Hertl Julia A, Schukken Ynte H, Tauer Loren W, Welcome Francis L, Gröhn Yrjö T
Section of Epidemiology, Department of Population Medicine and Diagnostic Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, United States.
Royal GD, 7418 EZ Deventer, the Netherlands; Department of Animal Sciences, Wageningen University, 6700 AA Wageningen, the Netherlands.
Prev Vet Med. 2023 Apr;213:105879. doi: 10.1016/j.prevetmed.2023.105879. Epub 2023 Feb 18.
The objective of this observational study was to study the association between clinical mastitis (CM) (Streptococcus spp., Staphylococcus aureus, Staphylococcus spp., Escherichia coli, Klebsiella spp., cases with other treated or other not treated organisms, CM without growth) occurring in a dairy cow's first 100 days (d) of her first lactation and her total productive lifetime, ending in death or sale (for slaughter). Data were collected from 24,831 cows in 5 New York Holstein herds from 2004 to 2014. Two analytical approaches were compared. First, removals (death, sale) were treated as competing events in separate survival analyses, in proportional subdistribution hazards models. In one, death was coded as the event of interest and sale as the competing event; in another, sale was the event of interest and death the competing event. Second, traditional survival analysis (Cox proportional hazards) was conducted. In all models, the time variable was number of days from date of first calving until event (death or sale) date; if the cow was alive at study end, she was censored. Models were stratified by herd. Ten percent of cows died; 48.4 % were sold. In the competing risks analysis, E. coli and CM without growth were associated with death; the former with an increased hazard rate of death, the latter with a lower one. Streptococcus spp., Staph. aureus, Klebsiella spp., cases with other treated or untreated organisms, and CM without growth were associated with higher hazard rates of sale. The Cox proportional hazards model's hazard rates were higher than those in the competing risks model in which death was the event of interest, and resembled those in the model in which sale was the event of interest. Four additional Cox models, omitting dead or sold cows, or censoring each, were also fitted; hazard ratios were similar to the above models. Proportional subdistribution hazards models were appropriate due to competing risks (death, sale); they produce less-biased estimates. A study limitation is that while proportional subdistribution hazards models were appropriate, they have the illogical feature of keeping subjects at risk for the event of interest even after experiencing the competing event. This is, however, necessary in estimating cumulative incidence functions. Another limitation concerns pathogen variability among study farms, implying that CM decisions are farm-specific. Misclassification of 'dead' vs. 'sold' cows was also possible. Nevertheless, the findings may help in optimizing management of cows contracting specific types of CM early in productive lifetime.
本观察性研究的目的是探讨奶牛头胎泌乳前100天内发生的临床型乳房炎(CM)(链球菌属、金黄色葡萄球菌、葡萄球菌属、大肠杆菌、克雷伯菌属、其他经治疗或未经治疗病原体感染的病例、无细菌生长的CM)与直至死亡或出售(用于屠宰)的整个生产寿命之间的关联。数据收集自2004年至2014年纽约州5个荷斯坦奶牛场的24,831头奶牛。比较了两种分析方法。首先,在比例子分布风险模型的单独生存分析中,将淘汰(死亡、出售)视为竞争事件。在一种分析中,将死亡编码为感兴趣的事件,出售为竞争事件;在另一种分析中,出售为感兴趣的事件,死亡为竞争事件。其次,进行传统的生存分析(Cox比例风险分析)。在所有模型中,时间变量为从首次产犊日期到事件(死亡或出售)日期的天数;如果奶牛在研究结束时仍存活,则进行截尾处理。模型按牛群分层。10%的奶牛死亡;48.4%的奶牛被出售。在竞争风险分析中,大肠杆菌感染和无细菌生长的CM与死亡有关;前者使死亡风险率增加,后者使死亡风险率降低。链球菌属、金黄色葡萄球菌、克雷伯菌属、其他经治疗或未经治疗病原体感染的病例以及无细菌生长的CM与较高的出售风险率有关。Cox比例风险模型的风险率高于以死亡为感兴趣事件的竞争风险模型,与以出售为感兴趣事件的模型相似。还拟合了另外四个Cox模型,分别剔除死亡或出售的奶牛,或对每头奶牛进行截尾处理;风险比与上述模型相似。由于存在竞争风险(死亡、出售),比例子分布风险模型是合适的;它们产生的偏差估计较少。研究的一个局限性是,虽然比例子分布风险模型是合适的,但它们具有这样一个不合逻辑的特征:即使在经历了竞争事件之后,仍将受试者视为处于感兴趣事件的风险之中。然而,这在估计累积发病率函数时是必要的。另一个局限性涉及研究农场之间病原体的变异性,这意味着乳房炎的判定是因农场而异的。奶牛“死亡”与“出售”的错误分类也有可能发生。尽管如此,这些发现可能有助于优化在生产寿命早期感染特定类型乳房炎的奶牛的管理。