Somatic cell count distributions during lactation predict clinical mastitis

被引:91
作者
Green, MJ [1 ]
Green, LE
Schukken, YH
Bradley, AJ
Peeler, EJ
Barkema, HW
de Haas, Y
Collis, VJ
Medley, GF
机构
[1] Univ Warwick, Dept Biol Sci, Ecol & Epidemiol Grp, Coventry CV4 7AL, W Midlands, England
[2] Cornell Univ, Coll Vet Med, Dept Populat Med & Diagnost Sci, Ithaca, NY 14853 USA
[3] Univ Bristol, Dept Vet Clin Sci, Bristol BS40 5DT, Avon, England
[4] Univ Prince Edward Isl, Atlantic Vet Coll, Dept Hlth Management, Charlottetown, PE 4P3 C1A, Canada
[5] Inst Anim Sci & Hlth ID Lelystad, NL-8200 AB Lelystad, Netherlands
基金
英国生物技术与生命科学研究理事会;
关键词
mastitis; somatic cell count;
D O I
10.3168/jds.S0022-0302(04)73276-2
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
This research investigated somatic cell count (SCC) records during lactation, with the purpose of identifying distribution characteristics ( mean and measures of variation) that were most closely associated with clinical mastitis. Three separate data sets were used, one containing quarter SCC (n = 1444) and two containing cow SCC ( n = 933 and 11,825). Clinical mastitis was defined as a binary outcome, present or absent, for each lactation, and SCC were log ( base 10) transformed. A generalized linear mixed model within a Bayesian framework was used for analysis. Parameters were estimated using Markov Chain Monte Carlo with Gibbs sampling. Results from the 3 data sets were similar. Increased maximum and standard deviation log SCC during lactation, rather than increased geometric mean, were the best overall indicators of clinical mastitis. Distributions of SCC were also investigated separately for different mastitis pathogens. Increased maximum log SCC was associated with clinical mastitis caused by all pathogen types. Increased standard deviation log SCC was associated with Staphylococcus aureus, and Streptococcus uberis clinical mastitis and increased coefficient of variation log SCC ( standard deviation divided by mean) was associated with Escherichia coli clinical mastitis. Increased geometric mean lactation SCC was associated with an increased risk of Staph. aureus clinical mastitis but a reduced risk of E. coli clinical mastitis. Our results suggest that using measures of variation and maximum cow SCC would enhance the accuracy of predicting clinical mastitis, compared with geometric mean SCC, and therefore improve genetic programs that aim to select for clinical mastitis resistance. The results are also consistent with low SCC increasing susceptibility to some mastitis pathogens.
引用
收藏
页码:1256 / 1264
页数:9
相关论文
共 37 条
[1]  
[Anonymous], APPL LOGISTIC REGRES
[2]   Management practices associated with low, medium, and high somatic cell counts in bulk milk [J].
Barkema, HW ;
Schukken, YH ;
Lam, TJGM ;
Beiboer, ML ;
Benedictus, G ;
Brand, A .
JOURNAL OF DAIRY SCIENCE, 1998, 81 (07) :1917-1927
[3]   Aetiology of clinical mastitis in six Somerset dairy herds [J].
Bradley, AJ ;
Green, MJ .
VETERINARY RECORD, 2001, 148 (22) :683-+
[4]   APPROXIMATE INFERENCE IN GENERALIZED LINEAR MIXED MODELS [J].
BRESLOW, NE ;
CLAYTON, DG .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1993, 88 (421) :9-25
[5]   General methods for monitoring convergence of iterative simulations [J].
Brooks, SP ;
Gelman, A .
JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 1998, 7 (04) :434-455
[6]  
Burton PR, 1999, GENET EPIDEMIOL, V17, P118, DOI 10.1002/(SICI)1098-2272(1999)17:2<118::AID-GEPI3>3.3.CO
[7]  
2-M
[8]  
Clayton D., 1993, STAT MODELS EPIDEMIO
[9]   The effect of pathogen-specific clinical mastitis on the lactation curve for somatic cell count [J].
de Haas, Y ;
Barkema, HW ;
Veerkamp, RF .
JOURNAL OF DAIRY SCIENCE, 2002, 85 (05) :1314-1323
[10]   MASTITIS - STRATEGY OF CONTROL [J].
DODD, FH ;
WESTGARTH, DR ;
NEAVE, FK ;
KINGWILL, RG .
JOURNAL OF DAIRY SCIENCE, 1969, 52 (05) :689-+