Literature DB >> 22568707

COBRA: a computational brewing application for predicting the molecular composition of organic aerosols.

David R Fooshee1, Tran B Nguyen, Sergey A Nizkorodov, Julia Laskin, Alexander Laskin, Pierre Baldi.   

Abstract

Atmospheric organic aerosols (OA) represent a significant fraction of airborne particulate matter and can impact climate, visibility, and human health. These mixtures are difficult to characterize experimentally due to their complex and dynamic chemical composition. We introduce a novel Computational Brewing Application (COBRA) and apply it to modeling oligomerization chemistry stemming from condensation and addition reactions in OA formed by photooxidation of isoprene. COBRA uses two lists as input: a list of chemical structures comprising the molecular starting pool and a list of rules defining potential reactions between molecules. Reactions are performed iteratively, with products of all previous iterations serving as reactants for the next. The simulation generated thousands of structures in the mass range of 120-500 Da and correctly predicted ∼70% of the individual OA constituents observed by high-resolution mass spectrometry. Select predicted structures were confirmed with tandem mass spectrometry. Esterification was shown to play the most significant role in oligomer formation, with hemiacetal formation less important, and aldol condensation insignificant. COBRA is not limited to atmospheric aerosol chemistry; it should be applicable to the prediction of reaction products in other complex mixtures for which reasonable reaction mechanisms and seed molecules can be supplied by experimental or theoretical methods.

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Year:  2012        PMID: 22568707      PMCID: PMC3385869          DOI: 10.1021/es3003734

Source DB:  PubMed          Journal:  Environ Sci Technol        ISSN: 0013-936X            Impact factor:   9.028


  40 in total

1.  Recent developments in the mass spectrometry of atmospheric aerosols.

Authors:  Urs Baltensperger; Robert Chirico; Peter F DeCarlo; Josef Dommen; Kathrin Gaeggeler; Maarten F Heringa; Mingli Li; André S H Prévôt; M Rami Alfarra; Deborah S Gross; Markus Kalberer
Journal:  Eur J Mass Spectrom (Chichester)       Date:  2010       Impact factor: 1.067

2.  Semiempirical model for organic aerosol growth by acid-catalyzed heterogeneous reactions of organic carbonyls.

Authors:  Myoseon Jang; Nadine M Czoschke; Amanda L Northcross
Journal:  Environ Sci Technol       Date:  2005-01-01       Impact factor: 9.028

3.  Learning to predict chemical reactions.

Authors:  Matthew A Kayala; Chloé-Agathe Azencott; Jonathan H Chen; Pierre Baldi
Journal:  J Chem Inf Model       Date:  2011-09-02       Impact factor: 4.956

4.  Evolution of organic aerosols in the atmosphere.

Authors:  J L Jimenez; M R Canagaratna; N M Donahue; A S H Prevot; Q Zhang; J H Kroll; P F DeCarlo; J D Allan; H Coe; N L Ng; A C Aiken; K S Docherty; I M Ulbrich; A P Grieshop; A L Robinson; J Duplissy; J D Smith; K R Wilson; V A Lanz; C Hueglin; Y L Sun; J Tian; A Laaksonen; T Raatikainen; J Rautiainen; P Vaattovaara; M Ehn; M Kulmala; J M Tomlinson; D R Collins; M J Cubison; E J Dunlea; J A Huffman; T B Onasch; M R Alfarra; P I Williams; K Bower; Y Kondo; J Schneider; F Drewnick; S Borrmann; S Weimer; K Demerjian; D Salcedo; L Cottrell; R Griffin; A Takami; T Miyoshi; S Hatakeyama; A Shimono; J Y Sun; Y M Zhang; K Dzepina; J R Kimmel; D Sueper; J T Jayne; S C Herndon; A M Trimborn; L R Williams; E C Wood; A M Middlebrook; C E Kolb; U Baltensperger; D R Worsnop
Journal:  Science       Date:  2009-12-11       Impact factor: 47.728

5.  Chemical composition of secondary organic aerosol formed from the photooxidation of isoprene.

Authors:  Jason D Surratt; Shane M Murphy; Jesse H Kroll; Nga L Ng; Lea Hildebrandt; Armin Sorooshian; Rafal Szmigielski; Reinhilde Vermeylen; Willy Maenhaut; Magda Claeys; Richard C Flagan; John H Seinfeld
Journal:  J Phys Chem A       Date:  2006-08-10       Impact factor: 2.781

6.  An association between air pollution and mortality in six U.S. cities.

Authors:  D W Dockery; C A Pope; X Xu; J D Spengler; J H Ware; M E Fay; B G Ferris; F E Speizer
Journal:  N Engl J Med       Date:  1993-12-09       Impact factor: 91.245

7.  Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution.

Authors:  C Arden Pope; Richard T Burnett; Michael J Thun; Eugenia E Calle; Daniel Krewski; Kazuhiko Ito; George D Thurston
Journal:  JAMA       Date:  2002-03-06       Impact factor: 56.272

8.  Chemical composition of gas- and aerosol-phase products from the photooxidation of naphthalene.

Authors:  K E Kautzman; J D Surratt; M N Chan; A W H Chan; S P Hersey; P S Chhabra; N F Dalleska; P O Wennberg; R C Flagan; J H Seinfeld
Journal:  J Phys Chem A       Date:  2010-01-21       Impact factor: 2.781

9.  The effect of solvent on the analysis of secondary organic aerosol using electrospray ionization mass spectrometry.

Authors:  Adam P Bateman; Maggie L Walser; Yury Desyaterik; Julia Laskin; Alexander Laskin; Sergey A Nizkorodov
Journal:  Environ Sci Technol       Date:  2008-10-01       Impact factor: 9.028

10.  Characterization of polar compounds and oligomers in secondary organic aerosol using liquid chromatography coupled to mass spectrometry.

Authors:  Jacqueline F Hamilton; Alastair C Lewis; Trevor J Carey; John C Wenger
Journal:  Anal Chem       Date:  2007-12-15       Impact factor: 6.986

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