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Hu S, Liu G, Zhang J, Yan J, Zhou H, Yan X. Linking electron ionization mass spectra of organic chemicals to toxicity endpoints through machine learning and experimentation. JOURNAL OF HAZARDOUS MATERIALS 2022; 431:128558. [PMID: 35228074 DOI: 10.1016/j.jhazmat.2022.128558] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 01/25/2022] [Accepted: 02/21/2022] [Indexed: 06/14/2023]
Abstract
Quantitative structure-activity relationship (QSAR) modeling has been widely used to predict the potential harm of chemicals, in which the prediction heavily relies on the accurate annotation of chemical structures. However, it is difficult to determine the accurate structure of an unknown compound in many cases, such as in complex water environments. Here, we solved the above problem by linking electron ionization mass spectra (EI-MS) of organic chemicals to toxicity endpoints through various machine learning methods. The proposed method was verified by predicting 50% growth inhibition of Tetrahymena pyriformis (T. pyriformis) and liver toxicity. The optimal model performance obtained an R2 > 0.7 or balanced accuracy > 0.72 for both the training set and test set. External experimentation further verified the application potential of our proposed method in the toxicity prediction of unknown chemicals. Feature importance analysis allowed us to identify critical spectral features that were responsible for chemical-induced toxicity. Our approach has the potential for toxicity prediction in such fields that it is difficult to determine accurate chemical structures.
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Affiliation(s)
- Song Hu
- Institute of Environmental Research at Greater Bay Area, Key Laboratory for Water Quality and Conservation of the Pearl River Delta, Ministry of Education, Guangzhou University, Guangzhou 510006, China; School of Environmental Science and Engineering, Shandong University, Qingdao 266237, China
| | - Guohong Liu
- Institute of Environmental Research at Greater Bay Area, Key Laboratory for Water Quality and Conservation of the Pearl River Delta, Ministry of Education, Guangzhou University, Guangzhou 510006, China
| | - Jin Zhang
- School of Public Health, Guizhou Medical University, Guiyang 550025, China
| | - Jiachen Yan
- Institute of Environmental Research at Greater Bay Area, Key Laboratory for Water Quality and Conservation of the Pearl River Delta, Ministry of Education, Guangzhou University, Guangzhou 510006, China
| | - Hongyu Zhou
- Institute of Environmental Research at Greater Bay Area, Key Laboratory for Water Quality and Conservation of the Pearl River Delta, Ministry of Education, Guangzhou University, Guangzhou 510006, China
| | - Xiliang Yan
- Institute of Environmental Research at Greater Bay Area, Key Laboratory for Water Quality and Conservation of the Pearl River Delta, Ministry of Education, Guangzhou University, Guangzhou 510006, China.
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Chung SWC. The development of isomer-specific analysis of branched 4-nonylphenol in food for dietary exposure - a critical review of analytical methods and occurrence in foodstuffs. Food Addit Contam Part A Chem Anal Control Expo Risk Assess 2021; 38:842-855. [PMID: 33784230 DOI: 10.1080/19440049.2021.1889044] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
4-Nonylphenol (4-NP) is a para-substituted phenolic compound comprising a straight or branched carbon chain group while branched 4-NP consists of 211 possible structural isomers. NP is recognised as an environmental pollutant and exists ubiquitously in both the environment and in food. 4-NP, especially branched 4-NP, has been shown to have the potential role of endocrine disruptor and xeno-oestrogen. Moreover, different NP isomers also exhibit different oestrogen-like activities. Recently, it was reported that the isomer-specific profile of 4-NP in foodstuffs varies greatly between and within food groups. Hence, risk assessment based on total branched 4-NP cannot reflect dietary risk. This study reviews the analytical methods applicable to conduct an isomer-specific analysis of 4-NP and its occurrence in foodstuffs. Lastly, research gaps are identified for future research.
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Affiliation(s)
- Stephen W C Chung
- Independent Researcher Formerly with Food Research Laboratory, Centre for Food Safety, Food and Environmental Hygiene Department, Hong Kong, China
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Zhokhov AK, Loskutov AY, Rybal’chenko IV. Methodological Approaches to the Calculation and Prediction of Retention Indices in Capillary Gas Chromatography. JOURNAL OF ANALYTICAL CHEMISTRY 2018. [DOI: 10.1134/s1061934818030127] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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4
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Zenkevich IG, Pushkareva TI. Chromato–Mass Spectrometric Identification of Unusual Products of 4-Isopropylphenol Oxidation in Aqueous Solutions. RUSS J GEN CHEM+ 2018. [DOI: 10.1134/s1070363218010024] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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5
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Molecular docking simulation on the interactions of laccase from Trametes versicolor with nonylphenol and octylphenol isomers. Bioprocess Biosyst Eng 2017; 41:331-343. [PMID: 29185034 DOI: 10.1007/s00449-017-1866-z] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2017] [Accepted: 11/11/2017] [Indexed: 10/18/2022]
Abstract
The biodegradation of nonylphenol (NP) and octylphenol (OP) isomers by laccase has attracted increasing concerns. However, the interaction mechanism between these isomers and laccase remains unclear, especially for fungal laccase. In this work, molecular docking was employed to study this issue. The results indicated that the structural characteristic of alkyl chain (position and branching degree) affected the interactions between Trametes versicolor (T. versicolor) laccase and isomers. The binding affinity between them was closely related to the position and branching degree of alkyl chain in isomers. The binding affinities between linear isomers and T. versicolor laccase were para-position < meta-position < ortho-position. For selected branched 4-NP, the isomers with bulky α-substituent in alkyl chain had higher binding affinities. In addition, hydrophobic contacts between T. versicolor laccase and NP or OP isomers were necessary, while H-bonds were optional. The isomers with similar structure may have more common residues involved in hydrophobic contacts. The H-bonds of selected NPs and OPs were all connected with phenolic hydroxyl. These findings provide an insight into detailed interaction mechanism between T. versicolor laccase and isomers of NP and OP. It is helpful to broaden the knowledge of degradation technology of NPs and OPs and provide theoretical basis on biological remediation of these contaminants.
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Gibbs energy additivity approaches to QSRR in generating gas chromatographic retention time for identification of fatty acid methyl ester. Anal Bioanal Chem 2017; 409:2777-2789. [DOI: 10.1007/s00216-017-0222-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2016] [Revised: 01/09/2017] [Accepted: 01/24/2017] [Indexed: 10/20/2022]
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7
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Lu Z, Gan J. Analysis, toxicity, occurrence and biodegradation of nonylphenol isomers: a review. ENVIRONMENT INTERNATIONAL 2014; 73:334-345. [PMID: 25222298 DOI: 10.1016/j.envint.2014.08.017] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2014] [Revised: 08/22/2014] [Accepted: 08/26/2014] [Indexed: 06/03/2023]
Abstract
Over the last two decades, nonylphenols (NPs) have become to be known as a priority hazardous substance due primarily to its estrogenicity and ubiquitous occurrence in the environment. Nonylphenols are commonly treated as a single compound in the evaluation of their environmental occurrence, fate and transport, treatment or toxicity. However, technical nonylphenols (tNPs) are in fact a mixture of more than 100 isomers and congeners. Recent studies showed that some of these isomers behaved significantly differently in occurrence, estrogenicity and biodegradability. The most estrogenic isomer was about 2 to 4 times more active than tNP. Moreover, the half lives of the most recalcitrant isomers were about 3 to 4 times as long as those of readily-biodegradable isomers. Negligence of NP's isomer specificity may result in inaccurate assessment of its ecological and health effects. In this review, we summarized the recent publications on the analysis, occurrence, toxicity and biodegradation of NP at the isomer level and highlighted future research needs to improve our understanding of isomer-specificity of NP.
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Affiliation(s)
- Zhijiang Lu
- Department of Environmental Sciences, University of California, Riverside, CA 9252, United States.
| | - Jay Gan
- Department of Environmental Sciences, University of California, Riverside, CA 9252, United States.
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Lu Z, Gan J. Isomer-specific biodegradation of nonylphenol in river sediments and structure-biodegradability relationship. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2014; 48:1008-1014. [PMID: 24345275 DOI: 10.1021/es403950y] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
Nonylphenol (NP), a well-known environmental estrogen with numerous isomers, is frequently found in surface water and sediments. Recent studies showed that NP isomers exhibited different estrogenicity. However, at present little information is available on its isomer-specific degradation in the bed sediment, which is the primary sink of NP in surface aquatic systems. In this study, we investigated the biodegradability of 19 NP isomers in two river sediments under oxic and anoxic conditions. Under oxic conditions, the half-lives of NP isomers in an upper river sediment ranged from 0.9 to 13.2 d. Under reduced conditions, the persistence of NP isomers generally increased, with negligible dissipation under strongly reduced conditions. In the well-aerated sediment, NP isomers with short side chain and/or bulky α-substituents were found to be more recalcitrant to degradation. Moreover, when a total of 57 molecular descriptors were examined, the degree of branching as quantified by IDWbar was found to result in the best linear correlation with half-lives of NP isomers (R(2) = 0.88). These results indicated that the isomer-specificity of NP in environmental processes should be considered, and that simple molecular descriptors may be used to identify the more recalcitrant isomers, thus allowing prioritization in the evaluation of environmental fate and risks of NP isomers.
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Affiliation(s)
- Zhijiang Lu
- Department of Environmental Sciences, University of California , Riverside California 92521
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NAKAZAWA H, IWASAKI Y, ITO R. Analytical Methods for the Quantification of Bisphenol A, Alkylphenols, Phthalate Esters, and Perfluoronated Chemicals in Biological Samples. ANAL SCI 2014; 30:25-34. [DOI: 10.2116/analsci.30.25] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Affiliation(s)
- Hiroyuki NAKAZAWA
- Department of Analytical Chemistry, Faculty of Pharmaceutical Science, Hoshi University
| | - Yusuke IWASAKI
- Department of Analytical Chemistry, Faculty of Pharmaceutical Science, Hoshi University
| | - Rie ITO
- Department of Analytical Chemistry, Faculty of Pharmaceutical Science, Hoshi University
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Zenkevich IG, Drugov YS. Gas chromatographic methods for the determination of trace organic pollutants in environmental samples. JOURNAL OF ANALYTICAL CHEMISTRY 2013. [DOI: 10.1134/s1061934813100146] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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11
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Yan J, Huang JH, He M, Lu HB, Yang R, Kong B, Xu QS, Liang YZ. Prediction of retention indices for frequently reported compounds of plant essential oils using multiple linear regression, partial least squares, and support vector machine. J Sep Sci 2013; 36:2464-71. [DOI: 10.1002/jssc.201300254] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2013] [Revised: 05/08/2013] [Accepted: 05/11/2013] [Indexed: 11/06/2022]
Affiliation(s)
- Jun Yan
- Research Center of Modernization of Traditional Chinese Medicine; Central South University; Changsha P.R. China
| | - Jian-Hua Huang
- Research Center of Modernization of Traditional Chinese Medicine; Central South University; Changsha P.R. China
| | - Min He
- Research Center of Modernization of Traditional Chinese Medicine; Central South University; Changsha P.R. China
| | - Hong-Bing Lu
- Technology Center of China Tobacco Hunan Industrial Co; Changsha P. R. China
| | - Rui Yang
- Research Center of Modernization of Traditional Chinese Medicine; Central South University; Changsha P.R. China
| | - Bo Kong
- Technology Center of China Tobacco Hunan Industrial Co; Changsha P. R. China
| | - Qing-Song Xu
- School of Mathematical Sciences and Computing Technology; Central South University; Changsha P. R. China
| | - Yi-Zeng Liang
- Research Center of Modernization of Traditional Chinese Medicine; Central South University; Changsha P.R. China
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Zenkevich IG, Eliseenkov EV, Kasatochkin AN. Identification of organic reaction products in the absence of additivity of chromatographic retention indices. Chloro derivatives of methyl-tert-butyl ketone. J STRUCT CHEM+ 2013. [DOI: 10.1134/s0022476613030050] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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13
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Zenkevich IG. Chromatographic identification of (E)- and (Z)-isomers of unsaturated organic compounds using their physicochemical characteristics. RUSS J GEN CHEM+ 2013. [DOI: 10.1134/s1070363213040129] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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14
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Ukolov AI, Zenkevich IG. Combined interpretation of chromatographic and mass spectral information in identifying condensation products of carbonyl compounds. JOURNAL OF ANALYTICAL CHEMISTRY 2012. [DOI: 10.1134/s1061934812130114] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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15
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Gruzdev IV, Kuzivanov IM, Zenkevich IG, Kondratenok BM. Gas-chromatographic identification of products formed in iodination of methyl phenols by retention indices. RUSS J APPL CHEM+ 2012. [DOI: 10.1134/s1070427212090108] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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16
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McGinitie TM, Harynuk JJ. Considerations for the automated collection of thermodynamic data in gas chromatography. J Sep Sci 2012; 35:2228-32. [DOI: 10.1002/jssc.201200192] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2012] [Revised: 04/17/2012] [Accepted: 05/07/2012] [Indexed: 11/11/2022]
Affiliation(s)
| | - James J. Harynuk
- Department of Chemistry; University of Alberta; Edmonton Alberta Canada
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Zenkevich IG, Ukolov AI, Kushakova AS, Gustyleva LK. Identification of isomeric alkylarenes with the use of additive relations for the evaluation of gas-chromatographic retention indices. JOURNAL OF ANALYTICAL CHEMISTRY 2011. [DOI: 10.1134/s1061934811120136] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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18
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Gruzdev IV, Filippova MV, Zenkevich IG, Kondratenok BM. Identification of bromination products of chloro-substituted anilines in aqueous environment by gas chromatography. RUSS J APPL CHEM+ 2011. [DOI: 10.1134/s1070427211100132] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Zenkevich IG, Ukolov AI. Features of the chromatography-mass spectrometric identification of condensation products of the carbonyl compounds. RUSS J GEN CHEM+ 2011. [DOI: 10.1134/s1070363211090143] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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20
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Asimakopoulos AG, Thomaidis NS, Koupparis MA. Recent trends in biomonitoring of bisphenol A, 4-t-octylphenol, and 4-nonylphenol. Toxicol Lett 2011; 210:141-54. [PMID: 21888958 DOI: 10.1016/j.toxlet.2011.07.032] [Citation(s) in RCA: 102] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2011] [Revised: 07/11/2011] [Accepted: 07/29/2011] [Indexed: 10/17/2022]
Abstract
Bisphenol A (BPA), 4-t-octylphenol (4-t-OP), and 4-nonylphenol (4-NP) are man-made alkylphenolic environmental contaminants possessing controversial endocrine disruption properties. Nowadays, an increased interest is raised for their accurate determination in biological media in order to estimate the exposure to these compounds and the associated health risk. The aim of this review is to present the available analytical methodologies for biomonitoring these three EDCs in human population. In non-occupational human exposure, they are detected in human matrices in trace level concentrations, commonly lower than 1ng/mL. The use of mass spectrometry based methods is particularly emphasized due to their well known superiority over sensitivity, selectivity and precision, even in difficult matrices, such as blood plasma and serum. Recent and most applicable sample preparation techniques are thoroughly presented. The benefits of solid phase extraction (SPE) and expected developments are demonstrated. Recent results from exposure assessment and epidemiologic studies for BPA, 4-t-OP and 4-NP are summarized and future trends are discussed.
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Affiliation(s)
- Alexandros G Asimakopoulos
- Laboratory of Analytical Chemistry, Department of Chemistry, University of Athens, Panepistimiopolis-Zografou, 15771 Athens, Greece
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Gruzdev IV, Alferova MV, Kondratenok BM, Zenkevich IG. Gas-chromatographic identification of chloro- and bromo-substituted anilines by their retention indices. JOURNAL OF ANALYTICAL CHEMISTRY 2011. [DOI: 10.1134/s1061934811050054] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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22
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Zenkevich IG, Eliseenkov EV, Kasatochkin AN, Zhakovskaya ZA, Khoroshko LO. Gas chromatographic identification of chlorination products of aliphatic ketones. J Chromatogr A 2011; 1218:3291-9. [DOI: 10.1016/j.chroma.2010.12.056] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2010] [Revised: 11/29/2010] [Accepted: 12/13/2010] [Indexed: 11/15/2022]
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Influence of carrier gas on the prediction of gas chromatographic retention times based on thermodynamic parameters. J Chromatogr A 2011; 1218:3241-6. [DOI: 10.1016/j.chroma.2010.09.068] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2010] [Revised: 09/21/2010] [Accepted: 09/23/2010] [Indexed: 11/21/2022]
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Zenkevich IG, Eliseenkov EV, Kasatochkin AN, Zhakovskaya ZA, Khoroshko LO. Identification of the chlorination products of aliphatic ketones by gas chromatography and gas chromatography/mass spectrometry. JOURNAL OF ANALYTICAL CHEMISTRY 2011. [DOI: 10.1134/s1061934811040174] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Zenkevich IG, Ishchenko EV, Makarov AA, Sonchik OE. Air oxidation of organic compounds in aqueous solutions. Ecochemical and analytical aspects. RUSS J GEN CHEM+ 2011. [DOI: 10.1134/s1070363210130013] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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26
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Wu ZY, Zeng ZD, Marriott PJ. Comparative qualitative analysis of nonylphenol isomers by gas chromatography–mass spectrometry combined with chemometric resolution. J Chromatogr A 2010; 1217:7759-66. [DOI: 10.1016/j.chroma.2010.10.024] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2010] [Revised: 09/29/2010] [Accepted: 10/04/2010] [Indexed: 11/24/2022]
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27
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Karolat B, Harynuk J. Prediction of gas chromatographic retention time via an additive thermodynamic model. J Chromatogr A 2010; 1217:4862-7. [DOI: 10.1016/j.chroma.2010.05.037] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2010] [Revised: 05/17/2010] [Accepted: 05/19/2010] [Indexed: 12/01/2022]
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Fischer AR, Lan NTP, Wiedemann C, Heide P, Werner P, Schmidt AW, Theumer G, Knölker HJ. Determination of 4-nonylphenol in water samples using 4-(2,6-dimethylhept-3-yl)phenol as new internal standard. J Chromatogr A 2010; 1217:2950-5. [DOI: 10.1016/j.chroma.2010.02.063] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2009] [Revised: 02/18/2010] [Accepted: 02/24/2010] [Indexed: 10/19/2022]
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29
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Zenkevich IG. “Chemical” domains of definition of mathematic relations in organic chemistry. RUSS J GEN CHEM+ 2009. [DOI: 10.1134/s1070363209100144] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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30
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Zenkevich IG, Eliseenkov EV, Kasatochkin AN. Chromatographic Identification of Cyclohexane Chlorination Products by an Additive Scheme for the Prediction of Retention Indices. Chromatographia 2009. [DOI: 10.1365/s10337-009-1213-x] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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