基于机器学习算法的奶牛疾病预测模型的研究

【目的】评估建立奶牛疾病预测模型的6种机器学习(machine learning, ML)算法的性能及预测变量的重要性。【方法】选取2020年12月至2021年11月,共计944头泌乳牛的生产信息、行为信息作为预测因子,疾病信息作为输出变量,训练并验证模型。将日产奶量、反刍量、活动量、胎次和泌乳天数作为输入变量,利用ML算法建立奶牛疾病的预测模型,评估决策树(Decision Tree, DT) C5.0、CHAID算法、人工神经网络(Artificial Neural Network, ANN)、随机森林(Random Forests, RF)、贝叶斯网络(Bayesian Networks, BN)和逻辑回归(Logistic Regression, LR)6种ML算法的性能,评估预测变量的重要性,以及将胎次和泌乳天数纳入预测变量后模型性能的改善情况。采用敏感性和特异性评估模型性能,按照权重排序评估输入变量对模型预测的重要性。【结果】DT C5.0算法敏感性>85%,特异性>90%,为性能最佳的模型;RF总敏感性为56.8%,对各类牛预测的性能较稳定;ANN、BN、DT...     

辅料及微生物菌剂对羊粪好氧堆肥腐熟度的影响

好氧堆肥是目前有效的羊粪资源化利用方式,本研究旨在探究辅料及微生物菌剂对羊粪好氧堆肥腐熟度的影响.以羊粪、水稻秸秆、菌糠为堆肥原料,加入外源菌剂,检测各个处理的理化指标,生物学指标和重金属指标.平均温度Z4＞Z3＞Z2＞Z1,最高温度68.1℃,69.1℃,69.3℃,71.1℃.pH先升高再降低,堆肥结束为8.53、...     

黑龙江农垦齐齐哈尔管理局奶牛养殖小区饲养经营模式及效益的探析

对农垦齐齐哈尔管理局奶牛养殖小区的饲养经营模式及效益进行了调查,分析了奶牛小区建设给奶牛群带来的主要变化。通过分析不同模式奶牛小区生产经营状况,确定适合该地区奶牛业发展的奶牛小区经营模式。     

Utilization of Livestock''s Dejection as Biogas Origin in Building New Countryside in Heilongjiang Province--Developing Utilization of Biogas and Promoting Energy-saving and Emission Reduction

With the startup and execution of new socialistic countryside construction in Heilongjiang Province,the transition from castoff to resource is strengthened in the countryside,aiming at neat appearance of the countryside,clean production and saving energy.People produce biogas and provide the countryside with new energy by means of turning livestock's dejection into resources,composting of the plant and animal's leavings in the courtyard and even in the factory.It is helpful for the countryside to conserve t...     

Fertilizer value of nitrogen in hen and broiler manure after application to spring barley using different application timing

The nitrogen (N) fertilizer effect of layer hen and broiler manure applied at different times on spring barley yield was studied in seven Swedish field experiments during 2005–2008. Two experiments had parallel field incubations to study N release after fertilizer application. The effect of total N in manure on N offtake was 30–40% that of mineral N, except in a dry year, when the effect was very low. Although the relative proportions of ammonium N, uric acid N and other N differed between the hen and broiler manure, the effect of total N was similar for both. In field incubations, mineral N decreased from 75 to 60% of total N applied in hen manure, whereas it increased from 20 to 50% in broiler manure, because of net immobilization and release, respectively. The limited fertilizer nitrogen replacement value, corresponding to only 30–40% of total N, could be as a result of ammonia volatilization after rather shallow incorporation with harrow. Net N release from broiler manure lasted for 6–8 weeks after application, after which it generally ceased. In some cases, manure application in early spring gave better yield effects than application at sowing, probably because of better synchronization of the N release with crop N requirements. The residual N effect on the N offtake in crop in the year after manure application was on average 3% of the total N applied, equivalent to a fertilizer replacement value of about 6%.     

Effect of feed restriction on dairy cow milk production: a review

In the dairy cow, negative energy balance affects milk yield and composition as well as animal health. Studying the effects of negative energy balance on dairy cow milk production is thus essential. Feed restriction (FR) experiments attempting to reproduce negative energy balance by reducing the quantity or quality of the diet were conducted in order to better describe the animal physiology changes. The study of FR is also of interest since with climate change issues, cows may be increasingly faced with periods of drought leading to a shortage of forages. The aim of this article is to review the effects of FR during lactation in dairy cows to obtain a better understanding of metabolism changes and how it affects mammary gland activity and milk production and composition. A total of 41 papers studying FR in lactating cows were used to investigate physiological changes induced by these protocols. FR protocols affect the entire animal metabolism as indicated by changes in blood metabolites such as a decrease in glucose concentration and an increase in non-esterified fatty acid or β-hydroxybutyrate concentrations; hormonal regulations such as a decrease in insulin and insulin-like growth factor I or an increase in growth hormone concentrations. These variations indicated a mobilization of body reserve in most studies. FR also affects mammary gland activity through changes in gene expression and could affect mammary cell turnover through cell apoptosis, cell proliferation, and exfoliation of mammary epithelial cells into milk. Because of modifications of the mammary gland and general metabolism, FR decreases milk production and can affect milk composition with decreased lactose and protein concentrations and increased fat concentration. These effects, however, can vary widely depending on the type of restriction, its duration and intensity, or the stage of lactation in which it takes place. Finally, to avoid yield loss and metabolic disorders, it is important to identify reliable biomarkers to monitor energy balance.     

高表达线粒体融合蛋白2(MFN2)可抑制高BHBA活化的奶牛肝细胞NF-κB炎性通路

为研究线粒体融合蛋白2(mitofusin 2,MFN2)对高β-羟丁酸(β-hydroxybutyrate,BHBA)活化NF-κB炎性通路的影响,体外培养奶牛肝细胞,添加不同浓度(0.0,1.2,2.4,4.8 mmol/L)的BHBA,并转染过表达MFN2的腺病毒,运用Western blot和qRT-PCR技术检测NF-κB炎性通路关键分子的基因和蛋白表达。结果显示,随着BHBA浓度的增加,IKBα和NF-κB p65的磷酸化水平以及IL-1β、IL-6和TNFα的mRNA表达均显著升高,MFN2的基因和蛋白表达水平则显著降低;过表达MFN2后,显著抑制了高BHBA诱导的IKBα和NF-κB p65磷酸化水平及IL-1β、IL-6、TNFαmRNA表达水平的升高。结果表明,在奶牛肝细胞中过表达MFN2可以显著抑制高BHBA活化的NF-κB炎性通路。     

奶牛常见繁殖疾病诊断与治疗

中国乳制品消费水平位于全球前三,奶牛养殖业在国内具有很大的发展潜力。随着奶牛养殖业的发展和扩大,繁殖疾病成为影响奶牛场经济效益的因素之一。繁殖疾病的发生和很多因素有关,包括营养、卫生等方面,体内激素不平衡也会诱发繁殖疾病的发生。本文对引起奶牛繁殖疾病的主要发病原因、临床症状、病理变化、临床诊断及治疗方法进行归纳总结,以期为繁殖疾病的诊断治疗提供理论基础。     

1株奶牛源松鼠葡萄球菌的分离鉴定及耐药性分析

为确定奶牛垫料中是否含有病原菌并深入了解垫料中优势生长菌的类型、耐药性及致病性等情况,本试验进行了细菌分离培养、革兰染色镜检、生化试验鉴定、16S rDNA序列分析及同源性比对、药敏试验、小鼠致病性试验。结果显示,分离菌在普通营养琼脂平板上形成圆形、表面光滑的白色菌落,血琼脂平板上形成黏稠、较大的白色菌落。革兰染色镜检结果显示,分离菌为革兰阳性,球型,呈葡萄串状排列,或单个散落。生化试验结果显示,分离菌对木糖、葡萄糖、麦芽糖、果糖、乳糖、硝酸盐还原等呈阳性反应,而蜜二糖、木糖醇、山梨醇、尿素、V-P反应等呈阴性反应。16S rDNA序列分析结果显示,扩增的16S rDNA序列长度为1 298 bp,与松鼠葡萄球菌的核苷酸同源性达99.85%~100%;系统进化树结果显示,分离菌与松鼠葡萄球菌处于同一分支。动物试验结果表明,分离菌株对试验小鼠有较强的致病性,以0.2 mL/只（7.9×10⁸ CFU/mL）菌液的剂量接种小鼠,在48 h内死亡率为60%（3/5）。药敏特性分析结果显示,分离菌株对复方新诺明、氨苄西林等7种药物敏感,对克林霉素、头孢噻肟和头孢呋辛中度敏感,对青霉素、红霉素和林可霉素耐药。本研究为奶牛源松鼠葡萄球菌的分离鉴定及防控提供了参考依据。     

Green tea polyphenols supplementation alters immunometabolism and oxidative stress in dairy cows with hyperketonemia

Peripartal cows often experience negative energy balance, and are therefore prone to suffering from metabolic diseases such as hyperketonemia, which causes financial losses in dairy farms. This study aimed to investigate the effect of green tea polyphenol (GTP) supplementation during the periparturient period on production performance, oxidative stress and immunometabolism in dairy cows with hyperketonemia. One hundred Holstein cows were assigned to GTP (0.2 g/kg DM; n = 50) or control (without GTP; n = 50) group based on body weight, previous milk yield, and parity on d 15 before expected parturition. Subsequently, 10 cows with hyperketonemia were selected from each group, according to blood β-hydroxybutyric acid (BHBA) concentration between 1.2 and 2.9 mmol/L from 2 to 3 d postpartum. All cows were fed a close-up diet and a lactation diet with or without GTP supply from 15 d prepartum until 30 d postpartum. Milk and blood samples were obtained from 20 cows selected with hyperketonemia on 10, 20, and 30 d postpartum. Compared with control cows, greater milk yield and lower somatic cell count were observed in GTP cows. The GTP group had lower concentrations of BHBA, free fatty acids, cholesterol, triglyceride, reactive oxygen species, malondialdehyde, and hydrogen peroxide, greater concentrations of glucose, lower activities of aspartate aminotransferase, alanine aminotransferase, and glutamyl transpeptidase, alongside greater activities of superoxide dismutase, glutathione peroxidase, and total antioxidant capacity. Additionally, GTP supplementation up-regulated concentrations of interleukin-6 and interleukin-10, but down-regulated concentrations of tumor necrosis factor-α, interleukin-1β, interleukin-2, interleukin-8, and interferon-γ in plasma. Greater concentrations of plasma immunoglobulin G were also detected in the GTP group. Overall, the data suggested that GTP supplementation from 15 d prepartum to 30 d postpartum improved the milk yield and health status in cows with hyperketonemia during early lactation.