鉴定检测肉牛和奶牛肝脓肿的血液生物标志物*

IF 1.4 Q3 AGRICULTURE, DAIRY & ANIMAL SCIENCE
Reese A. Wilson , Bradley J. Johnson , Jhones O. Sarturi , Whitney L. Crossland , Kristin E. Hales , Ryan J. Rathmann , Christy L. Bratcher , Miles E. Theurer , Raghavendra G. Amachawadi , T.G. Nagaraja , Scott E. Speidel , R. Mark Enns , Milton G. Thomas , Blake A. Foraker , Matthew A. Cleveland , Dale R. Woerner
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引用次数: 0

摘要

目的确定肝脓肿对全血计数(CBC)和肝功能的影响,并确定用于检测饲养场牛肝脓肿的基于血液的生物标记物。材料和方法对患有和未患有肝脓肿的肉牛×奶牛杂交小母牛(分别为94头和113头)收集血液样本。从这些血液样本中分析与肝脏健康有关的全血细胞计数和血清化学分析物(碱性磷酸酶、γ 谷氨酰转移酶、胆汁酸、总胆红素和胆固醇),以确定动物健康状况和肝脓肿模型。结果与讨论在二元系统(脓肿或未脓肿)中,患有肝脓肿的小母牛的淋巴细胞(LYM)浓度和白细胞(WBC)总浓度较低,但血小板与淋巴细胞的比率升高。血清化学指标不受脓肿存在与否或肝脏评分(严重程度)的影响。在对 CBC 指标进行单变量预测建模时,只有总白细胞浓度(65.85%)能准确预测肝脓肿的存在;但由于其特异性较差(54.79%),因此被认为不是一个可接受的生物标志物。将白细胞总数、嗜碱性粒细胞、红细胞和降钙素原作为预测肝脓肿情况的变量,Logit- Boost 模型产生了最高的准确率(80.65%)和特异性(85.71%)。在育成期检测肝脓肿的准确血液检验可用于牛的治疗管理或替代销售;然而,本研究中显示的微弱准确性加上分析血液样本的不切实际和成本,可能并不可行。无论如何,对肝脏脓肿牛的 CBC 变量最具解释力的是免疫反应。多变量预测模型显示了根据 CBC 预测肝脓肿状况的潜力。本研究的结果值得进一步研究肝脓肿状况的生物标志物。肝脓肿的死前指标可能有助于管理决策和研究应用,特别是评估干预措施。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Identification of blood-based biomarkers for detection of liver abscesses in beef × dairy heifers*

Objective

The objective was to determine the effects of liver abscesses on complete blood counts (CBC) and liver function and to identify blood-based biomarkers for detection of liver abscesses in feedlot cattle.

Materials and Methods

Blood samples were collected on a subset of beef × dairy crossbred heifers with and without liver abscesses (n = 94; n = 113, respectively). From these blood samples, CBC and serum chemistry analytes related to liver health (alkaline phosphatase, gamma glutamyl transferase, bile acids, total bilirubin, and cholesterol) were analyzed to characterize animal health and model for liver abscesses. Abscess presence was predicted using logistic regression models and machine learning algorithms, with individual heifer serving as the experimental unit.

Results and Discussion

In a binary system (abscessed or not), heifers with liver abscesses had lower concentrations of lymphocyte (LYM) and total white blood cell (WBC) concentrations but elevated platelet-to-LYM ratio. Serum chemistry measures were not affected by abscess presence or liver score (severity). In univariate, predictive modeling of CBC measures, only total WBC concentration was accurate (65.85%) at predicting liver abscess presence; however, this was not deemed an acceptable biomarker due to its poor specificity (54.79%). Using total WBC, basophils, red blood cells, and procalcitonin as variables to predict liver abscess condition, the Logit- Boost model produced the greatest accuracy (80.65%) and specificity (85.71%). An accurate blood test that allows for the detection of liver abscesses during the finishing phase may allow for therapeutic management or alternative marketing of cattle; however, the marginal accuracy demonstrated in this study combined with the impracticality and cost of analyzing a blood sample may not be feasible. Regardless, the most explanatory CBC variables in cattle with abscessed livers were suggestive of an immune response.

Implications and Applications

Liver condition influenced the CBC of beef × dairy heifers but not serum chemistry. Multivariate predictive models showed potential for predicting liver abscess condition based on CBC. The results of this study warrant further investigation for biomarkers of the liver abscess condition. An antemortem indicator for liver abscesses could prove useful for making management decisions and in research applications, particularly in evaluating interventions.

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来源期刊
Applied Animal Science
Applied Animal Science AGRICULTURE, DAIRY & ANIMAL SCIENCE-
CiteScore
3.00
自引率
6.70%
发文量
68
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