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利用质子核磁共振对血清进行分析的自由感应衰减的短时傅里叶变换

Short-time Fourier Transform of Free Induction Decays for the Analysis of Serum Using Proton Nuclear Magnetic Resonance.

作者信息

Hirakawa Keiko, Koike Kaoru, Kanawaku Yoshimasa, Moriyama Tsuyoshi, Sato Norio, Suzuki Takao, Furihata Kenichi, Ohno Youkichi

机构信息

Research Laboratory for Magnetic Resonance, Nippon Medical School.

Department of Primary Care and Emergency Medicine, Kyoto University, Graduate School of Medicine.

出版信息

J Oleo Sci. 2019 Apr 1;68(4):369-378. doi: 10.5650/jos.ess18212. Epub 2019 Mar 13.

Abstract

Proton nuclear magnetic resonance (NMR) is useful for the analysis of biological samples such as serum. Free induction decays (FIDs) are NMR signals that follow a radio-frequency pulse applied at the resonance frequency. Short-time Fourier transform (STFT) is a basic method for time-frequency analyses. The purpose of this study was to ascertain whether the STFT of FIDs enables the sensitive detection of changes and differences in serum properties. FIDs were obtained from serum collected from young, healthy, male volunteers ≤ 40 years of age and seniors ≥ 65 years of age. Temporal changes in the instantaneous amplitudes for the time-domain analysis, fast Fourier transform for frequency-domain analysis, and STFT were applied to the FIDs. The STFT-based spectrogram represented the complex frequency components that changed dynamically over time, indicating that the spectrogram enabled the visualization of the features of an FID. Furthermore, the results of a partial least-squares discriminant analysis demonstrated that the STFT was superior to the other two methods for discriminating between serum from younger and older subjects. In conclusion, the STFT of FIDs obtained from proton NMR measurements was useful for evaluating similarities and dissimilarities in the FIDs obtained from serum samples.

摘要

质子核磁共振(NMR)对于分析血清等生物样品很有用。自由感应衰减(FID)是在共振频率施加射频脉冲后产生的NMR信号。短时傅里叶变换(STFT)是时频分析的一种基本方法。本研究的目的是确定FID的STFT是否能够灵敏地检测出血清性质的变化和差异。FID取自年龄≤40岁的年轻健康男性志愿者和≥65岁的老年人所采集的血清。将用于时域分析的瞬时振幅的时间变化、用于频域分析的快速傅里叶变换以及STFT应用于FID。基于STFT的频谱图表示随时间动态变化的复频率成分,这表明频谱图能够直观显示FID的特征。此外,偏最小二乘判别分析结果表明,在区分年轻和老年受试者的血清方面,STFT优于其他两种方法。总之,从质子NMR测量获得的FID的STFT有助于评估从血清样品获得的FID中的异同。

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