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Associations between dry period length and time to culling and pregnancy in the subsequent lactation

机译:在随后的哺乳期间干周长长度和妊娠期时间的关联

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摘要

The association between dry period length (DPL) andtime to culling and pregnancy in the subsequent lactationmay be important for the economically optimallength of the dry period. Therefore, this study aimed to(1) quantify the association between DPL and hazardof culling and pregnancy in the subsequent lactation;(2) develop continuous functions of DPL for the hazardratios of culling and pregnancy; and (3) investigate theeffect of a cause-specific hazards model and a subdistributionmodel to analyze competing events. The dataused in this observational cohort study were from dairyherd improvement milk test lactation records from 40states in the United States. After edits, there remained1,108,515 records from 6,730 herds with the last daysdry in 2014 or 2015. The records from 2 adjacent lactations(current, subsequent) were concatenated with theDPL of interest, 21 to 100 d, in between both lactations.We defined 8 DPL categories of 10 d each. Kaplan-Meier survival curves were used to show associationsbetween DPL and time to culling or pregnancy for 3lactation groups: lactation 1 and 2, lactation 2 and 3,and lactation 3 and greater. To control for confoundingfactors in Cox proportional models, we included6 current lactation covariates and 3 time-dependentvariables in the survival models. Hazard ratios of cullingwere estimated for 4 days in milk (DIM) categoriesfrom 1 to 450 DIM. Hazard ratios of pregnancy wereestimated for 3 DIM categories from 61 to 300 DIM.Competing risk analysis of 8 disposal codes (i.e., farmerreported reasons) for culling and the culling event forpregnancy were conducted by a cause-specific hazardsmodel and a subdistribution model. Hazard ratios werealso estimated as quadratic polynomials of DPL. Comparedwith the reference DPL category of 51 to 60 d,hazard ratios of culling and pregnancy of the other 7DPL categories ranged between 0.70 and 1.49, and 0.93and 1.15, respectively. Short DPL were associated withlower risk of culling in the early lactation but not overthe entire lactation. Short DPL were associated withgreater hazard of pregnancy. Trends in hazard ratiosover the ranges of the 8 DPL categories were not alwaysconsistent. Competing risk analysis with both modelsprovided little differences in hazard ratios of cullingand pregnancy. In conclusion, variations in DPL wereassociated with meaningful differences in the hazardratios for culling and pregnancy and minor differencesin the relative frequency of disposal codes. Subdistributionhazards models produced hazard ratios similar tocause-specific hazard models. The quadratic polynomialsmay be useful for decision support on customizationof DPL for individual cows.
机译:干周期长度(DPL)之间的关联在随后的哺乳期间剔除和怀孕的时间对经济上最佳的可能性很重要干燥期的长度。因此,这项研究旨在(1)量化DPL与危害之间的关联随后的哺乳期间剔除和怀孕;(2)制定危险DPL的持续职能剔除和怀孕的比例;和(3)调查原因特异性危害模型的影响和分布模型分析竞争事件。数据在这种观察组合队列研究中使用来自乳制品牛群改善牛奶测试哺乳记录从40国家在美国。在编辑之后,仍然存在1,108,515名与最后几天的6,730名牛群的记录2014年或2015年干燥。来自2个相邻哺乳区的记录(当前,随后)与之衔接兴趣的DPL,21至100 D,两种哺乳期间。我们定义了每个10 d的8个dpl类别。 kaplan-Meier生存曲线用于显示关联在DPL和时间之间剔除或怀孕3泌乳组:哺乳期1和2,哺乳酸2和3,和哺乳期3和更大。控制混杂我们包括Cox比例模型的因素6当前哺乳酸协变量和3次依赖生存模型中的变量。剔除的危险比估计牛奶(DIM)类别4天从1到450昏暗。妊娠的危险比是估计为3个DIM类别从61至300 DIM。竞争8个处置规范的风险分析(即,农民)报道的原因)用于剔除和剔除事件通过原因特异性危害进行妊娠模型和分区模型。危险比率是也估计为DPL的二次多项式。比较的使用参考DPL类别51至60 d,其他7的剔除和怀孕的危险比DPL类范围在0.70和1.49之间,0.93分别为1.15。短dPL与之相关降低早期哺乳期剔除但没有结束的风险整个哺乳。短dPL与之相关更大的怀孕危害。危险比率的趋势在8个DPL类别的范围内并不总是持续的。竞争风险分析两种型号提供了核实危险比的几乎没有差异和怀孕。总之,DPL的变化是与危险有意义的差异有关剔除和怀孕的比率和微小差异在处理代码的相对频率。分布措施危险模型产生了类似的危险比原因特定的危险模型。二次多项式可能对定制的决策支持有用单个奶牛的DPL。

著录项

  • 来源
    《Journal of dairy science》 |2021年第8期|8885-8900|共16页
  • 作者单位

    Department of Animal Sciences University of Florida Gainesville 32611;

    Department of Large Animal Clinical Sciences University of Florida Gainesville 32610;

    Department of Animal Science Federal University of Vicosa Vicosa Minas Gerais 36570-001 Brazil;

    Dairy Records Management Systems North Carolina State University Raleigh 27603;

    Department of Animal Sciences University of Florida Gainesville 32611;

  • 收录信息 美国《科学引文索引》(SCI);美国《生物学医学文摘》(MEDLINE);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    dry period; survival analysis; reproduction; replacement;

    机译:干燥期;存活分析;再生产;替代品;

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