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马属动物外科急腹症病例的长期存活。第2部分:术后存活建模。

Long-term survival of equine surgical colic cases. Part 2: modelling postoperative survival.

作者信息

Proudman C J, Smith J E, Edwards G B, French N P

机构信息

Faculty of Veterinary Science, University of Liverpool, Neston, Wirral, UK.

出版信息

Equine Vet J. 2002 Jul;34(5):438-43. doi: 10.2746/042516402776117881.

Abstract

Colic surgery is a frequently performed operation with high postoperative mortality. This study was undertaken to identify variables associated with decreased postoperative survival. We used data from 321 horse years of postoperative survival time to model the probability of survival following recovery from colic surgery. Continuous variables were modelled using a 6 variable, penalised Cox regression model. This demonstrated approximately linear relationships between survival and the following variables: increase in packed cell volume (PCV), intestinal resection length, time to surgery (interval between onset of colic and surgery) and duration of surgery. No significant decrease in survival was demonstrated with increasing age of the patient or with heart rate. The only categorical variable to be significantly associated with decreased survival was epiploic foramen entrapment. The final, fixed effects Cox proportional hazards model of postoperative survival included the variables epiploic foramen entrapment, PCV, resection length and duration of surgery, each variable adjusted for the nonlinear relationship with time to surgery. Residual variation in postoperative survival attributable to professional personnel (referring veterinary surgeon, anaesthetist and surgeon) was explored by fitting each as a random effects term in the model. Little of the residual variation could be attributed to any category of personnel. Model diagnostics indicated little influence by individual outliers on model parameters and little evidence of subjects poorly predicted by the final model. The study highlights factors influencing the long-term survival of horses recovering from colic surgery and proposes a model that can be used to inform prognosis.

摘要

结肠手术是一种经常进行的手术,术后死亡率很高。本研究旨在确定与术后生存率降低相关的变量。我们使用了321个马年的术后生存时间数据,以建立结肠手术后恢复后生存概率的模型。连续变量使用一个包含6个变量的惩罚性Cox回归模型进行建模。这表明生存与以下变量之间存在近似线性关系:红细胞压积(PCV)升高、肠切除长度、手术时间(绞痛发作与手术之间的间隔)和手术持续时间。未发现患者年龄增加或心率增加会导致生存率显著下降。与生存率降低显著相关的唯一分类变量是网膜孔嵌顿。术后生存的最终固定效应Cox比例风险模型包括网膜孔嵌顿、PCV、切除长度和手术持续时间等变量,每个变量都针对与手术时间的非线性关系进行了调整。通过将专业人员(转诊兽医、麻醉师和外科医生)作为模型中的随机效应项来探讨术后生存中归因于专业人员的残余变异。几乎没有残余变异可归因于任何一类人员。模型诊断表明,个别异常值对模型参数的影响很小,最终模型对受试者预测不佳的证据也很少。该研究强调了影响结肠手术后恢复马匹长期生存的因素,并提出了一个可用于指导预后的模型。

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