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使用平行因子分析对半自动化对齐和定量峰,用于全面二维液相色谱-二极管阵列检测器数据集。

Semi-automated alignment and quantification of peaks using parallel factor analysis for comprehensive two-dimensional liquid chromatography-diode array detector data sets.

机构信息

Virginia Commonwealth University, 1001 West Main Street, P.O. Box 842006, Richmond, VA 23284-2006, USA.

出版信息

Anal Chim Acta. 2012 Apr 20;723:7-17. doi: 10.1016/j.aca.2012.02.019. Epub 2012 Feb 19.

DOI:10.1016/j.aca.2012.02.019
PMID:22444567
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3683455/
Abstract

Parallel factor analysis was used to quantify the relative concentrations of peaks within four-way comprehensive two dimensional liquid chromatography-diode array detector data sets. Since parallel factor analysis requires that the retention times of peaks between each injection are reproducible, a semi-automated alignment method was developed that utilizes the spectra of the compounds to independently align the peaks without the need for a reference injection. Peak alignment is achieved by shifting the optimized chromatographic component profiles from a three-way parallel factor analysis model applied to each injection. To ensure accurate shifting, components are matched up based on their spectral signature and the position of the peak in both chromatographic dimensions. The degree of shift, for each peak, is determined by calculating the distance between the median data point of the respective dimension (in either the second or first chromatographic dimension) and the maximum data point of the peak furthest from the median. All peaks that were matched to this peak are then aligned to this common retention data point. Target analyte recoveries for four simulated data sets were within 2% of 100% recovery in all cases. Two different experimental data sets were also evaluated. Precision of quantification of two spectrally similar and partially coeluting peaks present in urine was as good as or better than 4%. Good results were also obtained for a challenging analysis of phenytoin in waste water effluent, where the results of the semi-automated alignment method agreed with the reference LC-LC MS/MS method within the precision of the methods.

摘要

平行因子分析用于量化四路全二维液相色谱-二极管阵列检测器数据集中各峰的相对浓度。由于平行因子分析要求每次进样的峰保留时间具有重现性,因此开发了一种半自动对齐方法,该方法利用化合物的光谱独立对齐峰,而无需参考进样。通过从应用于每次进样的三向平行因子分析模型中,移动优化的色谱成分轮廓来实现峰对齐。为了确保准确的移动,根据峰在两个色谱维度中的光谱特征和位置,将峰匹配到相应的成分上。对于每个峰的移动程度,通过计算相应维度(第二或第一色谱维度)中中位数数据点与离中位数最远的峰的最大数据点之间的距离来确定。然后,将与该峰匹配的所有峰都对齐到该共同保留数据点。在所有情况下,四个模拟数据集的目标分析物回收率均在 100%回收率的 2%以内。还评估了两个不同的实验数据集。尿液中存在的两个光谱相似且部分共洗脱峰的定量精密度与 4%一样好或更好。在废水流出物中对苯妥英的挑战性分析中也获得了良好的结果,其中半自动对齐方法的结果与方法精度内的参考 LC-LC MS/MS 方法一致。

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本文引用的文献

1
Chemometric Resolution and Quantification of Four-Way Data Arising from Comprehensive 2D-LC-DAD Analysis of Human Urine.基于人尿液全二维液相色谱-二极管阵列检测分析产生的四维数据的化学计量学分辨与定量分析
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Chemometric analysis of targeted 3DLC-DAD data for accurate and precise quantification of phenytoin in wastewater samples.采用靶向 3DLC-DAD 数据的化学计量学分析方法,准确、精密地定量废水中的苯妥英。
J Sep Sci. 2012 Jul;35(14):1837-43. doi: 10.1002/jssc.201200053.
3
Investigation of interpolation techniques for the reconstruction of the first dimension of comprehensive two-dimensional liquid chromatography-diode array detector data.研究用于重建全二维液相色谱-二极管阵列检测器数据第一维的内插技术。
Anal Chim Acta. 2011 Oct 31;705(1-2):253-60. doi: 10.1016/j.aca.2011.06.022. Epub 2011 Jun 23.
4
Orthogonal projection approach applied to peak purity assessment.应用于峰纯度评估的正交投影方法。
Anal Chem. 1996 Jan 1;68(1):79-85. doi: 10.1021/ac950496g.
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A study of the precision and accuracy of peak quantification in comprehensive two-dimensional liquid chromatography in time.二维液相色谱时间峰值定量的精密度和准确性研究
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Anal Chem. 2009 Jun 15;81(12):5099-101. doi: 10.1021/ac900047z.
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J Chromatogr A. 2009 May 1;1216(18):4020-9. doi: 10.1016/j.chroma.2009.02.049. Epub 2009 Feb 21.
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Smart templates for peak pattern matching with comprehensive two-dimensional liquid chromatography.用于全二维液相色谱峰型匹配的智能模板
J Chromatogr A. 2009 Apr 17;1216(16):3458-66. doi: 10.1016/j.chroma.2008.09.058. Epub 2008 Sep 21.
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10
Two-dimensional correlation optimized warping algorithm for aligning GC x GC-MS data.用于对齐全二维气相色谱-质谱联用(GC x GC-MS)数据的二维相关优化翘曲算法
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