Literature DB >> 17560584

A new algorithm of piecewise automated beam search for peak alignment of chromatographic fingerprints.

Weifeng Yao1, Xiaoying Yin, Yuzhu Hu.   

Abstract

The alignment of chromatographic signals is an important preprocessing step before further multivariate analysis. This paper presents a method, automated peak alignment by beam search (Auto-PABS), to solve the problem of peak shift in chemical chromatographic fingerprints by piecewise shifting and linearly interpolating. It is characterized by searching an adaptive range for the values of shifting and linearly interpolating of each segment. This search range is estimated by the calculation of fast Fourier transform cross correlation between the sample segment and its corresponding reference segment. Thus, arbitrary peak alignment is avoided when the real peak shifts are unknown in a large data set. Since the maximum of search range is close to the real shift, more accurate beam search is adopted to accomplish the optimization process. Simulated data and herbal medicine fingerprints of HPLC and GC are selected for evaluation. The output matrix of aligned chromatographic profiles is used directly for principal components analysis, yielding satisfactory results on real samples.

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Year:  2007        PMID: 17560584     DOI: 10.1016/j.chroma.2007.05.061

Source DB:  PubMed          Journal:  J Chromatogr A        ISSN: 0021-9673            Impact factor:   4.759


  4 in total

1.  Identification and accurate quantitation of biological oligosaccharide mixtures.

Authors:  John S Strum; Jaehan Kim; Shuai Wu; Maria Lorna A De Leoz; Kyle Peacock; Rudolf Grimm; J Bruce German; David A Mills; Carlito B Lebrilla
Journal:  Anal Chem       Date:  2012-08-29       Impact factor: 6.986

2.  OmicsVis: an interactive tool for visually analyzing metabolomics data.

Authors:  Philip Livengood; Ross Maciejewski; Wei Chen; David S Ebert
Journal:  BMC Bioinformatics       Date:  2012-05-18       Impact factor: 3.169

3.  Automatic time-shift alignment method for chromatographic data analysis.

Authors:  Qing-Xia Zheng; Hai-Yan Fu; He-Dong Li; Bing Wang; Cui-Hua Peng; Sheng Wang; Jun-Lan Cai; Shao-Feng Liu; Xiao-Bing Zhang; Yong-Jie Yu
Journal:  Sci Rep       Date:  2017-03-21       Impact factor: 4.379

Review 4.  MS1 ion current-based quantitative proteomics: A promising solution for reliable analysis of large biological cohorts.

Authors:  Xue Wang; Shichen Shen; Sailee Suryakant Rasam; Jun Qu
Journal:  Mass Spectrom Rev       Date:  2019-03-28       Impact factor: 10.946

  4 in total

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