Proton magnetic resonance spectroscopy

质子磁共振波谱
  • 文章类型: Journal Article
    研究扩散张量成像(DTI)和氢质子磁共振波谱(1H-MRS)参数在预测神经胶质瘤免疫组织化学(IHC)生物标志物中的性能。
    分析2015年3月至2019年9月病理证实的胶质瘤患者,术前采集DTI和1H-MRS图像,表观扩散系数(ADC)和分数各向异性(FA),在病变区域进行了测量,相对ADC(rADC)和相对FA(rFA)的相对值是通过病变区域与对侧正常区域的比值获得的。1H-MRS图像病变区域各代谢物的峰值:N-乙酰天冬氨酸(NAA),胆碱(Cho),和肌酸(Cr),和代谢物比率:NAA/Cho,选择并计算NAA/(Cho+Cr)。术前IHC数据包括CD34、Ki-67、p53、S-100、syn、波形蛋白,中子,Nestin,和胶质纤维酸性蛋白。
    筛选了DTI的一个预测参数,Ki-67阳性组的rADC值低于阴性组。发现1H-MRS的两个参数对胶质瘤分级具有重要的参考值,NAA和Cr随着胶质瘤分级的增加而降低,此外,Ki-67Li与NAA、Cr呈负相关。
    NAA和Cr在预测胶质瘤分级和肿瘤增殖活性方面具有潜在的应用价值。只有rADC对DTI参数中的Ki-67表达具有预测价值。
    UNASSIGNED: To investigate the performance of diffusion-tensor imaging (DTI) and hydrogen proton magnetic resonance spectroscopy (1H-MRS) parameters in predicting the immunohistochemistry (IHC) biomarkers of glioma.
    UNASSIGNED: Patients with glioma confirmed by pathology from March 2015 to September 2019 were analyzed, the preoperative DTI and 1H-MRS images were collected, apparent diffusion coefficient (ADC) and fractional anisotropy (FA), in the lesion area were measured, the relative values relative ADC (rADC) and relative FA (rFA) were obtained by the ratio of them in the lesion area to the contralateral normal area. The peak of each metabolite in the lesion area of 1H-MRS image: N-acetylaspartate (NAA), choline (Cho), and creatine (Cr), and metabolite ratio: NAA/Cho, NAA/(Cho + Cr) were selected and calculated. The preoperative IHC data were collected including CD34, Ki-67, p53, S-100, syn, vimentin, NeuN, Nestin, and glial fibrillary acidic protein.
    UNASSIGNED: One predicting parameter of DTI was screened, the rADC of the Ki-67 positive group was lower than that of the negative group. Two parameters of 1H-MRS were found to have significant reference values for glioma grades, the NAA and Cr decreased as the grade of glioma increased, moreover, Ki-67 Li was negatively correlated with NAA and Cr.
    UNASSIGNED: NAA and Cr have potential application value in predicting glioma grades and tumor proliferation activity. Only rADC has predictive value for Ki-67 expression among DTI parameters.
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  • 文章类型: Journal Article
    肌酸化学交换饱和转移(CrCEST)MRI是一种新兴的高分辩率和非侵入性的测量肌肉特异性氧化磷酸化(OXPHOS)的方法。然而,CrCEST测量对肌肉pH值的变化敏感,这可能会混淆肌酸恢复时间(τCr)的测量和解释。即使使用相同的规定运动刺激,酸化的程度及其对τCr的影响预计在个体之间会有所不同。为了解决这个问题,需要一种测量运动前后pH值的方法及其对具有高时间分辨率的CrCESTMRI的影响。在这项工作中,我们整合肌肽1H-磁共振波谱(MRS)和3DCrCEST来建立“轻度”和“中度/强烈”运动刺激。然后,我们使用不同的运动刺激测试CrCEST恢复时间对pH的依赖性。这种全面的代谢成像协议将使个性化,健康衰老和影响肌肉线粒体的无数其他疾病状态的肌肉特异性OXPHOS测量。
    Creatine chemical exchange saturation transfer (CrCEST) MRI is an emerging high resolution and noninvasive method for measuring muscle specific oxidative phosphorylation (OXPHOS). However, CrCEST measurements are sensitive to changes in muscle pH, which might confound the measurement and interpretation of creatine recovery time (τCr). Even with the same prescribed exercise stimulus, the extent of acidification and hence its impact on τCr is expected to vary between individuals. To address this issue, a method to measure pH pre- and post-exercise and its impact on CrCEST MRI with high temporal resolution is needed. In this work, we integrate carnosine 1H- magnetic resonance spectroscopy (MRS) and 3D CrCEST to establish \"mild\" and \"moderate/intense\" exercise stimuli. We then test the dependence of CrCEST recovery time on pH using different exercise stimuli. This comprehensive metabolic imaging protocol will enable personalized, muscle specific OXPHOS measurements in both healthy aging and myriad other disease states impacting muscle mitochondria.
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  • 文章类型: Journal Article
    质子磁共振波谱(1H-MRS)可以测量亨廷顿病(HD)的特定脑代谢改变,这些代谢物谱可以作为与疾病进展相关的非侵入性生物标志物。尽管有这种潜力,以前的发现是不一致的。因此,我们进行了一项荟萃分析,可在活体1H-MRS研究中对显象前(Pre-HD)和症状性HD分期(Symp-HD),在9项Pre-HD研究(227例对照和188例突变携带者)和14项Symp-HD研究(326例对照和306例患者)中相对于对照的量化神经代谢变化。我们的结果表明,在Pre-HD和Symp-HD中,基底神经节中的N-乙酰天冬氨酸和肌酸均减少。肌醇的总体水平在Pre-HD中降低,而在Symp-HD中升高。此外,Symp-HD患者比Pre-HD患者表现出更严重的代谢破坏。一起来看,1H-MRS对于阐明从Pre-HD到临床转化的进行性代谢物变化很重要;基底神经节中的N-乙酰天冬氨酸和肌酸在临床前阶段已经很敏感,并且是追踪疾病进展的有希望的生物标志物;整体肌醇是区分HD阶段的可能的特征性代谢物。
    Proton magnetic resonance spectroscopy (1H-MRS) allows measuring specific brain metabolic alterations in Huntington\'s disease (HD), and these metabolite profiles may serve as non-invasive biomarkers associated with disease progression. Despite this potential, previous findings are inconsistent. Accordingly, we performed a meta-analysis on available in vivo1H-MRS studies in premanifest (Pre-HD) and symptomatic HD stages (Symp-HD), and quantified neurometabolic changes relative to controls in 9 Pre-HD studies (227 controls and 188 mutation carriers) and 14 Symp-HD studies (326 controls and 306 patients). Our results indicated decreased N-acetylaspartate and creatine in the basal ganglia in both Pre-HD and Symp-HD. The overall level of myo-inositol was decreased in Pre-HD while increased in Symp-HD. Besides, Symp-HD patients showed more severe metabolism disruption than Pre-HD patients. Taken together, 1H-MRS is important for elucidating progressive metabolite changes from Pre-HD to clinical conversion; N-acetylaspartate and creatine in the basal ganglia are already sensitive at the preclinical stage and are promising biomarkers for tracking disease progression; overall myo-inositol is a possible characteristic metabolite for distinguishing HD stages.
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  • 文章类型: Journal Article
    由于实际老化的中国白酒的价格差异,假冒白酒一直在出现。对不同年份的准确识别非常感兴趣。在这项研究中,采用气相色谱-质谱(GC-MS)和质子核磁共振(1HNMR)联用技术对酱香型白酒的化学成分进行了综合分析。此外,建立了一种结合机器学习算法的新型数据融合策略。结果表明,将中层数据融合与随机森林算法相结合是最佳的,并成功应用于不同白酒年份的分类。共有14种差异化合物(属于脂肪酸乙酯,酒精,有机酸,和醛)被鉴定出来,用于评价市售茅台酒味白酒。我们的结果表明,挥发物和非挥发物都导致了年份差异。这项研究表明,GC-MS和1HNMR光谱结合数据融合策略对于不同年份的酱香型白酒的分类是实用的。
    Counterfeit Baijiu has been emerging because of the price variances of real-aged Chinese Baijiu. Accurate identification of different vintages is of great interest. In this study, the combination of gas chromatography-mass spectrometry (GC-MS) and proton nuclear magnetic resonance (1H NMR) spectroscopy was applied for the comprehensive analysis of chemical constituents for Maotai-flavor Baijiu. Furthermore, a novel data fusion strategy combined with machine learning algorithms has been established. The results showed that the midlevel data fusion combined with the random forest algorithm were the best and successfully applied for classification of different Baijiu vintages. A total of 14 differential compounds (belonging to fatty acid ethyl esters, alcohols, organic acids, and aldehydes) were identified, and used for evaluation of commercial Maotai-flavor Baijiu. Our results indicated that both volatiles and nonvolatiles contributed to the vintage differences. This study demonstrated that GC-MS and 1H NMR spectra combined with a data fusion strategy are practical for the classification of different vintages of Maotai-flavor Baijiu.
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  • 文章类型: Journal Article
    目的:评估定量超声系统脂肪分数(USFF)和质子磁共振波谱(1H-MRS)之间的一致性以及USFF在评估代谢相关脂肪性肝病(MAFLD)中的诊断价值。
    方法:前瞻性招募患有或怀疑患有MAFLD的参与者,并接受1H-MRS,USFF,和受控衰减参数(CAP)测量。使用Pearson相关系数评估USFF和1H-MRS之间的相关性。使用受试者工作特征曲线分析(ROC)评估不同等级脂肪变性的USFF诊断性能,并与CAP进行比较。视觉肝脏脂肪变性分级(VHSG)。
    结果:共有113名参与者(平均年龄44.79岁±13.56(SD);71名男性)入组,其中98例(86.73%)患有肝脂肪变性(1H-MRS≥5.56%)。USFF与1H-MRS呈良好的相关性(Pearsonr=0.76),呈线性关系,优于CAP与1H-MRS的相关性(Pearsonr=0.61)。USFF为不同级别的肝脂肪变性提供了高诊断性能,ROC为0.84~0.98,诊断性能优于CAP和VHSG。不同等级的脂肪变性的USFF的截断值不同,S1、S2和S3的截止值为12.01%,19.98%,和22.22%,分别。
    结论:USFF和1H-MRS之间存在良好的相关性。同时,USFF对肝脂肪变性具有良好的诊断性能,优于CAP和VHSG。USFF代表了一种用于MAFLD的非侵入性定量评估的优越方法。
    定量超声系统脂肪分数(USFF)可准确评估肝脏脂肪含量,并与磁共振波谱(1H-MRS)具有良好的相关性,可评估代谢相关的脂肪肝疾病(MAFLD),以及提供肝脂肪变性的准确定量评估。
    结论:目前代谢相关脂肪肝的诊断和监测模式存在局限性。USFF与1H-MRS相关性良好,优于CAP。USFF对脂肪变性具有良好的诊断性能,优于CAP和VHSG。
    OBJECTIVE: To evaluate the agreement between quantitative ultrasound system fat fraction (USFF) and proton magnetic resonance spectroscopy (1H-MRS) and the diagnostic value of USFF in assessing metabolic-associated fatty liver disease (MAFLD).
    METHODS: The participants with or suspected of MAFLD were prospectively recruited and underwent 1H-MRS, USFF, and controlled attenuation parameter (CAP) measurements. The correlation between USFF and 1H-MRS was assessed using Pearson correlation coefficients. The USFF diagnostic performance for different grades of steatosis was evaluated using receiver operating characteristic curve analysis (ROC) and was compared with CAP, visual hepatic steatosis grade (VHSG).
    RESULTS: A total of 113 participants (mean age 44.79 years ± 13.56 (SD); 71 males) were enrolled, of whom 98 (86.73%) had hepatic steatosis (1H-MRS ≥ 5.56%). USFF showed a good correlation (Pearson r = 0.76) with 1H-MRS and showed a linear relationship, which was superior to the correlation between CAP and 1H-MRS (Pearson r = 0.61). The USFF provided high diagnostic performance for different grades of hepatic steatosis, with ROC from 0.84 to 0.98, and the diagnostic performance was better than that of the CAP and the VHSG. The cut-off values of the USFF were different for various grades of steatosis, and the cut-off values for S1, S2, and S3 were 12.01%, 19.98%, and 22.22%, respectively.
    CONCLUSIONS: There was a good correlation between USFF and 1H-MRS. Meanwhile, USFF had good diagnostic performance for hepatic steatosis and was superior to CAP and VHSG. USFF represents a superior method for noninvasive quantitative assessment of MAFLD.
    UNASSIGNED: Quantitative ultrasound system fat fraction (USFF) accurately assesses liver fat content and has a good correlation with magnetic resonance spectroscopy (1H-MRS) for the assessment of metabolic-associated fatty liver disease (MAFLD), as well as for providing an accurate quantitative assessment of hepatic steatosis.
    CONCLUSIONS: Current diagnostic and monitoring modalities for metabolic-associated fatty liver disease have limitations. USFF correlated well with 1H-MRS and was superior to the CAP. USFF has good diagnostic performance for steatosis, superior to CAP and VHSG.
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  • 文章类型: Journal Article
    尽管磁共振波谱(MRS)已经提供了双相情感障碍(BD)大脑化学谱的体内测量,没有关于临床和治疗上重要的起效极性(OP)和主要极性(PP)的数据.我们在BD极性亚表型中进行了质子MRS研究,专注于情绪调节大脑区域。比较了根据OP和PP分层的41例健康BD患者和16例健康对照(HC)。前扣带皮质和后扣带皮质的1H-MRS光谱(ACC,PCC),左右海马(LHIPPO,RHIPPO)在3.0T下获得以确定代谢物浓度。我们发现OP对ACCMI有显著的主要影响,MI/tNAA,MI/TCr,MI/TCho,PCCtCho,和RHIPPOtNAA/tCho和tCho/tCr。虽然PP没有显著的主效应,出现了几个中型和大型效果大小。与HC相比,躁狂亚表型(即,躁狂-OP,躁狂-PP)在RHIPPO和PCC中表现出更大的差异,而抑郁型(即,抑郁-OP,抑郁-PP)在ACC中。OP和PP之间的效应大小一致,因为证实了较高的组内相关系数(ICC)。我们的发现支持MRS在OP和PP的神经生物学基础研究中的实用性,强调情绪调节网络中代谢物变化的区域特异性一致地标记了两种极性亚表型。
    Although magnetic resonance spectroscopy (MRS) has provided in vivo measurements of brain chemical profiles in bipolar disorder (BD), there are no data on clinically and therapeutically important onset polarity (OP) and predominant polarity (PP). We conducted a proton MRS study in BD polarity subphenotypes, focusing on emotion regulation brain regions. Forty-one euthymic BD patients stratified according to OP and PP and sixteen healthy controls (HC) were compared. 1H-MRS spectra of the anterior and posterior cingulate cortex (ACC, PCC), left and right hippocampus (LHIPPO, RHIPPO) were acquired at 3.0T to determine metabolite concentrations. We found significant main effects of OP in ACC mI, mI/tNAA, mI/tCr, mI/tCho, PCC tCho, and RHIPPO tNAA/tCho and tCho/tCr. Although PP had no significant main effects, several medium and large effect sizes emerged. Compared to HC, manic subphenotypes (i.e., manic-OP, manic-PP) showed greater differences in RHIPPO and PCC, whereas depressive suphenotypes (i.e., depressive-OP, depressive-PP) in ACC. Effect sizes were consistent between OP and PP as high intraclass correlation coefficients (ICC) were confirmed. Our findings support the utility of MRS in the study of the neurobiological underpinnings of OP and PP, highlighting that the regional specificity of metabolite changes within the emotion regulation network consistently marks both polarity subphenotypes.
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  • 文章类型: Journal Article
    目的:皮质病变有助于多发性硬化症(MS)的残疾,但它们对区域神经递质水平的影响仍有待澄清。我们测试了以下假设:皮质病变与受影响的皮质区域内的区域性谷氨酸和γ-氨基丁酸(GABA)浓度有关。
    方法:在这项横断面研究中,我们使用结构7TMRI分割皮质病变和双侧感觉运动手区域的7T质子MR波谱来量化局部GABA,谷氨酸,N-乙酰天冬氨酸,MS患者的肌醇浓度(纳入标准:诊断为复发缓解型[RR]或继发性进展型MS[SPMS];年龄18-80岁)以及年龄和性别匹配的健康对照。数据是在2018年8月至2020年9月期间在一个中心收集的。线性混合效应模型用于测试同一MR光谱体素中代谢物浓度与皮质病变体积之间的关联。
    结果:47例MS患者(34RRMS,13个SPMS;45.1±12.5岁;31名女性)和23名健康对照(44.4±13岁,15名妇女)进行了研究。在患者中,较高的区域谷氨酸和较低的区域GABA浓度与MR光谱体素内较大的皮质病变体积相关[谷氨酸:0.61(95%CI0.19-1.03)log(mm3),p=0.005,GABA:-0.71(-1.24至-0.18)log(mm3),p=0.01]。此外,较低的N-乙酰天冬氨酸水平[-0.37(-0.67至-0.07)log(mm3),p=0.016]和更高的肌醇水平[0.48(0.03-0.93)log(mm3),p=0.037]与较大的区域皮质病变体积相关。此外,与健康参与者相比,SPMS患者的谷氨酸浓度降低[-0.75(-1.3至-0.19)mM,p=0.005]和RRMS[-0.55(-1.07至-0.02)mM的患者,p=0.04]。两种RRMS患者的N-乙酰天冬氨酸水平均较低[-0.81(-1.39至-0.24)mM,p=0.003]和SPMS[-1.31(-2.07至-0.54)mM,与健康对照相比,p<0.001。肌酸标准化的N-乙酰天冬氨酸水平与对侧手的9孔钉试验中的性能相关[-0.004(-0.007至-0.002)log(s),p=0.002],平均肌酸标准化谷氨酸降低与扩展残疾状态量表增加相关(R=-0.39,p=0.02)。
    结论:皮质病变与病变或病灶周围组织内谷氨酸的局部增加和GABA浓度的降低有关。需要进一步的研究来调查皮质病变与神经递质浓度变化之间的因果关系。
    OBJECTIVE: Cortical lesions contribute to disability in multiple sclerosis (MS), but their impact on regional neurotransmitter levels remains to be clarified. We tested the hypothesis that cortical lesions are associated with regional glutamate and gamma-aminobutyric acid (GABA) concentrations within the affected cortical region.
    METHODS: In this cross-sectional study, we used structural 7T MRI to segment cortical lesions and 7T proton MR-spectroscopy of the bilateral sensorimotor hand areas to quantify regional GABA, glutamate, N-acetylaspartate, and myoinositol concentrations in patients with MS (inclusion criteria: diagnosis of relapsing-remitting [RR] or secondary progressive MS [SPMS]; age 18-80 years) and age and sex-matched healthy controls. Data were collected at a single center between August 2018 and September 2020. Linear mixed-effects models were used to test for associations between metabolite concentrations and cortical lesion volumes within the same MR-spectroscopy voxel.
    RESULTS: Forty-seven patients with MS (34 RRMS, 13 SPMS; 45.1 ± 12.5 years; 31 women) and 23 healthy controls (44.4 ± 13 years, 15 women) were studied. In patients, higher regional glutamate and lower regional GABA concentrations were associated with larger cortical lesion volume within the MR-spectroscopy voxel [glutamate: 0.61 (95% CI 0.19-1.03) log(mm3), p = 0.005, GABA: -0.71 (-1.24 to -0.18) log(mm3), p = 0.01]. In addition, lower N-acetylaspartate levels [-0.37 (-0.67 to -0.07) log(mm3), p = 0.016] and higher myoinositol levels [0.48 (0.03-0.93) log(mm3), p = 0.037] were associated with a larger regional cortical lesion volume. Furthermore, glutamate concentrations were reduced in patients with SPMS compared with healthy participants [-0.75 (-1.3 to -0.19) mM, p = 0.005] and patients with RRMS [-0.55 (-1.07 to -0.02) mM, p = 0.04]. N-acetylaspartate levels were lower in both patients with RRMS [-0.81 (-1.39 to -0.24) mM, p = 0.003] and SPMS [-1.31 (-2.07 to -0.54) mM, p < 0.001] when compared with healthy controls. Creatine-normalized N-acetylaspartate levels were associated with performance in the 9-hole peg test of the contralateral hand [-0.004 (-0.007 to -0.002) log(s), p = 0.002], and reduced mean creatine-normalized glutamate was associated with increased Expanded Disability Status Scale (R = -0.39, p = 0.02).
    CONCLUSIONS: Cortical lesions are associated with local increases in glutamate and a reduction in GABA concentration within the lesional or perilesional tissue. Further studies are needed to investigate the causal relationship between cortical lesions and changes in neurotransmitter concentrations.
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  • 文章类型: Journal Article
    血清1HNMR代谢组学已被用作筛查2型糖尿病(T2D)与慢性肾病(CKD)合并症的诊断工具。这项工作旨在评估1HNMR数据,以检测T2D受试者的初始肾脏损伤和CKD,通过多元统计分析。使用KDIGO指南对五个实验组进行分类,获得了临床数据和生化参数:对照(健康受试者),T2D,T2D-CKD-轻度,T2D-CKD-中度,和T2D-CKD-严重。记录血清1HNMR光谱以遵循两种策略:一种基于代谢物与肌酐(Met/Cr)比率作为靶向代谢组学,第二个基于1HNMR谱的非靶向代谢组学。T2D-CKD早期的前瞻性生物标志物组,基于代谢物与肌酐的比率(鸟氨酸/Cr,丝氨酸/Cr,甘露糖/Cr,醋酸盐/Cr,乙酰乙酸盐/Cr,甲酸盐/Cr,和谷氨酸/Cr)提出。稍后,基于非靶向代谢组学的统计模型用于预测初始CKD,和它的代谢途径分析允许确定受影响最大的途径:苯丙氨酸,酪氨酸,和色氨酸生物合成;缬氨酸,亮氨酸,和异亮氨酸降解;乙醛酸和二羧酸代谢;甘氨酸,丝氨酸,和苏氨酸代谢;和组氨酸代谢。尽管如此,在提出的两种统计模型中,我们建议对更大队列的进一步研究进行精确的代谢物与肌酐比值范围,并评估在T2D患者中检测初始CKD的预测相关性.
    Serum 1H NMR metabolomics has been used as a diagnostic tool for screening type 2 diabetes (T2D) with chronic kidney disease (CKD) as comorbidity. This work aimed to evaluate 1H NMR data to detect the initial kidney damage and CKD in T2D subjects, through multivariate statistical analysis. Clinical data and biochemical parameters were obtained for classifying five experimental groups using KDIGO guidelines: Control (healthy subjects), T2D, T2D-CKD-mild, T2D-CKD-moderate, and T2D-CKD-severe. Serum 1H NMR spectra were recorded to follow two strategies: one based on metabolite-to-creatinine (Met/Cr) ratios as targeted metabolomics, and the second one based on untargeted metabolomics from the 1H NMR profile. A prospective biomarkers panel of the early stage of T2D-CKD based in metabolite-to-creatinine ratio (ornithine/Cr, serine/Cr, mannose/Cr, acetate/Cr, acetoacetate/Cr, formate/Cr, and glutamate/Cr) was proposed. Later, a statistical model based on non-targeted metabolomics was used to predict initial CKD, and its metabolic pathway analysis allowed identifying the most affected pathways: phenylalanine, tyrosine, and tryptophan biosynthesis; valine, leucine, and isoleucine degradation; glyoxylate and dicarboxylate metabolism; glycine, serine, and threonine metabolism; and histidine metabolism. Nonetheless, further studies with a larger cohort are advised to precise ranges in metabolite-to-creatinine ratios and evaluate the prediction pertinency to detect initial CKD in T2D patients in both statistical models proposed.
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  • 文章类型: Journal Article
    这项研究旨在研究使用先进的光谱学进行奶酪质量监测的潜力。为此,使用近红外光谱(NIRS)和质子核磁共振(1HNMR)光谱探索了使用乳酸菌(LAB)和/或丙酸细菌(PAB)制造的六种半硬奶酪。使用主成分分析对光谱数据进行分析,以提取质量参数中可能的判别模式。结果表明,绿色分析,但主要是批量敏感,NIRS方法能够区分奶酪品种,主要是由于1650和1720nm之间的第一泛音CH拉伸区域的差异,特别是通过在1674nm处的乳酸亚甲基吸收。在奶酪提取物的1HNMR光谱中总共鉴定出25种代谢物,其中一些与LAB和PAB代谢途径有关。PAB相关代谢物包括丙酸盐,醋酸盐,和谷氨酸,而与LAB相关的代谢产物包括乳酸盐和丙酮。
    This study aims to investigate the potential of using advanced spectroscopies for cheese quality monitoring. For this purpose, six semi-hard cheeses manufactured using lactic acid bacteria (LAB) and/or propionic acid bacteria (PAB) were explored using near-infrared spectroscopy (NIRS) and Proton Nuclear Magnetic Resonance (1H NMR) spectroscopy. The spectral data were analyzed using principal component analysis for extraction of possible discriminative patterns in quality parameters. The results show that the green analytical, but primarily bulk-sensitive, NIRS method was able to discriminate the cheese varieties primarily due to differences in the first overtone CH stretching region between 1650 and 1720 nm, in particular by the lactate methylene absorption at 1674 nm. A total of 25 metabolites were identified in the 1H NMR spectra of the cheese extracts, several of which were associated with the LAB and PAB metabolic pathways. PAB-associated metabolites include propionate, acetate, and glutamate, while LAB-associated metabolites include lactate and acetoin among others.
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  • 文章类型: Journal Article
    背景:要快速执行,可重复,在监测工业过程时,以自动化方式进行绝对定量测量已变得至关重要,包括发酵。由于其众多优势-包括其固有的定量性质-质子核磁共振(1HNMR)光谱提供了一个理想的工具,用于发酵的时间分辨监测。然而,分析条件,包括一些代谢物的非自动化样品制备和长弛豫时间(T1),可以显着延长实验时间,并使在工业设置中的实施不可行。
    结果:我们提出了一种基于标准操作程序(SOPs)和1HNMR的高通量方法,这为我们所谓的发酵分析技术(FAT)奠定了基础。我们的方法是为准确绝对定量大肠杆菌工业发酵过程中产生的代谢物而开发的。该方法包括:(1)用于非侵入性样品收集的停流系统,然后进行样品淬火,(2)自动机器人辅助样品制备,(3)快速1HNMR测量,(4)代谢物定量使用多元曲线分辨率(MCR),和(5)使用新的校正因子(k)来补偿1HNMR测量中采用的短循环延迟(D1)的代谢物绝对定量。使用两种样品类型测试定量性能:化学标准物的缓冲溶液和实际发酵样品。五种代谢物——葡萄糖,醋酸盐,丙氨酸,苯丙氨酸和甜菜碱-定量。纯缓冲液中的绝对定量范围为0.64至3.40mM,和0.71-7.76mM在实际样品中。
    结论:所提出的方法是通用的,可以直接实现其他类型的发酵,如乳酸,乙醇和乙酸发酵。它提供了一个高通量的自动化解决方案,用于监测发酵过程和通过绝对定量发酵液中的关键代谢物进行质量控制。它可以很容易地实现在一个在线工业设置,促进生产过程的优化,以实现更高的产量和更有效和可持续的资源利用。
    BACKGROUND: To perform fast, reproducible, and absolute quantitative measurements in an automated manner has become of paramount importance when monitoring industrial processes, including fermentations. Due to its numerous advantages - including its inherent quantitative nature - Proton Nuclear Magnetic Resonance (1H NMR) spectroscopy provides an ideal tool for the time-resolved monitoring of fermentations. However, analytical conditions, including non-automated sample preparation and long relaxation times (T1) of some metabolites, can significantly lengthen the experimental time and make implementation in an industrial set up unfeasible.
    RESULTS: We present a high throughput method based on Standard Operating Procedures (SOPs) and 1H NMR, which lays the foundation for what we call Fermentation Analytical Technology (FAT). Our method was developed for the accurate absolute quantification of metabolites produced during Escherichia coli industrial fermentations. The method includes: (1) a stopped flow system for non-invasive sample collection followed by sample quenching, (2) automatic robot-assisted sample preparation, (3) fast 1H NMR measurements, (4) metabolites quantification using multivariate curve resolution (MCR), and (5) metabolites absolute quantitation using a novel correction factor (k) to compensate for the short recycle delay (D1) employed in the 1H NMR measurements. The quantification performance was tested using two sample types: buffer solutions of chemical standards and real fermentation samples. Five metabolites - glucose, acetate, alanine, phenylalanine and betaine - were quantified. Absolute quantitation ranged between 0.64 and 3.40 mM in pure buffer, and 0.71-7.76 mM in real samples.
    CONCLUSIONS: The proposed method is generic and can be straight forward implemented to other types of fermentations, such as lactic acid, ethanol and acetic acid fermentations. It provides a high throughput automated solution for monitoring fermentation processes and for quality control through absolute quantification of key metabolites in fermentation broth. It can be easily implemented in an at-line industrial setting, facilitating the optimization of the manufacturing process towards higher yields and more efficient and sustainable use of resources.
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