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通过分类回归树(CART)和随机森林分析评估急性结肠炎马匹中作为预后标志物的血乳酸浓度的重复测量。

Repeated measurements of blood lactate concentration as a prognostic marker in horses with acute colitis evaluated with classification and regression trees (CART) and random forest analysis.

作者信息

Petersen M B, Tolver A, Husted L, Tølbøll T H, Pihl T H

机构信息

Department of Large Animal Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Grønnegårdsvej 8, 1870 Frederiksberg, Denmark.

Department of Mathematical Sciences, Faculty of Science, University of Copenhagen, Universitetsparken 5, 2100 København Ø, Denmark, Denmark.

出版信息

Vet J. 2016 Jul;213:18-23. doi: 10.1016/j.tvjl.2016.03.012. Epub 2016 Mar 15.

Abstract

The objective of this study was to investigate the prognostic value of single and repeated measurements of blood l-lactate (Lac) and ionised calcium (iCa) concentrations, packed cell volume (PCV) and plasma total protein (TP) concentration in horses with acute colitis. A total of 66 adult horses admitted with acute colitis (<24 h) to a referral hospital in the 2002-2011 period were included. The prognostic value of Lac, iCa, PCV and TP recorded at admission and 6 h post admission was analysed with univariate analysis, logistic regression, classification and regression trees, as well as random forest analysis. Ponies and Icelandic horses made up 59% of the population, whilst the remaining 41% were horses. Blood lactate concentration at admission was the only individual parameter significantly associated with probability of survival to discharge (P < 0.001). In a training sample, a Lac cut-off value of 7 mmol/L had a sensitivity of 0.66 and a specificity of 0.92 in predicting survival. In independent test data, the sensitivity was 0.69 and the specificity was 0.76. At the observed survival rate (38%), the optimal decision tree identified horses as non-survivors when the Lac at admission was ≥4.3 mmol/L and the Lac 6 h post admission stayed at >2 mmol/L (sensitivity, 0.72; specificity, 0.8). In conclusion, blood lactate concentration measured at admission and repeated 6 h later aided the prognostic evaluation of horses with acute colitis in this population with a very high mortality rate. This should allow clinicians to give a more reliable prognosis for the horse.

摘要

本研究的目的是调查单次和重复测量血液中l-乳酸(Lac)、离子钙(iCa)浓度、红细胞压积(PCV)和血浆总蛋白(TP)浓度对急性结肠炎马匹的预后价值。纳入了2002年至2011年期间因急性结肠炎(<24小时)入住一家转诊医院的66匹成年马。对入院时和入院后6小时记录的Lac、iCa、PCV和TP的预后价值进行了单因素分析、逻辑回归、分类与回归树分析以及随机森林分析。矮种马和冰岛马占总群体的59%,其余41%为其他马种。入院时的血乳酸浓度是与出院存活率显著相关的唯一个体参数(P<0.001)。在一个训练样本中,Lac临界值为7 mmol/L时,预测存活的敏感性为0.66,特异性为0.92。在独立测试数据中,敏感性为0.69,特异性为0.76。在观察到的存活率(38%)下,最佳决策树将入院时Lac≥4.3 mmol/L且入院后6小时Lac>2 mmol/L的马判定为非存活者(敏感性为0.72;特异性为0.8)。总之,入院时及6小时后重复测量的血乳酸浓度有助于对该高死亡率群体中的急性结肠炎马匹进行预后评估。这应能使临床医生对马匹给出更可靠的预后判断。

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