Automated alignment of one-dimensional chromatographic fingerprints

被引:41
|
作者
Daszykowski, M. [1 ]
Heyden, Y. Vander [2 ]
Boucon, C. [3 ]
Walczak, B. [1 ]
机构
[1] Silesian Univ, Dept Chemometr, Inst Chem, PL-40006 Katowice, Poland
[2] Vrije Univ Brussel, Ctr Pharmaceut Res CePhaR, B-1090 Brussels, Belgium
[3] Unilever Res Labs, NL-3130 AC Vlaardingen, Netherlands
关键词
Chemometrics; Warping; Signals' preprocessing; Comparative analysis; LC-MS; PROFILES; SIGNALS;
D O I
10.1016/j.chroma.2010.08.008
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
A general framework for the automatic alignment of one-dimensional chromatographic signals is presented in this article. The alignment of signals was achieved by explicitly modeling the warping function. Its shape was estimated using a linear combination of several B-spline functions. The coefficients of the spline functions were found in the course of an optimization procedure to maximize the Pearson's correlation coefficient between a target chromatogram and aligned chromatogram(s). The computational requirements of the method are discussed with respect to the correlation optimized warping method, frequently used for the alignment of chromatographic signals. As illustrated with two sets of one-dimensional chromatographic fingerprints, the automatic alignment approach performs well even when non-linear peak shifts need to be corrected. It can be applied in an on-the-fly manner since the alignment of signals is rapid. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:6127 / 6133
页数:7
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