somatic cell count

体细胞计数
  • 文章类型: Journal Article
    牛乳腺炎是奶牛的重要且昂贵的疾病。通常在巴西进行的诊断方法是体细胞计数(SCC)和牛奶微生物学。牛奶中细菌的低脱落意味着微生物测试中没有菌落生长和假阴性结果。无乳链球菌和金黄色葡萄球菌是混合乳腺炎的主要病原体。然而,无乳链球菌从乳腺中的细菌释放量比金黄色葡萄球菌高,影响诊断金黄色葡萄球菌的微生物敏感性。本研究旨在根据乳中分离的病原体估算奶牛的SCC和总细菌计数(TBC),并通过无乳链球菌治疗期间的微生物学试验评估金黄色葡萄球菌诊断的变化。这就是所谓的闪电战疗法。无乳链球菌和金黄色葡萄球菌均表现出高SCC手段,尽管无乳链球菌的细菌脱落量是金黄色葡萄球菌的2.3倍。无乳链球菌治疗期间,对金黄色葡萄球菌的微生物敏感性增加了5个月。无乳链球菌的患病率在5个月的治疗程序后下降。金黄色葡萄球菌的患病率增加到39.0。结果表明,由于灵敏度高,聚合酶链反应(PCR)可以在突击治疗开始时使用,目的是从乳牛群中根除无乳链球菌。
    Bovine mastitis is an important and costly disease to dairy cattle. Diagnostic methods usually performed in Brazil are somatic cell counts (SCC) and milk microbiology. Low bacteria shedding in milk implies no colony growth in microbiological tests and false negative results. Streptococcus agalactiae and Staphylococcus aureus are principal pathogens of mixed mastitis. However, S. agalactiae has a higher bacterial release from the mammary gland than S. aureus, affecting microbiological sensitivity to diagnose S. aureus. This study aimed to estimate the SCC and total bacterial count (TBC) from cows according to pathogen isolated in milk and to evaluate variation in S. aureus diagnosis by a microbiological test during S. agalactiae treatment, which is called blitz therapy. Both S. agalactiae and S. aureus presented high SCC means, although S. agalactiae showed shedding of bacteria 2.3 times greater than S. aureus. Microbiological sensitivity to S. aureus increased for 5 months during S. agalactiae treatment. The prevalence of S. agalactiae fell after 5 months of therapeutic procedures. The prevalence of S. aureus increased to 39.0. The results showed that due to high sensitivity, the polymerase chain reaction (PCR) could be used at the beginning of blitz therapy with the goal of S. agalactiae eradication from the dairy herd.
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  • 文章类型: Journal Article
    本研究研究了低频挤奶对羊奶中抗菌成分浓度的影响。将16只山羊分为两组,每组8只:每2d挤奶一次3次(连续6天,三次组)或五次(持续10天,五次组)。在其他日子,每天进行一次挤奶。收集牛奶,和牛奶产量,体细胞计数(SCC),和一些抗菌蛋白如乳铁蛋白(LF)的浓度,S100A7,IgA,测定牛奶中的钠离子(Na+)。在低挤奶频率期间,两组的产奶量均显着下降,其次是增加以上的低频挤奶周期在两组。相比之下,在低频挤奶期间,两组牛奶中的SCC和LF浓度均增加。低频挤奶期后,牛奶中S100A7的浓度暂时下降,其次是显著增加。在此期间的S100A7浓度在5倍组中高于在3倍组中。这些结果表明,低频挤奶导致产奶量逐渐降低,抗菌成分随之增加。例如LF和S100A7,在牛奶中。抗微生物组分的这种增加可用于预防乳腺炎。
    This study examined the effects of low frequency milking on the concentrations of antimicrobial components in goat milk. Sixteen goats were divided into two groups of eight each: milking once every 2 d three times (for six days, three times group) or five times (for 10 days, five times group). On other days, milking was performed once daily. Milk was collected, and milk yield, somatic cell count (SCC), and the concentrations of some antimicrobial proteins such as lactoferrin (LF), S100A7, IgA, and sodium ions (Na+) in milk were measured. Milk yield significantly decreased in both the groups during the low-milking frequency period, followed by an increase above the low frequency milking period in both groups. In contrast, SCC and LF concentrations in milk increased in both groups during the low frequency milking period. The concentration of S100A7 in milk temporarily decreased after the low frequency milking period, followed by a significant increase. The S100A7 concentration during this period was higher in the five times group than in the three times group. These results indicated that low frequency milking induced a gradual decrease in milk yield and a concomitant increase in antimicrobial components, such as LF and S100A7, in milk. This increase in the antimicrobial components may be useful in preventing mastitis.
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  • 文章类型: Journal Article
    牛奶中的奇偶校验和体细胞计数(SCC)阈值对乳房形态的影响,挤奶特性,在泌乳中期的41只Canarian山羊中评估了牛奶成分。根据胎次划分动物(第1次,2nd,and3rd),并将牛奶中的SCC阈值设定为2000×103个细胞/mL,以评估该因素对不同测量参数的影响。结果表明,初产山羊的乳房较多产山羊更小,扩张程度更小,但是在牛奶流量参数上没有检测到差异。此外,当奇偶校验增加时,SCC和总细菌计数(TBC)趋于更高。另一方面,与数量超过预定阈值的山羊相比,SCC≤2000×103的山羊具有更高的水箱-地板距离(CF)和更低的TBC值。结果表明,通过选择乳房形态性状可以减少SCC。此外,牛奶流量参数似乎不是确定加那利山羊乳房健康状况的工具,但需要长期研究来验证。
    The effects of parity and somatic cell count in milk (SCC) threshold on the udder morphology, milkability traits, and milk composition was evaluated in 41 Canarian goats in mid-lactation. The animals were divided according to parity (1st, 2nd, and 3rd), and a SCC threshold of 2000 × 103 cells/mL in milk was set to evaluate the effect of this factor on the different measured parameters. Results showed that primiparous goats had the udder smaller and less distended than multiparous goats, but no differences were detected on milk flow parameters. Furthermore, SCC and total bacterial count (TBC) tended to be higher when the parity increased. On the other hand, goats with SCC ≤ 2000 × 103 had higher cistern-floor distance (CF) and lower TBC values compared with those goats with a count above the predetermined threshold. The results suggest that a reduction in SCC can be achieved by a selection of udder morphological traits. Moreover, milk flow parameters do not seem to be a tool to determine the udder health status in Canarian goats, but long-term studies are needed to verify it.
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  • 文章类型: Journal Article
    奶牛乳房健康的遗传改善具有高度相关性,因为乳腺炎是最普遍的疾病之一。由于已知乳腺炎的遗传率很低,而且乳腺炎病例的直接数据通常无法大量获得,辅助性状,例如体细胞计数(SCC)用于乳房健康的遗传评估。在以往的研究中,建立了基于中红外(MIR)光谱数据和体细胞计数衍生评分(SCS)预测临床乳腺炎的模型。这些模型可以提供每头牛在每个测试日的乳腺炎概率,它可能作为乳房健康遗传评估的额外辅助性状。此外,MIR光谱数据用于估计乳铁蛋白的含量,一种与免疫反应正相关的糖蛋白。本研究旨在估计临床乳腺炎诊断(CM)的遗传力(H2)和遗传相关性(RA),SCS,MIR预测的乳腺炎概率(MIRprob),MIR+SCS预测的乳腺炎概率(MIRSCSprob)和乳铁蛋白估计值(LF)。这项研究的数据是在2014年至2021年奥地利的常规牛奶记录和健康监测系统中收集的,其中包括约54,000头Fleckvieh奶牛的记录。在两个数据集中进行了分析,包括牛奶中5到150天或5到305天的测试日记录。应用预测模型来获得基于MIR和SCS的表型(MIRprob,MIRSCSprob,LF).为了估计遗传力和遗传相关性,对所有性状应用双变量线性动物模型。泌乳模型用于CM,定义为二元特征,和所有其他连续性状的测试日模型。除了随机的动物遗传效应,在所有模型中都考虑了产卵年季节和产卵年龄的固定效应以及随机永久性环境效应。对于CM,随机羊群年效应,对于连续性状,还拟合了随机羊群试验日效应和牛奶中的协变量日(线性和二次)。在两个数据集中获得的遗传参数相似。对于CM发现的遗传力预期较低(h2=0.02)。对于SCS和MIRSCSprob,遗传力估计值为0.23至0.25,MIRprob和LF的遗传力估计值为0.15至0.17。CM与SCS和MIRSCSprob高度相关(ra=0.85至0.88)。在150天和305天的牛奶中,CM与MIRprob的遗传相关性中等(ra=0.26和0.37),分别为低LF(h2=0.10和0.11)。然而,基本选择指数计算表明,新的MIR预测表型的附加值对于乳房健康的遗传评估是有限的。
    Genetic improvement of udder health in dairy cows is of high relevance as mastitis is one of the most prevalent diseases. Since it is known that the heritability of mastitis is low and direct data on mastitis cases are often not available in large numbers, auxiliary traits, such as somatic cell count (SCC) are used for the genetic evaluation of udder health. In previous studies, models to predict clinical mastitis based on mid-infrared (MIR) spectral data and a somatic cell count-derived score (SCS) were developed. Those models can provide a probability of mastitis for each cow at every test-day, which is potentially useful as an additional auxiliary trait for the genetic evaluation of udder health. Furthermore, MIR spectral data were used to estimate contents of lactoferrin, a glycoprotein positively associated with immune response. The present study aimed to estimate heritabilities (h2) and genetic correlations (ra) for clinical mastitis diagnosis (CM), SCS, MIR-predicted mastitis probability (MIRprob), MIR + SCS-predicted mastitis probability (MIRSCSprob) and lactoferrin estimates (LF). Data for this study were collected within the routine milk recording and health monitoring system of Austria from 2014 to 2021 and included records of approximately 54,000 Fleckvieh cows. Analyses were performed in two datasets, including test-day records from 5 to 150 or 5 to 305 days in milk. Prediction models were applied to obtain MIR- and SCS-based phenotypes (MIRprob, MIRSCSprob, LF). To estimate heritabilities and genetic correlations bivariate linear animal models were applied for all traits. A lactation model was used for CM, defined as a binary trait, and a test-day model for all other continuous traits. In addition to the random animal genetic effect, the fixed effects year-season of calving and parity-age at calving and the random permanent environmental effect were considered in all models. For CM the random herd-year effect, for continuous traits the random herd-test day effect and the covariate days in milk (linear and quadratic) were additionally fitted. The obtained genetic parameters were similar in both datasets. The heritability found for CM was expectedly low (h2 = 0.02). For SCS and MIRSCSprob, heritability estimates ranged from 0.23 to 0.25, and for MIRprob and LF from 0.15 to 0.17. CM was highly correlated with SCS and MIRSCSprob (ra = 0.85 to 0.88). Genetic correlations of CM were moderate with MIRprob (ra = 0.26 and 0.37) during 150 and 305 days in milk, respectively and low with LF (h2 = 0.10 and 0.11). However, basic selection index calculations indicate that the added value of the new MIR-predicted phenotypes is limited for genetic evaluation of udder health.
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  • 文章类型: Journal Article
    在过去的几十年里,刺山梨被认为是缓解不同疾病的传统疗法。乳腺炎导致产奶量减少,通常用可注射和乳房内抗生素治疗。
    研究刺五加根提取物对亚临床型乳房母羊的治疗作用。
    完全,从属于Al-Najaf市的某些地区的羊群中随机选择了164只泌乳母羊(Najaf,伊拉克)从9月到12月(2022年)。在治疗之前和治疗后每周一次对每个研究动物进行牛奶的直接取样,持续6周(42天),以直接通过加利福尼亚乳腺炎测试(CMT)进行测试。
    关于乙醇根提取物的植物化学测试,研究结果表明,生物碱的浓度显着增加,黄酮类化合物,多酚,和单宁与其他成分如香豆素相比,皂苷,糖苷,氨基酸,和类固醇。在这项研究中,有44.51%的母羊感染了亚临床型乳腺炎,涉及25.61%,13.41%,得分1、2和3分别为5.49%。与治疗前一周相比,治疗第1周的所有评分值均无明显变化.然而,第2周的0分;第3周的0分和2分;第4周的0分,1分和2分;第5周和第6周的所有得分的值均存在显著差异.
    这代表了伊拉克的第一项研究,目的是使用棘刺根提取物治疗绵羊的亚临床乳腺炎。乙醇提取物的植物化学测试表明存在可变量的化合物,这些化合物通过减少感染该疾病的母羊的数量来反映它们对治疗动物的影响。此外,研究是非常重要的,以估计的其他部位的治疗效果的刺,如叶子和种子,疾病和其他动物疾病。
    UNASSIGNED: Over the past decades, Capparis spinosa has been considered a traditional therapy for relieving different illnesses. Mastitis causes a decrease in milk production and is usually treated with injectable and intra-mammary antibiotics.
    UNASSIGNED: Investigating the therapeutic effects of C. spinosa root extract on subclinically mastitic ewes.
    UNASSIGNED: Totally, 164 lactating ewes were selected randomly from the flocks that existed in some areas belonging to Al-Najaf City (Najaf, Iraq) from September to December (2022). Each study animal was subjected to direct sampling of milk before and once each week for 6 weeks (42 days) post treatment to be tested directly by the California mastitis test (CMT).
    UNASSIGNED: Concerning phytochemical testing of ethanolic root extract, the findings revealed a significant increase in the concentration of alkaloids, flavonoids, polyphenols, and tannins when compared to other components such as coumarins, saponin, glycosides, amino acids, and steroids. In this study, there were 44.51% infected ewes with subclinical mastitis, involving 25.61%, 13.41%, and 5.49% for scores 1, 2, and 3, respectively. In comparison with pre-treatment week, insignificant alteration was seen in the values of all scores in therapeutic week 1. However, significant differences were initiated in values of score 0 in week 2; score 0 and score 2 in week 3; score 0, score 1, and score 2 in week 4; and values of all scores in weeks 5 and 6.
    UNASSIGNED: This represents the first Iraqi study aimed at the treatment of subclinical mastitis in sheep using the root extract of C. spinosa. Phytochemical testing of ethanolic extract revealed the presence of variable amounts of chemical compounds that reflect their effects on treated animals by decreasing the number of infected ewes with the disease. Moreover, studies are greatly important to estimate the therapeutic effects of other parts of C. spinosa such as leaves and seeds, on the disease and other animal diseases.
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  • 文章类型: Journal Article
    总细菌计数(TBC)和体细胞计数(SCC)是羊奶的重要质量参数。超过散装牛奶TBC(BMTBC)阈值会导致荷兰奶山羊养殖户的价格处罚。控制这些牛奶质量参数可能具有挑战性,尤其是在开玩笑。首先,我们描述了过去22年荷兰散装牛奶的人口普查数据中TBC和SCC的变化和峰值。第二,为了探索这些海拔的原因,我们研究了TBC和SCC在个别山羊奶中的变化,从3周前至5周后,他们与全身反应标志物干扰素-γ(IFN-γ)的关系,钙卫蛋白,β-羟基丁酸酯(BHB),身体状况评分(BCS)和粪便稠度。我们每周参观4个荷兰奶山羊养殖场,大约开玩笑10到16周。一些山羊已经干了,其他山羊在整个怀孕期间连续挤奶。从141只山羊中收集了总共1,886个牛奶样品,用于自动流式细胞术定量TBC和SCC测量。IFN-γ,在同一只山羊的血液中测定了两次钙卫蛋白和BHB,大多数样本都是在开玩笑后收集的。在开玩笑之前和之后对BCS和粪便稠度进行视觉评分。我们发现TBC和SCC之间存在很强的相关性(Spearman的rho=0.87)。此外,在开玩笑前的第三周,平均TBC(5.67log10cfu/mL)和SCC(6.70log10细胞/mL)明显高于开玩笑后第五周,其中平均TBC降至4.20log10cfu/mL,平均SCC降至5.92log10细胞/mL。在多变量线性回归模型中,农场和泌乳阶段与TBC和SCC显著相关,但没有一个全身反应标记与TBC或SCC相关。总之,奶山羊的TBC和SCC在泌乳后期较高,分娩后不久下降。对于SCC,稀释效应可能导致了减少,但这对TBC来说是不合理的。此外,羊奶中细菌和细胞的排泄与所选的全身反应标记无关,这些标记被选作一般免疫状态的读出,肠道健康和代谢疾病。因此,我们假设分娩前TBC的增加和分娩后的减少是由其他系统引起的,可能是荷尔蒙,进程。为了减少BMTBC和BMSCC,建议在哺乳结束时,将牛奶中细菌和细胞数量最多的山羊牛奶留在散装牛奶之外。需要进一步的研究来研究从散装罐中扣留这种最终泌乳奶的效果。
    Total bacterial count (TBC) and somatic cell count (SCC) are important quality parameters in goat milk. Exceeding the bulk milk TBC (BMTBC) thresholds leads to price penalties for Dutch dairy goat farmers. Controlling these milk quality parameters can be challenging, especially around kidding. First, we describe the variation and the peaks around kidding of TBC and SCC in census data on Dutch bulk milk over the last 22 years. Second, to explore causes of these elevations, we studied the variation of TBC and SCC in individual goat milk from 3 weeks before to 5 weeks after kidding and their association with systemic response markers interferon-γ (IFN-γ), calprotectin, β-hydroxybutyrate (BHB), body condition score (BCS) and fecal consistency. We visited 4 Dutch dairy goat farms weekly for 10 to 16 weeks around kidding. Some of the goats had been dried off, other goats were milked continuously throughout pregnancy. A total of 1,886 milk samples from 141 goats were collected for automated flowcytometric quantification of TBC and SCC measurement. IFN-γ, calprotectin and BHB were determined twice in blood of the same goats, most samples were collected after kidding. The BCS and fecal consistency were scored visually before and after kidding. We found a strong correlation between TBC and SCC (Spearman\'s rho = 0.87) around kidding. Furthermore, in the third week before kidding, the average TBC (5.67 log10 cfu/mL) and SCC (6.70 log10 cells/mL) were significantly higher compared with the fifth week after kidding, where the average TBC decreased to 4.20 log10 cfu/mL and the average SCC decreased to 5.92 log10 cells/mL. In multivariable linear regression models, farm and stage of lactation were significantly associated with TBC and SCC, but none of the systemic response markers correlated with TBC or SCC. In conclusion, TBC and SCC in dairy goats were high in late lactation and decreased shortly after parturition. For SCC, the dilution effect might have caused the decrease, but this was not plausible for TBC. Moreover, the excretion of bacteria and cells in goat milk was not associated with the selected systemic response markers that were chosen as a read out for general immunity status, intestinal health and metabolic diseases. Therefore, we assume that the TBC increase before kidding and the decrease after parturition is caused by other systemic, possibly hormonal, processes. To reduce BMTBC and BMSCC, it would be advisable to keep milk of goats with highest numbers of bacteria and cells in their milk out of the bulk milk during end lactation. Further studies are needed to investigate the effects of withholding this end lactation milk from the bulk tank.
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  • 文章类型: Journal Article
    常见垫料材料的短缺和成本的增加导致瑞典的奶农考虑使用回收的粪肥固体(RMS),容易获得和低成本,作为替代床上用品。主要风险是对乳房健康和牛奶质量的影响,但RMS也会影响动物福利和爪子健康。使用RMS垫层的利弊尚未得到充分研究,和其他国家的发现不能直接适用于瑞典的条件和气候。这项观察性横断面研究调查了使用RMS作为垫料与动物福利某些方面的关联,牛群健康,牛奶质量,和瑞典奶牛群的床上用品成本。比较了34个使用RMS或刨花/木屑的奶牛场(每个n=17)。在2020-2021年的住房期间,每个农场都被访问了2次,一次在10月至12月,一次在3月至5月。观察到奶牛谷仓,动物福利进行了评估,并测量了自由失速尺寸。农场主接受了关于住房制度特点的采访,羊群表现,和羊群管理。有关牛奶生产和牛群健康的数据来自瑞典官方10月至3月的室内牛奶记录计划。从该时期的国家爪健康数据库中收集了爪障碍的患病率和异常的爪构象,十月-五月。每次农场参观,谷仓外未使用的床上用品和免费摊位使用的床上用品的复合样品,分别,进行细菌总数和干物质分析。在访问中采集用于测定总细菌计数的散装罐奶样品。此外,收集并分析了未使用和使用过的床上用品和小巷中的粪便样品,以分析与指性皮炎(DD)相关的3种密螺旋体。未使用的细菌总数(8.50log10cfu/g)和使用的RMS垫层(9.75log10cfu/g)明显高于刨花/锯末(使用的4.74;未使用的8.63log10cfu/g),但散装牛奶总细菌计数(中位数4.07对3.89log10cfu/mL)或体细胞计数(中位数243,800对229,200个细胞/mL)没有显著差异.评估的动物福利方面在两个床上用品系统之间没有显着差异,而全爪障碍的患病率(25.9%与修剪奶牛的38.0%),在RMS牛群中,皮炎(6.9对16.2%的修剪母牛)和单发溃疡(2.0对4.0%的修剪母牛)明显较低。密螺旋体属。在未使用的RMS材料中未检测到,但是所有RMS牛群在足部修剪时都有DD记录。根据2021年冬季的采访结果和价格水平进行的经济评估显示,RMS床上用品的成本随RMS的产量而变化。因此,RMS是瑞典奶牛的潜在替代床上用品,可以成为大型奶牛群的有利可图的选择。然而,材料中细菌总量高,需要注意床上用品和挤奶程序,并定期监测畜群健康。
    Increasing shortages and costs of common bedding materials have led dairy farmers in Sweden to consider using recycled manure solids (RMS), which are readily available and low-cost, as an alternative bedding material. The main risks are effects on udder health and milk quality, but RMS could also affect animal welfare and claw health. The advantages and disadvantages of using RMS bedding have not been fully investigated, and findings in other countries cannot be directly applied to Swedish conditions and climate. This observational cross-sectional study investigated the use of RMS as bedding regarding associations with certain aspects of animal welfare, herd health, milk quality, and bedding costs in Swedish dairy herds. Thirty-four dairy farms using RMS or wood shavings/sawdust (each n = 17) were compared. Each farm was visited 2 times during the housing period 2020-2021, once in October-December and once in March-May. Dairy barns were observed, animal welfare was assessed, and free-stall dimensions were measured. Farm owners were interviewed about housing system characteristics, herd performance, and herd management. Data on milk production and herd health were obtained from the Swedish official milk recording scheme for the indoor period October-March. The prevalence of claw disorders and abnormal claw conformation were collected from the national claw health database for the period, October-May. On each farm visit, composite samples of unused bedding outside the barn and used bedding material from the free stalls, respectively, were taken for total bacterial count and dry matter analysis. Samples of bulk tank milk for determination of total bacterial count were taken in connection to the visits. In addition, samples of unused and used bedding material and manure from alleys for analysis of 3 Treponema species associated with digital dermatitis (DD) were gathered and analyzed. Total bacterial count was significantly higher in unused (8.50 log10 cfu/g) and used RMS bedding (9.75 log10 cfu/g) than in wood shavings/sawdust (used 4.74; unused 8.63 log10 cfu/g), but there were no significant differences in bulk milk total bacterial count (median 4.07 versus 3.89 log10 cfu/mL) or somatic cell count (median 243,800 versus 229,200 cells /mL). The aspects of animal welfare that were assessed did not differ significantly between the 2 bedding systems, while the prevalence of total claw disorders (25.9 versus 38.0% of trimmed cows), dermatitis (6.9 versus 16.2% of trimmed cows) and sole ulcers (2.0 versus 4.0% of trimmed cows) were significantly lower in the RMS herds. Treponema spp. were not detected in unused RMS material, but all RMS herds had presence of DD recorded at foot trimming. An economic assessment based on the interview results and price level from winter 2021 revealed that the costs of RMS bedding varied with amount of RMS produced. Thus, RMS is a potential alternative bedding material for dairy cows in Sweden and can be a profitable option for large dairy herds. However, the high level of total bacteria in the material requires attention to bedding and milking routines as well as regular monitoring of herd health.
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  • 文章类型: Journal Article
    乳腺炎是最主要的疾病之一,对全球牧场产品产生负面影响。它减少了牛奶产量,损害牛奶质量,增加治疗费用,甚至导致动物过早被淘汰。此外,不及时采取有效措施将导致疾病蔓延。减少乳腺炎造成的损失的关键在于疾病的早期发现。具有强大特征提取能力的深度学习在医学领域的应用日益受到重视。本研究的主要目的是基于271只水牛乳房的3054张超声图像,建立水牛四分之一级乳腺炎检测的深度学习网络。生成两个数据集,其中体细胞计数(SCC)的阈值设置为2×105个细胞/mL和4×105个细胞/mL,分别。SCC小于阈值的乳房被定义为健康乳房,还有乳腺炎的乳房。将3054张乳房超声图像随机分为一个训练集(70%),验证集(15%),和一个测试集(15%)。我们使用具有强大学习能力的EfficientNet_b3模型与卷积块注意力模块(CBAM)相结合来训练乳腺炎检测模型。为了解决样本类别不平衡的问题,使用PolyLoss模块作为损失函数。利用训练集和验证集建立乳腺炎检测模型,测试集用于评估网络的性能。结果表明,当SCC阈值为2×105细胞/mL时,我们建立的网络表现出70.02%的准确率,特异性为77.93%,灵敏度为63.11%,并且在测试集上的接收器操作特征曲线下的面积(AUC)为0.77。SCC阈值为4×105细胞/mL时,模型的分类效果优于SCC阈值为2×105细胞/mL时。因此,当SCC≥4×105细胞/mL被定义为乳腺炎时,我们建立的深度神经网络被确定为最适合农场现场乳腺炎检测的模型,该网络模型的准确率为75.93%,特异性为80.23%,灵敏度为70.35%,和AUC0.83在测试设置。本研究建立了1/4级乳腺炎检测模型,为发展中国家缺乏乳腺炎诊断条件的小农养殖水牛的乳腺炎检测提供了理论依据。
    Mastitis is one of the most predominant diseases with a negative impact on ranch products worldwide. It reduces milk production, damages milk quality, increases treatment costs, and even leads to the premature elimination of animals. In addition, failure to take effective measures in time will lead to widespread disease. The key to reducing the losses caused by mastitis lies in the early detection of the disease. The application of deep learning with powerful feature extraction capability in the medical field is receiving increasing attention. The main purpose of this study was to establish a deep learning network for buffalo quarter-level mastitis detection based on 3054 ultrasound images of udders from 271 buffaloes. Two data sets were generated with thresholds of somatic cell count (SCC) set as 2 × 105 cells/mL and 4 × 105 cells/mL, respectively. The udders with SCCs less than the threshold value were defined as healthy udders, and otherwise as mastitis-stricken udders. A total of 3054 udder ultrasound images were randomly divided into a training set (70%), a validation set (15%), and a test set (15%). We used the EfficientNet_b3 model with powerful learning capabilities in combination with the convolutional block attention module (CBAM) to train the mastitis detection model. To solve the problem of sample category imbalance, the PolyLoss module was used as the loss function. The training set and validation set were used to develop the mastitis detection model, and the test set was used to evaluate the network\'s performance. The results showed that, when the SCC threshold was 2 × 105 cells/mL, our established network exhibited an accuracy of 70.02%, a specificity of 77.93%, a sensitivity of 63.11%, and an area under the receiver operating characteristics curve (AUC) of 0.77 on the test set. The classification effect of the model was better when the SCC threshold was 4 × 105 cells/mL than when the SCC threshold was 2 × 105 cells/mL. Therefore, when SCC ≥ 4 × 105 cells/mL was defined as mastitis, our established deep neural network was determined as the most suitable model for farm on-site mastitis detection, and this network model exhibited an accuracy of 75.93%, a specificity of 80.23%, a sensitivity of 70.35%, and AUC 0.83 on the test set. This study established a 1/4 level mastitis detection model which provides a theoretical basis for mastitis detection in buffaloes mostly raised by small farmers lacking mastitis diagnostic conditions in developing countries.
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  • 文章类型: Journal Article
    来自肉牛的牛奶的成分仍有待阐明。这项研究检查了奶牛和肉牛之间牛奶中抗菌成分的差异。从日本黑牛(牛肉型)和荷斯坦牛(乳牛型)收集四分之一牛奶以比较抗微生物组分的浓度。舌侧抗菌肽(LAP)浓度较高,而其他抗菌成分(乳铁蛋白,肉牛的S100A7和S100A8)低于奶牛。总的来说,这些结果表明,牛肉和奶牛之间抗菌成分的差异可能与乳腺炎患病率的差异有关。
    The components of milk from beef cows remain to be elucidated. This study examined the differences in the antimicrobial components of milk between dairy and beef cows. Quarter milk was collected from both Japanese Black (beef type) and Holstein (dairy type) cows to compare the concentrations of antimicrobial components. The concentration of lingual antimicrobial peptide (LAP) was higher, whereas that of the other antimicrobial components (lactoferrin, S100A7, and S100A8) was lower in beef cows than in dairy cows. Overall, these results indicate that the differences in antimicrobial components between beef and dairy cows may be associated with the difference in the prevalence of mastitis between them.
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  • 文章类型: Journal Article
    本研究的目的是确定增加膳食添加锌(Zn)对牛奶生产的影响,牛奶体细胞计数(SCC),以及奶牛血液中的免疫球蛋白和抗氧化剂标志物浓度。12头荷斯坦奶牛(牛奶中67±2.5天)被随机分配到(1)含有76mg/kgDM(CTL)的锌-蛋氨酸的饮食或(2)CTL顶部覆盖约21mg/kgDM额外的锌-蛋氨酸(Zn)70天。还原(GSH)和氧化(GSSG)谷胱甘肽的浓度,丙二醛(MDA),过氧化氢酶(CAT),超氧化物歧化酶(SOD),在d0、35和70时测量血液中的免疫球蛋白。与CTL相比,在整个试验过程中,Zn降低了干物质摄入量(DMI),并在喂养的第一阶段(0-35d)降低了产奶量(MY)。It,然而,在最后阶段(36-70d)增加了产奶量。在第一个和最后一个饲喂阶段,+Zn倾向于具有比CTL更低和更高的乳蛋白产量。分别。相对于CTL,Zn倾向于降低SCC,并与较低的血浆GSH:GSSG和较低的血清SOD浓度有关。+锌不影响免疫球蛋白,MDA,或CAT。尽管早期的MDI和我的减少,在约100mg/kgDM的时间内补充锌蛋氨酸可提高产奶量,可能是由于奶牛乳房健康状况的改善。
    This study\'s objective was to determine the effects of increasing the dietary added zinc (Zn) on the milk production, milk somatic cell count (SCC), and immunoglobulin and antioxidant marker concentrations in the blood of dairy cows. Twelve Holstein cows (67 ± 2.5 days in milk) were assigned randomly to (1) a diet containing Zn-methionine at 76 mg/kg of DM (CTL) or (2) CTL top-dressed with about 21 mg/kg of DM extra Zn-methionine (+Zn) for 70 d. The concentrations of reduced (GSH) and oxidized (GSSG) glutathione, malondialdehyde (MDA), catalase (CAT), superoxide dismutase (SOD), and immunoglobulins in the blood were measured on d 0, 35, and 70. Compared to CTL, +Zn decreased the dry matter intake (DMI) throughout the trial and the milk yield (MY) during the first phase of feeding (0-35 d). It, however, increased the milk yield during the last phase (36-70 d). The +Zn tended to have lower and greater milk protein yields than CTL during the first and last feeding phases, respectively. The +Zn tended to decrease the SCC and was associated with lower plasma GSH: GSSG and lower serum SOD concentrations relative to CTL. The +Zn did not affect the immunoglobulins, MDA, or CAT. Despite the early DMI and MY reduction, the prolonged Zn-methionine supplementation at about 100 mg/kg of DM improved the milk yield, possibly as a result of the improved udder health of dairy cows.
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