 As, Norway
[5] Geno Breeding & AI Assoc, N-1432 As, Norway
基金
美国国家科学基金会;
关键词
mastitis; structural equation model; recursive effect; variance component;
D O I
10.3168/jds.S0022-0302(06)72493-6
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
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.
引用
收藏
页码:4445 / 4455
页数:11
相关论文
共 16 条
[1]   STRUCTURAL EQUATION MODELS [J].
BIELBY, WT ;
HAUSER, RM .
ANNUAL REVIEW OF SOCIOLOGY, 1977, 3 :137-161
[2]   Genetic parameters for clinical mastitis, somatic cell score, and production in the first three lactations of Swedish Holstein cows [J].
Carlén, E ;
Strandberg, E ;
Roth, A .
JOURNAL OF DAIRY SCIENCE, 2004, 87 (09) :3062-3070
[3]   Quantitative genetic models for describing simultaneous and recursive relationships between phenotypes [J].
Gianola, D ;
Sorensen, D .
GENETICS, 2004, 167 (03) :1407-1424
[4]   STRUCTURAL EQUATION METHODS IN SOCIAL-SCIENCES [J].
GOLDBERGER, AS .
ECONOMETRICA, 1972, 40 (06) :979-1001
[5]  
Madsen P, 2000, USERS GUIDE DMU PACK
[6]  
Mrode R. A., 1996, Animal Breeding Abstracts, V64, P847
[7]   LATENT VARIABLE MODELING IN HETEROGENEOUS POPULATIONS [J].
MUTHEN, BO .
PSYCHOMETRIKA, 1989, 54 (04) :557-585
[8]   Short communication:: Bivariate genetic analysis of clinical mastitis and somatic cell count in Norwegian dairy cattle [J].
Odegård, J ;
Heringstad, B ;
Klemetsdal, G .
JOURNAL OF DAIRY SCIENCE, 2004, 87 (10) :3515-3517
[9]   Bayesian model selection in social research [J].
Raftery, AE .
SOCIOLOGICAL METHODOLOGY 1995, VOL 25, 1995, 25 :111-163
[10]   Evaluation of models for somatic cell score lactation patterns in Holsteins [J].
Rodriguez-Zas, SL ;
Gianola, D ;
Shook, GE .
LIVESTOCK PRODUCTION SCIENCE, 2000, 67 (1-2) :19-30