Comprehensive two-dimensional gas chromatographic profiling and chemometric interpretation of the volatile profiles of sweat in knit fabrics

被引:20
|
作者
de la Mata, A. Paulina [1 ]
McQueen, Rachel H. [2 ]
Nam, Seo Lin [1 ]
Harynuk, James J. [1 ]
机构
[1] Univ Alberta, Dept Chem, 11227 Saskatchewan Dr NW, Edmonton, AB T6G 2G2, Canada
[2] Univ Alberta, Dept Human Ecol, 302 Human Ecol Bldg, Edmonton, AB T6G 2N1, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Metabolomics; Human body odor; Solid-phase microextraction (SPME); Comprehensive two-dimensional gas chromatography time-of-flight mass spectrometry (GCxGC TOFMS); Variable selection; Fisher ratio; Textiles; ORGANIC-COMPOUNDS; AXILLARY ODOR; X GC; RETENTION; LAUNDRY;
D O I
10.1007/s00216-016-0137-1
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Human axillary sweat is a poorly explored biofluid within the context of metabolomics when compared to other fluids such as blood and urine. In this paper, we explore the volatile organic compounds emitted from two different types of fabric samples (cotton and polyester) which had been worn repeatedly during exercise by participants. Headspace solid-phase microextraction (SPME) and comprehensive two-dimensional gas chromatography time-of-flight mass spectrometry (GCxGC-TOFMS) were employed to profile the (semi)volatile compounds on the fabric. Principal component analysis models were applied to the data to aid in visualizing differences between types of fabrics, wash treatment, and the gender of the subject who had worn the fabric. Statistical tools included with commercial chromatography software (ChromaTOF) and a simple Fisher ratio threshold-based feature selection for model optimization are compared with a custom-written algorithm that uses cluster resolution as an objective function to maximize in a hybrid backward-elimination forward-selection approach for optimizing the chemometric models in an effort to identify some compounds that correlate to differences between fabric types. The custom algorithm is shown to generate better models than the simple Fisher ratio approach.
引用
收藏
页码:1905 / 1913
页数:9
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