Subclinical mastitis

亚临床型乳腺炎
  • 文章类型: Journal Article
    β-葡聚糖(β-葡聚糖)是含有β-糖苷键的多糖,是不同酵母细胞的重要结构部分。
    研究的目的是表征从白色念珠菌获得的β-葡聚糖(C.白色念珠菌)从山羊乳腺炎中分离出来。
    通过使用碱性-酸性提取技术提取β-葡聚糖。提取的β-葡聚糖的干重为7.47/150g,其中4.98%。
    结果表明,与标准形式的β-葡聚糖相比,使用高效液相色谱法提取的β-葡聚糖在液体样品的主峰5.78中具有相似性。然而,扫描电子显微镜研究表明,β-葡聚糖的标准在形态上不同,但与从白色念珠菌中分离的β-葡聚糖相似,粒径在1.60-2.65m范围内,并且缺乏细胞壁痕迹。使用能量色散X射线荧光光谱法(EDS/EDX)对提取的和标准的β-葡聚糖进行调查的结果,显示发现的主要元素是碳(C),氧(O),和氮(N)。铝(Al),硅(Si),镍(Ni),金(Au)也存在,但数量较少。
    提取的β-葡聚糖与标准的β-葡聚糖表现出高度的相似性和纯度,根据傅里叶变换红外光谱(FT-IR)的研究结果。
    UNASSIGNED: Beta-glucan (β-glucan) is a polysaccharide containing β-glycosidic bonds that is an important structure part of different yeast cells.
    UNASSIGNED: The purpose of the study is to characterize β-glucan obtained from Candida albicans (C. albicans) isolated from caprine mastitis.
    UNASSIGNED: The β-glucan was extracted by using utilizing an Alkaline-acidic extraction technique. The dry weight of extracted β-glucan was 7.47/150 g with 4.98%.
    UNASSIGNED: The findings demonstrated that the extracted β-glucan had similarity in the primary peak 5.78 of liquid samples using the method of high-performance liquid chromatography when compared to the standard form of β-glucan. However, scanning electron microscopy studies revealed that the standard of β-glucan was distinct in morphology but similar to β-glucan isolated from C. albicans in terms of particle sizes in the range of 1.60-2.65 m and the lack of cell wall traces. The findings of an investigation using energy-dispersive X-ray fluorescence spectroscopy (EDS/EDX) of extracted and standard β-glucan, showed the principal elements discovered were carbon (C), oxygen (O), and nitrogen (N). Aluminum (Al), silicon (Si), nickel (Ni), and gold (Au) were also present, but in less amounts.
    UNASSIGNED: The extracted β-glucan displayed a high degree of similarity and purity to the standard β-glucan, according to the findings of Fourier transform infrared spectroscopy (FT-IR) research.
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  • 文章类型: Journal Article
    亚临床乳腺炎是影响乳羊生产的常见且具有经济意义的疾病。热成像为非侵入性检测提供了一个有希望的途径,但是现有的方法通常依赖于简单的温差,可能导致不准确的评估。本研究提出了一种先进的算法方法,将热成像处理与统计纹理分析和t分布随机邻居嵌入(t-SNE)集成在一起。我们的方法使用支持向量机(SVM)算法实现了84%的高分类精度。此外,我们介绍另一种常用的评估指标,在建立统计特征的阈值条件后,将热图像与商业加利福尼亚乳腺炎测试(CMT)结果相关联,产生80%的敏感性(真阳性率)和92.5%的特异性(真阴性率)。评估指标强调了我们的方法在检测奶牛亚临床乳腺炎中的功效,提供一个强大的工具来改进管理实践。
    Subclinical mastitis is a common and economically significant disease that affects dairy sheep production. Thermal imaging presents a promising avenue for non-invasive detection, but existing methodologies often rely on simplistic temperature differentials, potentially leading to inaccurate assessments. This study proposes an advanced algorithmic approach integrating thermal imaging processing with statistical texture analysis and t-distributed stochastic neighbor embedding (t-SNE). Our method achieves a high classification accuracy of 84% using the support vector machines (SVM) algorithm. Furthermore, we introduce another commonly employed evaluation metric, correlating thermal images with commercial California mastitis test (CMT) results after establishing threshold conditions on statistical features, yielding a sensitivity (the true positive rate) of 80% and a specificity (the true negative rate) of 92.5%. The evaluation metrics underscore the efficacy of our approach in detecting subclinical mastitis in dairy sheep, offering a robust tool for improved management practices.
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  • 文章类型: Journal Article
    背景:不动杆菌(A.lwoffii)是环境中常见的革兰氏阴性细菌,它是人体呼吸道和消化道中的正常菌群。这种细菌是一种人畜共患和机会性病原体,会导致各种感染,包括医院感染。本研究的目的是鉴定从中国患有亚临床乳腺炎的牛乳中分离的A.lwoffii菌株,并更好地了解其抗菌敏感性和耐药性。这是首次分析原料乳中分离的A.lwoffii的耐药谱和相应机制的研究。
    结果:通过PCR方法分离出4株A.lwoffii菌株。使用邻居连接方法进行的遗传进化分析表明,这四个菌株与不动杆菌具有很高的同源性。这些菌株对几种抗生素具有抗性,并在它们身上携带17种耐药基因。具体来说,在23种抗生素中,这些菌株对6种抗生素完全敏感,包括强力霉素,红霉素,多粘菌素,克林霉素,亚胺培南,还有美罗培南.此外,菌株表现出可变的抗性模式。共有17个抗性基因,包括质粒介导的抗性基因,在四个菌株中检测到。这些基因介导了对5类抗微生物药物的抗性,包括β-内酰胺,氨基糖苷类,氟喹诺酮类药物,四环素,磺胺类药物,和氯霉素.
    结论:这些发现表明,患有亚临床乳腺炎的牛的原料乳中存在多药耐药的鲍氏不动杆菌菌株。不动杆菌广泛存在于自然环境样本中,包括水,土壤,浴缸,肥皂盒,皮肤,咽部,结膜,唾液,胃肠道,还有阴道分泌物.菌株在移动遗传元件中携带抗性基因以增强这些基因的传播。因此,应更加重视流行病学监测和耐药A.lwoffii。
    BACKGROUND: Acinetobacter lwoffii (A. lwoffii) is a Gram-negative bacteria common in the environment, and it is the normal flora in human respiratory and digestive tracts. The bacteria is a zoonotic and opportunistic pathogen that causes various infections, including nosocomial infections. The aim of this study was to identify A. lwoffii strains isolated from bovine milk with subclinical mastitis in China and get a better understanding of its antimicrobial susceptibility and resistance profile. This is the first study to analyze the drug resistance spectrum and corresponding mechanisms of A. lwoffii isolated in raw milk.
    RESULTS: Four A. lwoffii strains were isolated by PCR method. Genetic evolution analysis using the neighbor-joining method showed that the four strains had a high homology with Acinetobacter lwoffii. The strains were resistant to several antibiotics and carried 17 drug-resistance genes across them. Specifically, among 23 antibiotics, the strains were completely susceptible to 6 antibiotics, including doxycycline, erythromycin, polymyxin, clindamycin, imipenem, and meropenem. In addition, the strains showed variable resistance patterns. A total of 17 resistance genes, including plasmid-mediated resistance genes, were detected across the four strains. These genes mediated resistance to 5 classes of antimicrobials, including beta-lactam, aminoglycosides, fluoroquinolones, tetracycline, sulfonamides, and chloramphenicol.
    CONCLUSIONS: These findings indicated that multi-drug resistant Acinetobacter lwoffii strains exist in raw milk of bovine with subclinical mastitis. Acinetobacter lwoffii are widespread in natural environmental samples, including water, soil, bathtub, soap box, skin, pharynx, conjunctiva, saliva, gastrointestinal tract, and vaginal secretions. The strains carry resistance genes in mobile genetic elements to enhance the spread of these genes. Therefore, more attention should be paid to epidemiological surveillance and drug resistant A. lwoffii.
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  • 文章类型: Journal Article
    乳腺炎被认为是牛和水牛最普遍的传染病之一,影响奶牛群。当前的研究旨在表征从该国Pothohar地区的亚临床乳腺炎动物中回收的金黄色葡萄球菌分离株。共有278份来自波托哈尔地区两个地区的17个不同奶牛场的牛奶样本,伊斯兰堡和拉瓦尔品第,收集并使用加利福尼亚乳腺炎测试筛查亚临床乳腺炎。使用甘露醇盐琼脂处理阳性牛奶样品以分离金黄色葡萄球菌。分别使用圆盘扩散和PCR分析回收的分离株的抗菌敏感性和毒力基因。62.2%的样本对亚临床乳腺炎呈阳性,总共回收了70株金黄色葡萄球菌。21%的这些分离株被确定为耐甲氧西林,携带mecA基因.在研究过程中回收的金黄色葡萄球菌分离株对所有一线治疗性抗生素具有耐药性,总共52%的分离株具有多重耐药性。SCCmec分型显示MRSASCCmecIV型和V型,提示潜在的社区获得性MRSA(CA-MRSA)传播。毒力分析显示与粘连相关的关键基因的高流行率,毒素生产,和免疫逃避,比如hla,hlb,clfA,clfB和cap5。此外,潘顿-瓦伦丁杀白细胞素(PVL)毒素,通常与复发性皮肤和软组织感染有关,在5.7%的分离株中存在。总之,这项研究强调了MRSA在牛乳腺炎中的患病率增加,这也揭示了金黄色葡萄球菌中的多种毒力因子,并强调了适当的抗生素治疗在对抗这种经济负担的疾病中的重要性。
    Mastitis is considered one of the most widespread infectious disease of cattle and buffaloes, affecting dairy herds. The current study aimed to characterize the Staphylococcus aureus isolates recovered from subclinical mastitis animals in Pothohar region of the country. A total of 278 milk samples from 17 different dairy farms around two districts of the Pothohar region, Islamabad and Rawalpindi, were collected and screened for sub clinical mastitis using California Mastitis Test. Positive milk samples were processed for isolation of Staphylococcus aureus using mannitol salt agar. The recovered isolates were analyzed for their antimicrobial susceptibility and virulence genes using disc diffusion and PCR respectively. 62.2% samples were positive for subclinical mastitis and in total 70 Staphylococcus aureus isolates were recovered. 21% of these isolates were determined to be methicillin resistant, carrying the mecA gene. S. aureus isolates recovered during the study were resistant to all first line therapeutic antibiotics and in total 52% isolates were multidrug resistant. SCCmec typing revealed MRSA SCCmec types IV and V, indicating potential community-acquired MRSA (CA-MRSA) transmission. Virulence profiling revealed high prevalence of key genes associated with adhesion, toxin production, and immune evasion, such as hla, hlb, clfA, clfB and cap5. Furthermore, the Panton-Valentine leukocidin (PVL) toxin, that is often associated with recurrent skin and soft tissue infections, was present in 5.7% of isolates. In conclusion, the increased prevalence of MRSA in bovine mastitis is highlighted by this study, which also reveals a variety of virulence factors in S. aureus and emphasizes the significance of appropriate antibiotic therapy in combating this economically burdensome disease.
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  • 文章类型: Journal Article
    乳腺炎是对奶牛健康和生产力的最大威胁,导致牛奶生产中的巨大经济损失。它表现为两种形式:临床乳腺炎,很容易被明显的症状诊断出来,和亚临床乳腺炎(SCM),缺乏明显的临床症状.SCM的难以捉摸的性质往往导致它未被发现,因此,由于缺乏治疗,促进了致病因子的传播。为早期SCM寻找可靠的生物标志物将减少乳腺炎在牛群中传播的可能性,减少对抗生素使用的需求,并最终减少生产者的牛奶损失。利用最先进的蛋白质组学技术,对来自克罗地亚大陆奶牛的138份牛奶样品进行了分析。根据萨格勒布乳腺炎测试(ZMT)和微生物学分析,将这些样品分为四组:低SCC-(n=20),低SCC+(n=20),medSCC+(n=79),和highSCC+(n=19)。总共对386种蛋白质进行了鉴定和定量,有76种蛋白质在各组之间显示出显著的差异丰度。这些蛋白质中的许多与先天免疫系统有关,以及中性粒细胞和血小板脱颗粒过程。通过观察组间的倍数变化,鉴定了表现出亚临床乳腺炎(SCM)的生物标志物特征的15种蛋白质。其中,五种蛋白质-cathelicidins(-1,-4和-7),乳铁蛋白,和触珠蛋白显示出特别的希望。
    Mastitis represents the biggest threat to the health and productivity of dairy cows, leading to substantial economic losses in milk production. It manifests in two forms: clinical mastitis, easily diagnosed by visible symptoms, and subclinical mastitis (SCM), which lacks overt clinical signs. SCM\'s elusive nature often results in it going undetected, thus facilitating the spread of the disease-causing agent due to lack of treatment. Finding a reliable biomarker for early SCM would reduce the possibility of mastitis spreading in the herd, reduce the need for antibiotic use and ultimately reduce milk losses for producers. Utilizing state-of-the-art proteomics techniques, 138 milk samples from dairy cows in continental Croatia underwent analysis. These samples were categorized into four groups based on the Zagreb Mastitis Test (ZMT) and microbiological analysis: lowSCC- (n = 20), lowSCC + (n = 20), medSCC + (n = 79), and highSCC + (n = 19). A total of 386 proteins were identified and quantified, with 76 proteins showing significant differential abundances among the groups. Many of these proteins are linked to the innate immune system, as well as neutrophil and platelet degranulation processes. Through fold changes observed between groups, 15 proteins exhibiting biomarker characteristics for subclinical mastitis (SCM) were identified. Among these, five proteins-cathelicidins (-1, -4, and -7), lactoferrin, and haptoglobin-showed particular promise.
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  • 文章类型: Journal Article
    乳腺炎是一种全球性的生产疾病,需要一个智能的解决方案来有效地解决。红外热成像(IRT)是一种非侵入性技术,可以纳入日常农场活动中,以监测动物的健康状况。在这项研究中,通过IRT和加州乳腺炎测试(CMT)对41只Murrah水牛的乳房健康状况进行了为期30天的常规监测.Further,体细胞计数(SCC),微生物鉴定,还估计了代表性样品的牛奶质量参数。将获得的热成像数据制成表格,并从第0天到第-10天反向传播,并从第0天到第10天向前传播。结果显示,在第0天,乳房皮肤表面温度(USST)和乳头皮肤表面温度(TSST)的平均值在亚临床乳腺炎(SCM)和临床乳腺炎(CM)影响到健康季度的季度中显示出差异(p<0.05),他们的差异程度最高。在SCM和CM病例中,在第-9天至第-5天至第0天期间发出感染迹象。从感染的第2天和第1天到第0天,温度急剧升高。有时候,一些季度显示温度的增加,由于乳腺炎在早晨时间,但通过晚上挤奶恢复由于动物的先天免疫系统。因此,乳房受到攻击的起始期对于通过使用IRT监测温度变化来进行SCM的早期评估至关重要。
    Mastitis is a global production disease that needs an intelligent solution to tackle effectively. Infrared Thermography (IRT) is a non-invasive technology that could be incorporated into routine day-to-day farm activities to monitor the health status of the animals. In this study, the udder health status was routinely monitored for 30 days among 41 Murrah buffaloes via IRT and the California Mastitis Test (CMT). Further, somatic cell count (SCC), microbial identification, and milk quality parameters were also estimated for representative samples. The thermal imaging data obtained was tabulated and back propagated from the 0th day to the -10th day and front propagated from the 0th day to +10th day for all the udder quarters. Results revealed that on the 0th day, the mean of udder skin surface temperature (USST) and teat skin surface temperature (TSST) showed a difference (p < 0.05) in the sub-clinical mastitis (SCM) and clinical mastitis (CM) affected quarters to the healthy quarters, and their degree of difference was the highest. The indication of infection was signaled during the -9th to -5th day to the 0th day in SCM and CM cases. There was a steep increment in the temperature from -2nd and -1st day to the 0th day of infection. Sometimes, some quarters show an increment in temperature due to mastitis during morning hours but recover by evening milking due to the animal\'s innate immune system. Thus, the initiation period in which the udder gets assaulted is crucial in the early assessment of SCM by monitoring temperature change using IRT.
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  • 文章类型: Journal Article
    该研究的目的是研究免疫刺激剂分枝杆菌细胞壁部分(MCWF)对静脉应用金黄色葡萄球菌SCM的治疗效果。该研究包括分娩后第2个月和第3个月的45头HF奶牛,分为三组(每组n=15):MC组-用MCWF处理的金黄色葡萄球菌SCM奶牛;MC-组-金黄色葡萄球菌SCM奶牛,不治疗;C组-健康奶牛对照组不治疗。第0次收集样品(I样品),第七(二),和SCM诊断当天的第14天(III)和第21天(IV)。MCWF治疗后7天,MC+组证实有更多的白细胞流入牛奶,其次是血液中WBC和LYM的增加。这些结果支持MCWF有效作用的假设,在低度感染的地方,实现了细菌学治愈。MC-组有统计学上较高的浓度的TBARS和CAT活性,而MC+组有较低的血清LDH活性,这表明MCWF应用的积极作用和较低的组织暴露于由金黄色葡萄球菌引起的脂质过氧化和炎症。MCWF的应用将为预防和治疗乳腺疾病提供新的可能性,而不必担心残留物的存在和细菌耐药性的出现。在未来的研究中,应比较局部和全身应用MCWF治疗金黄色葡萄球菌SCM的效果。
    The aim of the study was to investigate the effect of the immunostimulant Mycobacterium Cell Wall Fraction (MCWF) on the treatment of S. aureus SCM by intravenous application. The study included 45 HF dairy cows in 2nd and 3rd month after parturition divided into three groups (n = 15 per group): the MC + group - cows with S. aureus SCM treated with MCWF; the MC- group - cows with S. aureus SCM, with no treatment; and the C group - the control group of healthy cow with no treatment. Samples were collected 0th (I sample), 7th (II), and 14th day (III) from the day of SCM diagnosis and on day 21st (IV). A greater influx of leukocytes was confirmed into milk after 7 days after MCWF treatment in MC + group, which was followed by increase of WBC and LYM in blood. These results support the hypothesis of effective action of MCWF, and in quarters with lower-grade infection, bacteriological cure was achieved. The MC- group had a statistically higher concentration of TBARS and CAT activity in milk, while MC + group had lower blood serum LDH activity, which indicates a positive effect of the MCWF application and a lower exposure of the tissue to lipide peroxidation and inflammation caused by S. aureus. The application of MCWF would give new possibilities in the prevention and therapy of mammary gland diseases without fear of the presence of residues and the emergence of bacterial resistance. In future studies, the effects of local and systemic application of MCWF in the treatment of S. aureus SCM should be compared.
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  • 文章类型: Journal Article
    当前的研究旨在为确定4级亚临床乳腺炎的经典方法提供替代模型(健康,可疑,亚临床,和临床)。为此,建立了多层感知器(MLP)人工神经网络(ANN)作为测试模型。来自牛奶体细胞计数(SCC)的物理性质的5个变量,电导率(EC),pH值,密度,乳腺炎分类模型中包括挤奶前温度(TFM)。在测试数据(%25)上验证了模型性能,并与多项逻辑回归(MNLR)进行了比较。尽管使用了更多的参数(104),MLP模型已显示出令人满意的性能,其准确性为95.14%,AIC评分的-141优于对照模型(MNLR)的80.27%和-133AIC。因为主要的问题是诊断亚临床型乳腺炎,不会引起任何明显的症状,区分绝对亚临床(可疑排除阳性)和绝对健康(可疑纳入阳性)非常重要.因此,对于这两种不同的情况,评估了最佳截止阈值,只有可变的SCC(亚临床乳腺炎的金标准指标),并在解释模型性能时比较了结果.结果表明,5变量MLP模型在低截止阈值时也表现出93.22%的高灵敏度(健康模型的AUC=0.95)。新的研究应该通过评估经济学来提供更好的理解,可持续性动物福利和健康方面一起确定最佳阈值。
    Current research aims to generate an alternative model to classical methods in the determination of subclinical mastitis at 4 levels (healthy, suspicious, subclinical, and clinical). For this purpose, multilayer perceptron (MLP) artificial neural networks (ANN) was developed as test model. 5 variables from the physical properties of milk somatic cell count (SCC), electrical conductivity (EC), pH, density, and temperature at fore milking (TFM) were included in the model in the classification of mastitis. Model performance was validated on test data (%25) and compared with the multinomial logistic regression (MNLR). MLP model has shown a satisfactory performance with an accuracy of 95.14% and - 141 of AIC score better than the control model (MNLR) of 80.27% and - 133 AIC despite using higher number of parameters (104). Since the main problem is to diagnose subclinical mastitis, which does not cause any visible symptoms, it was important to distinguish between absolute subclinical (suspicious excluded positives) and absolute healthy (suspicious included positives) ones. Therefore, optimum cut-off threshold was evaluated for these two different scenarios with only variable SCC the gold standard indicator of subclinical mastitis and results were compared in the interpretation of model performance. The results show that the 5-variable MLP model exhibits a high sensitivity of 93.22% (AUC = 0.95 for healthy ones) at low cutoff thresholds as well. New studies should provide a better understanding by evaluating economics, sustainability, animal welfare and health aspects together to determine the optimal threshold value.
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  • 文章类型: Journal Article
    乳腺炎是奶牛常见的乳腺疾病,由包括细菌在内的多种生物引起,真菌和藻类。由于产量降低和牛奶质量差,乳腺炎导致奶牛场的经济损失。由于正确鉴定导致乳腺炎发展的病原体对治疗的成功至关重要,有必要开发一种快速准确的测试方法来区分引起这种疾病的主要病原体。在本文中,我们描述了基于多重聚合酶链反应(PCR)方法的测试的发展,允许鉴定无乳链球菌,乳酸链球菌,乳房链球菌和金黄色葡萄球菌。在创建我们的测试时,我们依靠新一代测序(NGS)的结果来准确确定物种隶属度.多重PCR检测在包括兽医样本在内的100个菌株上进行了验证,ATCC和波兰收集微生物(PCM)参考菌株。获得的结果表明该测试是准确的并且显示出高特异性。它可以作为检测主要乳腺炎病原体的有价值的分子工具。
    Mastitis is a common mammary gland disease of dairy cattle caused by a wide range of organisms including bacteria, fungi and algae. Mastitis contributes to economic losses of dairy farms due to reduced yield and poor quality of milk. Since the correct identification of pathogens responsible for the development of mastitis is crucial to the success of treatment, it is necessary to develop a quick and accurate test to distinguish the main pathogens causing this disease. In this paper, we describe the development of a test based on the multiplex polymerase chain reaction (PCR) method allowing for the identification of Streptococcus agalactiae, Streptococcus dysgalactiae, Streptococcus uberis and Staphylococcus aureus. When creating our test, we relied on the results from new generation sequencing (NGS) for accurate determination of species affiliation. The multiplex PCR test was verified on 100 strains including veterinary samples, ATCC and Polish Collection of Microorganisms (PCM) reference strains. The obtained results indicate that this test is accurate and displays high specificity. It may serve as a valuable molecular tool for the detection of major mastitis pathogens.
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  • 文章类型: Journal Article
    这项研究调查了亚临床乳腺炎与牛奶质量之间的关系,并选择了牛奶中的microRNA。比较加利福尼亚乳腺炎测试(CMT)阳性(n=20)和阴性(n=20)样品(实验I)。此外,CMT阳性但微生物阴性的样品,以及仅对葡萄球菌亚种呈阳性(葡萄球菌属。)和仅链球菌亚种(Strepspp。)进行了检查(实验二)。在实验II中形成四组:I组(CMT和微生物阴性)(n=20),II组(CMT阳性但微生物阴性)(n=10),第三组(葡萄球菌属。)(n=5),第四组(链球菌属。)(n=5)。虽然导电性,体细胞计数(SCC),丙二醛(MDA)增加,实验I中CMT阳性组中miR-27a-3p和miR-223上调,miR-125b下调,CMT阳性组中SCC和MDA较高。miR-27a-3p和miR-223在组III和IV中上调。虽然miR-155上调,miR-125b在IV组中下调。乳脂与miR-148a和miR-223呈正相关。由于miR-27a-3p与SCC和MDA呈正相关,miR-125b与电导率和SCC呈负相关。miR-148a与MDA呈正相关。miR-155与无脂干物质相关,蛋白质,乳糖,和冰点。miR-223与SCC和miR-148a呈正相关。结果特别强调miR-27a-3p和miR-223是亚临床乳腺炎的潜在生物标志物。尤其是那些由葡萄球菌引起的。和Strepspp.,而miR-148a,miR-155和miR-223在确定牛奶质量方面脱颖而出。
    This study investigates the relationships between subclinical mastitis and milk quality with selected microRNAs in cow milk. California Mastitis Test (CMT)-positive (n = 20) and negative (n = 20) samples were compared (Experiment I). Additionally, samples with CMT-positive but microbiological-negative, as well as positive for only Staphylococcus subspecies (Staph spp.) and only Streptococcus subspecies (Strep spp.) were examined (Experiment II). Four groups were formed in Experiment II: Group I (CMT and microbiological-negative) (n = 20), Group II (CMT-positive but microbiological-negative) (n = 10), Group III (Staph spp.) (n = 5), Group IV (Strep spp.) (n = 5). While electrical conductivity, somatic cell count (SCC), malondialdehyde (MDA) increased, miR-27a-3p and miR-223 upregulated and miR-125b downregulated in the CMT-positive group in Experiment I. SCC and MDA were higher in CMT-positive groups. miR-27a-3p and miR-223 upregulated in Groups III and IV. While miR-155 is upregulated, miR-125b downregulated in Group IV. Milk fat is positively correlated with miR-148a and miR-223. As miR-27a-3p positively correlated with SCC and MDA, miR-125b negatively correlated with electrical conductivity and SCC. miR-148a and MDA were positively correlated. miR-155 was correlated with fat-free dry matter, protein, lactose, and freezing point. miR-223 was positively correlated with SCC and miR-148a. Results particularly highlight miR-27a-3p and miR-223 as potential biomarkers in subclinical mastitis, especially those caused by Staph spp. and Strep spp., while miR-148a, miR-155, and miR-223 stand out in determining milk quality.
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