Principal component analysis in liquid chromatography proton nuclear magnetic resonance: differentiation of three regio-isomers

被引:16
作者
Airiau, CY [1 ]
Shen, HL [1 ]
Brereton, RG [1 ]
机构
[1] Univ Bristol, Sch Chem, Bristol BS8 1TS, Avon, England
基金
英国工程与自然科学研究理事会;
关键词
LC-NMR; principal component analysis; multivariate analysis; scores; loadings; regio-isomers;
D O I
10.1016/S0003-2670(01)01233-8
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
H-1 LC-NMR is recorded of a 1:2:1 mixture of 2,6-, 1,3- and 2,3-dihydroxynaphthalene isomers which closely elute and have several resonances in common. The data is analysed using Fourier transformation techniques and baseline correction. All protons resonate in the aromatic region in which all further data analysis was performed. PCA is applied using various different types of scaling, namely: (1) none; (2) standardising the variables prior to PCA; and (3) normalising the scores and loadings after PCA keeping only the most significant PCs both on the full dataset and the dataset after selecting the most significant variables. A variety of graphs are presented, both of pure scores and loadings plots, and loadings plots with an added chemical shift axis. The merits of each type of display are explored. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:199 / 210
页数:12
相关论文
共 31 条
[1]   Quantitative resolution of overlapping tailing peaks obtained by diode-array detector high performance liquid chromatography in the absence of pure standards using simple chemical knowledge [J].
Airiau, CY ;
Brereton, RG ;
Dunkerley, S .
ANALYST, 2000, 125 (05) :833-842
[2]   Application of liquid chromatography-nuclear magnetic resonance spectroscopy to the identification of natural products [J].
Bobzin, SC ;
Yang, ST ;
Kasten, TP .
JOURNAL OF CHROMATOGRAPHY B-ANALYTICAL TECHNOLOGIES IN THE BIOMEDICAL AND LIFE SCIENCES, 2000, 748 (01) :259-267
[3]   DECONVOLUTION OF MIXTURES BY FACTOR-ANALYSIS [J].
BRERETON, RG .
ANALYST, 1995, 120 (09) :2313-2336
[4]   Calibration of gas chromatography mass spectrometry of two-component mixtures using univariate regression and two- and three-way partial least squares [J].
Demir, C ;
Brereton, RG .
ANALYST, 1997, 122 (07) :631-638
[5]   Chemometric analysis of high performance liquid chromatography diode array detection electrospray mass spectrometry of 2- and 3-hydroxypyridine [J].
Dunkerley, S ;
Crosby, J ;
Brereton, RG ;
Zissis, KD ;
Escott, RE .
ANALYST, 1998, 123 (10) :2021-2033
[6]   Determination of linkage position and anomeric configuration in glucose-containing disaccharide alditols by multivariate analysis of data from mass spectrometry [J].
Fängmark, I ;
Jansson, A ;
Nilsson, B .
ANALYTICAL CHEMISTRY, 1999, 71 (06) :1105-1110
[7]   Optimization of NMR and HPLC conditions for LC-NMR (vol 67, pg 4091, 1995) [J].
Griffiths, L .
ANALYTICAL CHEMISTRY, 1996, 68 (14) :2451-2451
[8]   Resolution of multicomponent mixture spectra in mid-infrared spectroscopy using spherical projection factor analysis: Application to real data including a six-component mixture set [J].
Gurden, SP ;
Brereton, RG ;
Groves, JA .
ANALYST, 1996, 121 (04) :441-450
[9]  
Jolliffe I., 2002, PRINCIPAL COMPONENT, DOI [DOI 10.1016/0169-7439(87)80084-9, 10.1007/0-387-22440-8_13, DOI 10.1007/0-387-22440-8_13]
[10]   HL-60 differentiating activity and flavonoid content of the readily extractable fraction prepared from Citrus juices [J].
Kawaii, S ;
Tomono, Y ;
Katase, E ;
Ogawa, K ;
Yano, M .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 1999, 47 (01) :128-135