Automated Isotopic Profile Deconvolution for High Resolution Mass Spectrometric Data (APGC-QToF) from Biological Matrices

被引:21
|
作者
Baygi, Sadjad Fakouri [1 ]
Fernando, Sujan [2 ]
Hopke, Philip K. [1 ]
Holsen, Thomas M. [2 ,3 ]
Crimmins, Bernard S. [3 ,4 ]
机构
[1] Clarkson Univ, Dept Chem & Biomol Engn, 8 Clarkson Ave, Potsdam, NY 13699 USA
[2] Clarkson Univ, Ctr Air Resources Engn & Sci, 8 Clarkson Ave, Potsdam, NY 13699 USA
[3] Clarkson Univ, Dept Civil & Environm Engn, 8 Clarkson Ave, Potsdam, NY 13699 USA
[4] AEACS LLC, New Kensington, PA 15068 USA
基金
美国国家环境保护局;
关键词
LAURENTIAN GREAT-LAKES; TOP PREDATOR FISH; GAS-CHROMATOGRAPHY; HALOGENATED COMPOUNDS; CHEMICAL-IONIZATION; QUADRUPOLE-TIME; ENVIRONMENTAL CONTAMINANTS; POLYCHLORINATED-BIPHENYLS; SCREENING METHOD; IDENTIFICATION;
D O I
10.1021/acs.analchem.9b03335
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
An isotopic profile matching algorithm, the isotopic profile deconvoluted chromatogram (IPDC), was developed to screen for a wide variety of organic compounds in high-resolution mass spectrometry (HRMS) data acquired from instruments with resolution power as low as 22 000 fwhm. The algorithm initiates the screening process by generating a series of C/Br/Cl/S isotopic patterns consistent with the profiles of approximately 3 million molecular formulas for compounds with potentially persistent, bioaccumulative, and toxic (PBT) properties. To evaluate this algorithm, HRMS data were screened using these seed profiles to isolate relevant chlorinated and/or brominated compounds. Data reduction techniques included mass defect filtering and retention time prediction from estimated boiling points predicted using molecular formulas and reasonable elemental conformations. A machine learning classifier was also developed using spectrometric and chromatographic variables to minimize false positives. A scoring system was developed to rank candidate molecular formulas for an isotopic feature. The IPDC algorithm was applied to a Lake Michigan lake trout extract analyzed by atmospheric pressure gas chromatography quadrupole time-of-flight (APGC-QToF) mass spectrometry in positive and negative modes. The IPDC algorithm detected isotopic features associated with legacy contaminants and a series of unknown halogenated features. The IPDC algorithm resolved 313 and 855 halogenated features in positive and negative modes, respectively, in Lake Michigan lake trout.
引用
收藏
页码:15509 / 15517
页数:9
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