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PTR-TOF-MS 及数据挖掘方法在快速分析农业工业样品中的应用:牛奶储存条件对特伦蒂诺奶酪挥发性化合物图谱的影响。

PTR-TOF-MS and data-mining methods for rapid characterisation of agro-industrial samples: influence of milk storage conditions on the volatile compounds profile of Trentingrana cheese.

机构信息

IASMA Research and Innovation Centre, Fondazione Edmund Mach, Food Quality and Nutrition Area, Via E. Mach, 1, 38010, S. Michele a/A, Italy.

出版信息

J Mass Spectrom. 2010 Sep;45(9):1065-74. doi: 10.1002/jms.1797.

DOI:10.1002/jms.1797
PMID:20690164
Abstract

Proton transfer reaction-mass spectrometry (PTR-MS), a direct injection mass spectrometric technique based on an efficient implementation of chemical ionisation, allows for fast and high-sensitivity monitoring of volatile organic compounds (VOCs). The first implementations of PTR-MS, based on quadrupole mass analyzers (PTR-Quad-MS), provided only the nominal mass of the ions measured and thus little chemical information. To partially overcome these limitations and improve the analytical capability of this technique, the coupling of proton transfer reaction ionisation with a time-of-flight mass analyser has been recently realised and commercialised (PTR-TOF-MS). Here we discuss the very first application of this new instrument to agro-industrial problems and dairy science in particular. As a case study, we show here that the rapid PTR-TOF-MS fingerprinting coupled with data-mining methods can quickly verify whether the storage condition of the milk affects the final quality of cheese and we provide relevant examples of better compound identification in comparison with the previous PTR-MS implementations. In particular, 'Trentingrana' cheese produced by four different procedures for milk storage are compared both in the case of winter and summer production. It is indeed possible to set classification models with low prediction errors and to identify the chemical formula of the ion peaks used for classification, providing evidence of the role that this novel spectrometric technique can play for fundamental and applied agro-industrial themes.

摘要

质子转移反应质谱(PTR-MS)是一种基于高效化学电离实现的直接进样质谱技术,可实现挥发性有机化合物(VOC)的快速高灵敏度监测。最初的 PTR-MS 实现基于四极杆质量分析仪(PTR-Quad-MS),仅提供测量离子的名义质量,因此化学信息很少。为了部分克服这些限制并提高该技术的分析能力,最近已经实现并商业化了质子转移反应离子化与飞行时间质量分析仪的耦合(PTR-TOF-MS)。在这里,我们讨论了这种新仪器在农业工业问题,特别是乳制品科学中的首次应用。作为案例研究,我们在这里展示了快速 PTR-TOF-MS 指纹图谱与数据挖掘方法的结合可以快速验证牛奶的储存条件是否会影响奶酪的最终质量,并提供了与之前的 PTR-MS 实现相比更好的化合物鉴定的相关示例。特别是,比较了在冬季和夏季生产的情况下,通过四种不同的牛奶储存程序生产的“Trentingrana”奶酪。确实可以建立具有低预测误差的分类模型,并确定用于分类的离子峰的化学公式,这为这种新型光谱技术在基础和应用农业工业主题中可以发挥的作用提供了证据。

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