Estimation of genetic and environmental risk factors associated with pre-weaning mortality in piglets using generalized linear mixed models

被引:123
作者
Roehe, R [1 ]
Kalm, E [1 ]
机构
[1] Univ Kiel, Inst Anim Breeding & Husb, D-24118 Kiel, Germany
来源
ANIMAL SCIENCE | 2000年 / 70卷
关键词
birth weight; heritability; litter size; mortality; piglets;
D O I
10.1017/S1357729800054692
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
Risk factors and variance components of pre-weaning mortality were estimated using generalized linear mixed models. Data were from 12 727 piglets born alive from 1338 litters recorded at the pig breeding farm of the University of Kiel from 1989 to 1994. Deviances due to risk factors were estimated by generalized linear model and their odds-ratios by generalized linear mixed model both with binomial errors and a logistic link. Variance components of sire, dam and litter were estimated using a logit or probit link function as well as a linear model for which estimates were transformed to the underlying continuous scale. Highest increase in deviance, indicating the risk factor, which accounts for the greatest amount of unexplained variation of pre-weaning mortality tons obtained after exclusion of individual birth weight (1206) from the model, followed by year-season (217), parity-farrowing age or interval (58), genotype of piglets (56), sex (39), total number of piglets born (18) and gestation length (16). Substitution of individual birth weight successively by average piglet birth weight per litter lifter birth weight and standard deviation of birth weight within litter resulted in models with substantially lower explained variation of pre-weaning mortality Odds of pre-weaning mortality was 1.5 times higher for males than for females and 2.0 times higher in piglets from German Landrace dams than from Large White dams. Odds increased to the fifth parity by 2.2 times the odds of the first parity or increased for the age group of darns between 850 and 949 days by 2.3 times the odds of the age group with less than 350 days. When the continuous risk factors of individual birth weight, average piglet birth weight and litter birth weight decreased or standard deviation of birth weight within litter increased by one standard deviation from the mean, the odds ratios increased by 6.0, 1.6, 0.8 and 0.4, respectively. Piglets with individual birth weights of 1.8, 1.5, 1.2 and 1.0 kg showed a rapid increase in odds ratios of pre-weaning mortality of 1.4, 2.7, 7.0 and 16.1, respectively, relative to piglets with 2.1 kg. Estimates of direct heritability for pre-weaning mortality on the linear observed, transformed underlying, logit and probit scale were 0.02, 0.06, 0.07 and 0.07, respectively. Low estimates of heritability for pre-weaning mortality, even on the underlying continuous scale, suggested low potential for improvement by selection. Therefore, selection for individual birth weight phenotypically closely associated with pre-weaning mortality was recommended to improve survival of piglets during the nursing period.
引用
收藏
页码:227 / 240
页数:14
相关论文
共 44 条
[1]  
[Anonymous], 1998, ASREML
[2]  
Barkhouse KL, 1998, J ANIM SCI, V76, P2279
[3]  
BERESKIN B, 1973, J ANIM SCI, V36, P821
[4]   ESTIMATION OF CROSSBREEDING PARAMETERS BETWEEN LARGE WHITE AND MEISHAN PORCINE BREEDS .1. REPRODUCTIVE-PERFORMANCE [J].
BIDANEL, JP ;
CARITEZ, JC ;
LEGAULT, C .
GENETICS SELECTION EVOLUTION, 1989, 21 (04) :507-526
[5]  
Collett D, 1991, MODELLING BINARY DAT
[6]   Individual animal model estimates of genetic parameters for reproduction traits of Landrace pigs performance tested in a commercial nucleus herd [J].
Crump, RE ;
Haley, CS ;
Thompson, R ;
Mercer, J .
ANIMAL SCIENCE, 1997, 65 :285-290
[7]   PERFORMANCE OF YOUNG-PIGS - RELATIONSHIPS WITH PERIPARTURIENT PROGESTERONE, PROLACTIN, AND INSULIN OF SOWS [J].
DEPASSILLE, AMB ;
RUSHEN, J ;
FOXCROFT, GR ;
AHERNE, FX ;
SCHAEFER, A .
JOURNAL OF ANIMAL SCIENCE, 1993, 71 (01) :179-184
[8]   A MODEL TO ESTIMATE ECONOMIC VALUES OF TRAITS IN PIG BREEDING [J].
DEVRIES, AG .
LIVESTOCK PRODUCTION SCIENCE, 1989, 21 (01) :49-66
[9]   BODY-COMPOSITION AND GLYCOGEN RESERVES IN NEONATAL PIG DURING 1ST 96 HOURS POSTPARTUM [J].
ELLIOT, JI ;
LODGE, GA .
CANADIAN JOURNAL OF ANIMAL SCIENCE, 1977, 57 (01) :141-150
[10]   Analysis of a generalized linear mixed model: A case study and simulation results [J].
Engel, B ;
Buist, W .
BIOMETRICAL JOURNAL, 1996, 38 (01) :61-80