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血清健康生物标志物浓度与繁殖性能的关联,考虑到东南澳大利亚牧场荷斯坦奶牛的产奶量。

Associations between serum health biomarker concentrations and reproductive performance, accounting for milk yield, in pasture-based Holstein cows in southeastern Australia.

机构信息

Agriculture Victoria Research, AgriBio, Centre for AgriBioscience, Bundoora, Victoria 3083, Australia.

Jemora Pty Ltd., East Geelong, Victoria 3219, Australia.

出版信息

J Dairy Sci. 2024 Jan;107(1):438-458. doi: 10.3168/jds.2022-23006. Epub 2023 Sep 9.

Abstract

In this single cohort study, we investigated associations between the concentrations of a suite of serum biomarkers measured in the first 30 d of lactation and subsequent reproductive performance measured as mating start date to conception intervals, in pasture-based Holstein cows. A secondary objective was to examine associations between biomarker concentrations and 305-d milk yield to assess whether any positive associations between biomarker concentration and reproductive performance were explained by reduced milk production. The data used had been collected as part of an ongoing project from 2017 to 2020 to compile a data set from a large population of lactating dairy cows. Biomarkers measured were those associated with energy balance (β-hydroxybutyrate [BHB] and nonesterified fatty acids [NEFA]), protein nutritional status (urea and albumin), immune status (globulin, albumin to globulin ratio and haptoglobin), and macromineral status (calcium and magnesium). Associations between biomarker concentrations and mating start date to conception interval were investigated using Cox proportional hazard models, using between 634 and 1,121 lactations (varying by biomarker) from 632 to 1,103 cows and 11 to 17 mating periods from 10 to 13 herds. Based on hazard ratio (HR) estimates and associated 95% confidence intervals (CI), hazard of conception on any particular day of the herds' mating periods was positively associated with the concentrations of albumin (HR = 1.09; 95% CI: 1.05-1.12), albumin to globulin ratio (HR = 2.82; 95% CI: 1.66-4.79), calcium (HR = 2.01; 95% CI: 1.18-3.43), and magnesium (HR = 2.17; 95% CI: 1.01-4.66), and negatively associated with globulin concentration (HR = 0.98; 95% CI: 0.97 to 1.00). There was also some evidence that NEFA concentration was negatively associated (HR = 0.76; 95% CI: 0.57 to 1.01), and urea concentration positively associated (HR = 1.05; 95% CI: 0.99 to 1.11), with reproductive performance, but no evidence that BHB and haptoglobin concentrations were associated with reproductive performance. Except for NEFA, presence and direction of the associations between the biomarker and milk yield were not discordant with that for reproductive performance. Also, except for NEFA, we found no substantial evidence of nonlinear relationships between biomarker concentration and either reproductive performance or milk yield. Correlations between biomarker concentrations were generally weak, indicating that multibiomarker panels may collectively predict reproductive performance better than any single biomarker. We noted substantial variation in the concentrations of all biomarkers within, and for some biomarkers, between herd-year groups. Collectively, these results indicate that there may be scope to improve biomarker concentrations through nutritional, management, and genetic interventions, and by association, reproductive performance and milk yield may also improve.

摘要

在这项单队列研究中,我们调查了在哺乳期的前 30 天内测量的一系列血清生物标志物的浓度与随后的繁殖性能(交配开始日期到受孕间隔)之间的关系,这些繁殖性能是在基于牧场的荷斯坦奶牛中测量的。次要目标是检查生物标志物浓度与 305 天产奶量之间的关系,以评估生物标志物浓度与繁殖性能之间的任何正相关是否可以通过降低产奶量来解释。所使用的数据是作为 2017 年至 2020 年正在进行的项目的一部分收集的,目的是从大量泌乳奶牛的数据集中编制一个数据集。测量的生物标志物与能量平衡有关(β-羟丁酸[BHB]和非酯化脂肪酸[NEFA])、蛋白质营养状况(尿素和白蛋白)、免疫状况(球蛋白、白蛋白与球蛋白比和触珠蛋白)以及宏量矿物质状况(钙和镁)。使用 Cox 比例风险模型调查了生物标志物浓度与交配开始日期到受孕间隔之间的关系,使用了 632 至 1,103 头奶牛的 634 至 1,121 次哺乳(因生物标志物而异)和 10 至 13 个牛群的 11 至 17 个交配期。基于危险比(HR)估计值及其相关的 95%置信区间(CI),牛群交配期的任何特定日子受孕的危险与白蛋白浓度呈正相关(HR = 1.09;95%CI:1.05-1.12),白蛋白与球蛋白比(HR = 2.82;95%CI:1.66-4.79),钙(HR = 2.01;95%CI:1.18-3.43)和镁(HR = 2.17;95%CI:1.01-4.66),与球蛋白浓度呈负相关(HR = 0.98;95%CI:0.97-1.00)。还有一些证据表明,NEFA 浓度呈负相关(HR = 0.76;95%CI:0.57-1.01),尿素浓度呈正相关(HR = 1.05;95%CI:0.99-1.11)与繁殖性能有关,但没有证据表明 BHB 和触珠蛋白浓度与繁殖性能有关。除了 NEFA,生物标志物与产奶量之间的关联的存在和方向与繁殖性能不一致。此外,除了 NEFA 之外,我们没有发现生物标志物浓度与繁殖性能或产奶量之间存在实质性的非线性关系。生物标志物浓度之间的相关性通常较弱,这表明多生物标志物面板可能比任何单个生物标志物更能综合预测繁殖性能。我们注意到所有生物标志物的浓度在内部以及在某些生物标志物之间存在很大差异,并且在 herd-year 组之间也存在差异。总的来说,这些结果表明,通过营养、管理和遗传干预,有可能改善生物标志物的浓度,从而提高繁殖性能和产奶量。

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