Comparison of models using different censoring scenarios for days open in Spanish Holstein cows

被引:22
作者
González-Recio, O
Chang, YM
Gianola, D
Weigel, KA
机构
[1] Univ Politecn Madrid, ETSI Agron, Dept Anim Prod, E-28040 Madrid, Spain
[2] Univ Wisconsin, Dept Dairy Sci, Madison, WI 53706 USA
来源
ANIMAL SCIENCE | 2006年 / 82卷
基金
美国国家科学基金会;
关键词
dairy cows; fertility; linear models; survival analysis;
D O I
10.1079/ASC200519
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
Days open data from 113 569 lactation records in 774 Spanish Holstein herds were analysed using standard linear models under two different editing procedures, and with two alternative methodologies that account for censoring: a censored linear model (CLM) and a Weibull survival analysis (SA) model. The first editing procedure excluded from the linear model all censored records for days open (LMnc), and the second defined days open as days from calving to the last known insemination or culling date, treating censored records as complete (LM). Sire variance estimates for days open were 61, 70 and 139 for LMnc, LM and CLM, respectively, and 0.026 for SA on a logarithmic scale. Heritability estimates were 0.05, 0.06 and 0.08 with LMnc, LM and CLM, respectively. Rankings of sires varied between methodologies: sire evaluations from LMnc and LM had rank correlations with evaluations from SA equal to -0.65 and -0.82, respectively, and of 0.71 and 0.87 with evaluations from CLM. The rank correlation between evaluations from SA and CLM was -0.98, suggesting stronger agreement of sire rankings between models that take censoring into account.The SA model had a better predictive ability of daughter fertility at early stages of lactation than the other methods, as measured by chi-squared statistics for predicted pregnancy status at 75, 103, 140, or 200 days post partum in a split data set. The CLM also predicted daughter fertility more accurately than any of the two standard linear models.
引用
收藏
页码:233 / 239
页数:7
相关论文
共 24 条
[1]   Genetic parameters and trends of milk, fat, days open, and body weight after calving in North Carolina experimental herds [J].
Abdallah, JM ;
McDaniel, BT .
JOURNAL OF DAIRY SCIENCE, 2000, 83 (06) :1364-1370
[2]  
[Anonymous], P 6 WORLD C GEN APPL
[3]  
[Anonymous], 2003, Techniques for censored and truncated data, DOI DOI 10.1007/0-387-21645-6_3
[4]  
[Anonymous], J AM STAT ASSOC
[5]   Prediction of longevity breeding values for US Holstein sires using survival analysis methodology [J].
Caraviello, DZ ;
Weigel, KA ;
Gianola, D .
JOURNAL OF DAIRY SCIENCE, 2004, 87 (10) :3518-3525
[6]  
COX DR, 1972, J R STAT SOC B, V34, P187
[7]   Economic aspects of persistency of lactation in dairy cattle [J].
Dekkers, JCM ;
Ten Hag, JH ;
Weersink, A .
LIVESTOCK PRODUCTION SCIENCE, 1998, 53 (03) :237-252
[8]   Genetic and phenotypic parameters for 305-day yield, fertility, and survival in Holsteins [J].
Dematawewa, CMB ;
Berger, PJ .
JOURNAL OF DAIRY SCIENCE, 1998, 81 (10) :2700-2709
[9]  
Donoghue KA, 2004, J ANIM SCI, V82, P362
[10]   A Bayesian analysis of mixed survival models [J].
Ducrocq, V ;
Casella, G .
GENETICS SELECTION EVOLUTION, 1996, 28 (06) :505-529