Aligning of single and multiple wavelength chromatographic profiles for chemometric data analysis using correlation optimised warping

被引:649
作者
Nielsen, NPV
Carstensen, JM
Smedsgaard, J
机构
[1] Tech Univ Denmark, Dept Biotechnol, DK-2800 Lyngby, Denmark
[2] Tech Univ Denmark, Dept Math Modelling, DK-2800 Lyngby, Denmark
关键词
chemometrics; correlation optimised warping;
D O I
10.1016/S0021-9673(98)00021-1
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The use of chemometric data processing is becoming an important part of modern chromatography. Most chemometric analyses are performed on reduced data sets using areas of selected peaks detected in the chromatograms, which means a loss of data and introduces the problem of extracting peak data from the chromatographic profiles. These disadvantages can be overcome by using the entire chromatographic data matrix in chemometric analyses, but it is necessary to align the chromatograms, as small unavoidable differences in experimental conditions causes minor changes and drift. Previous aligning methods either fail to utilise the entire data matrix or rely on peak detection, thus having the same limitations as the commonly used chemometric procedures. The method presented uses the entire chromatographic data matrices and does not require any preprocessing e.g., peak detection. It relies on piecewise linear correlation optimised warping (COW) using two input parameters which can be estimated from the observed peak width. COW is demonstrated on constructed single trace chromatograms and on single and multiple wavelength chromatograms obtained from HPLC diode detection analyses of fungal extracts(1). (C) 1998 Elsevier Science B.V.
引用
收藏
页码:17 / 35
页数:19
相关论文
共 14 条
[1]  
FORINA M, 1987, TOP CURR CHEM, V141, P91
[2]   RETENTION TIME SHIFT ADJUSTMENTS OF 2-WAY CHROMATOGRAMS USING BESSELS INEQUALITY [J].
GRUNG, B ;
KVALHEIM, OM .
ANALYTICA CHIMICA ACTA, 1995, 304 (01) :57-66
[3]  
HILLIER FS, 1995, INTRO MATH PROGRAMMI, pCH10
[4]   CHEMOSYSTEMATICS OF PENICILLIUM BASED ON PROFILES OF VOLATILE METABOLITES [J].
LARSEN, TO ;
FRISVAD, JC .
MYCOLOGICAL RESEARCH, 1995, 99 :1167-1174
[5]   LIQUID-CHROMATOGRAPHY WITH PHOTODIODE-ARRAY SPECTROPHOTOMETRIC DETECTION IN THE FORENSIC SCIENCES [J].
LOGAN, BK .
ANALYTICA CHIMICA ACTA, 1994, 288 (1-2) :111-122
[6]   ALIGNMENT OF CHROMATOGRAPHIC PROFILES FOR PRINCIPAL COMPONENT ANALYSIS - A PREREQUISITE FOR FINGERPRINTING METHODS [J].
MALMQUIST, G ;
DANIELSSON, R .
JOURNAL OF CHROMATOGRAPHY A, 1994, 687 (01) :71-88
[7]   CHARACTERIZATION OF MYCOBACTERIA SPECIES BY HPLC AND PATTERN-RECOGNITION [J].
RAMOS, LS .
JOURNAL OF CHROMATOGRAPHIC SCIENCE, 1994, 32 (06) :219-227
[8]   USE OF COMPUTERIZED PATTERN-RECOGNITION IN THE ANALYSIS OF STRESS-INDUCED CHANGES IN COFFEE AROMA [J].
ROBERTS, D ;
BERTSCH, W .
JOURNAL OF HIGH RESOLUTION CHROMATOGRAPHY & CHROMATOGRAPHY COMMUNICATIONS, 1987, 10 (05) :244-247
[9]   HIGH-PERFORMANCE LIQUID-CHROMATOGRAPHY OF AMINO-ACIDS, PEPTIDES AND PROTEINS .133. PEAK TRACKING OF PEPTIDES IN REVERSED-PHASE HIGH-PERFORMANCE LIQUID-CHROMATOGRAPHY [J].
ROUND, AJ ;
AGUILAR, MI ;
HEARN, MTW .
JOURNAL OF CHROMATOGRAPHY A, 1994, 661 (1-2) :61-75
[10]   Micro-scale extraction procedure for standardized screening of fungal metabolite production in cultures [J].
Smedsgaard, J .
JOURNAL OF CHROMATOGRAPHY A, 1997, 760 (02) :264-270