Recursive Segment-Wise Peak Alignment of Biological 1H NMR Spectra for Improved Metabolic Biomarker Recovery

被引:273
作者
Veselkov, Kirill A. [1 ]
Lindon, John C. [1 ]
Ebbels, Timothy M. D. [1 ]
Crockford, Derek [1 ]
Volynkin, Vladimir V. [2 ]
Holmes, Elaine [1 ]
Davies, David B. [1 ]
Nicholson, Jeremy K. [1 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Div Surg Oncol Reprod Biol & Anesthet, Dept Biomol Med, Fac Med, London SW7 2AZ, England
[2] Sevastopol Natl Tech Univ, Dept Phys, Crimea, Ukraine
关键词
TOTAL CORRELATION SPECTROSCOPY; PRINCIPAL-COMPONENT ANALYSIS; AUTOMATIC DATA REDUCTION; NMR-SPECTRA; DATA SETS; METABONOMIC-TOXICOLOGY; CHROMATOGRAPHIC DATA; PREPROCESSING TOOL; PLS-REGRESSION; DRUG TOXICITY;
D O I
10.1021/ac8011544
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Chemical shift variation in small-molecule H-1 NMR signals of biofluids complicates biomarker information recovery in metabonomic studies when using multivariate statistical and pattern recognition tools. Current peak realignment methods are generally time-consuming or align major peaks at the expense of minor peak shift accuracy. We present a novel recursive segment-wise peak alignment (RSPA) method to reduce variability in peak positions across the multiple H-1 NMR spectra used in metabonomic studies. The method refines a segmentation of reference and test spectra in a top-down fashion, sequentially subdividing the initial larger segments, as required, to improve the local spectral alignment. We also describe a general procedure that allows robust comparison of realignment quality of various available methods for a range of peak intensities. The RSPA method is illustrated with respect to 140 H-1 NMR rat urine spectra from a caloric restriction study and is compared with several other widely used peak alignment methods. We demonstrate the superior performance of the RSPA alignment over a wide range of peaks and its capacity to enhance interpretability and robustness of multivariate statistical tools. The approach is widely applicable for NMR-based metabolic studies and is potentially suitable for many other types of data sets such as chromatographic profiles and MS data.
引用
收藏
页码:56 / 66
页数:11
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