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Estimation of photolysis half-lives of dyes in a continuous-flow system with the aid of quantitative structure-property relationship |
Davoud BEIKNEJAD,Mohammad Javad CHAICHI() |
Faculty of Chemistry, University of Mazandaran, Babolsar 47416-95447, Iran |
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Abstract In this paper the photolysis half-lives of the model dyes in water solutions and under ultraviolet (UV) radiation were determined by using a continuous-flow spectrophotometric method. A quantitative structure-property relationship (QSPR) study was carried out using 21 descriptors based on different chemometric tools including stepwise multiple linear regression (MLR) and partial least squares (PLS) for the prediction of the photolysis half-life (t1/2) of dyes. For the selection of test set compounds, a K-means clustering technique was used to classify the entire data set, so that all clusters were properly represented in both training and test sets. The QSPR results obtained with these models show that in MLR-derived model, photolysis half-lives of dyes depended strongly on energy of the highest occupied molecular orbital (EHOMO), largest electron density of an atom in the molecule (ED+) and lipophilicity (logP). While in the model derived from PLS, besides aforementioned EHOMO and ED+ descriptors, the molecular surface area (Sm), molecular weight (MW), electronegativity (χ), energy of the second highest occupied molecular orbital (EHOMO-1) and dipole moment (μ) had dominant effects on logt1/2 values of dyes. These were applicable for all classes of studied dyes (including monoazo, disazo, oxazine, sulfonephthaleins and derivatives of fluorescein). The results were also assessed for their consistency with findings from other similar studies.
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Keywords
dye
photolysis half-life
quantitative structure-property relationship
continuous-flow
stepwise multiple linear regression
partial least squares
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Corresponding Author(s):
Mohammad Javad CHAICHI
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Issue Date: 20 June 2014
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1 |
MozaP N, HustertK, FeichtE, KettrupA. Photolysis of imidacloprid in aqueous solution. Chemosphere, 1998, 36(3): 497-502 doi: 10.1016/S0045-6535(97)00359-7
|
2 |
JiaoS, ZhengS, YinD, WangL, ChenL. Aqueous photolysis of tetracycline and toxicity of photolytic products to luminescent bacteria. Chemosphere, 2008, 73(3): 377-382 doi: 10.1016/j.chemosphere.2008.05.042 pmid: 18617218
|
3 |
DingT, JacobsD, LavineB K. Liquid chromatography-mass spectrometry identification of imidacloprid photolysis products. Microchemical Journal, 2011, 99(2): 535-541 doi: 10.1016/j.microc.2011.07.005
|
4 |
SanchesS, LeitãoC, PenetraA, CardosoV V, FerreiraE, BenolielM J, CrespoM T B, PereiraV J. Direct photolysis of polycyclic aromatic hydrocarbons in drinking water sources. Journal of Hazardous Materials, 2011, 192(3): 1458-1465 doi: 10.1016/j.jhazmat.2011.06.065 pmid: 21784577
|
5 |
ChenJ, QuanX, YanY, YangF, PeijnenburgW J G M. Quantitative structure-property relationship studies on direct photolysis of selected polycyclic aromatic hydrocarbons in atmospheric aerosol. Chemosphere, 2001, 42(3): 263-270 doi: 10.1016/S0045-6535(00)00077-1 pmid: 11100926
|
6 |
KrylovS N, HuangX-D, ZeilerL F, DixonD G, GreenbergB M. Mechanistic quantitative structure- activity relationship model for the photoinduced toxicity of polycyclic aromatic hydrocarbons. Environmental Toxicology and Chemistry, 1997, 16(11): 2283-2295
|
7 |
BaoY, HuangQ, WangW, XuJ, JiangF, FengC. Application of quantum chemical descriptors into quantitative structure-property relationship models for prediction of the photolysis half-life of PCBs in water. Frontiers of Environmental Science and Engineering, 2011, 5(4): 505-511 doi: 10.1007/s11783-011-0318-2
|
8 |
MooreT, PagniR M. Unusual photochemistry of 4-chlorobiphenyl in water. Journal of Organic Chemistry, 1987, 52(5): 770-773 doi: 10.1021/jo00381a012
|
9 |
LatchD E, StenderB L, PackerJ L, ArnoldW A, McNeillK. Photochemical fate of pharmaceuticals in the environment: cimetidine and ranitidine. Environmental Science and Technology, 2003, 37(15): 3342-3350 doi: 10.1021/es0340782 pmid: 12966980
|
10 |
AhmedS, RasulM G, BrownR, HashibM A. Influence of parameters on the heterogeneous photocatalytic degradation of pesticides and phenolic contaminants in wastewater: a short review. Journal of Environmental Management, 2011, 92(3): 311-330 doi: 10.1016/j.jenvman.2010.08.028 pmid: 20950926
|
11 |
SalaicesM, SerranoB, de LasaH I. Photocatalytic conversion of phenolic compounds in slurry reactors. Chemical Engineering Science, 2004, 59(1): 3-15 doi: 10.1016/j.ces.2003.07.015
|
12 |
BoscoM, LarrechiM S. Rapid and quantitative evaluation of the effect of process variables on the kinetics of photocatalytic degradation of phenol using experimental design techniques and parallel factor (PARAFAC) analysis. Analytical and Bioanalytical Chemistry, 2008, 390(4): 1203-1207 doi: 10.1007/s00216-007-1764-3 pmid: 18185923
|
13 |
HeimstadE S, BastosP M, ErikssonJ, BergmanK, HarjuM. Quantitative structure- photodegradation relationships of polybrominated diphenyl ethers, phenoxyphenols and selected organochlorines. Chemosphere, 2009, 77(7): 914-921 doi: 10.1016/j.chemosphere.2009.08.037 pmid: 19762064
|
14 |
LuG N, DangZ, TaoX Q, YangC, YiX Y. Modeling and prediction of photolysis half-lives of polycyclic aromatic hydrocarbons in aerosols by quantum chemical descriptors. Science of the Total Environment, 2007, 373(1): 289-296 doi: 10.1016/j.scitotenv.2006.08.045 pmid: 17173954
|
15 |
ChenJ, PeijnenburgW J G M, QuanX, ChenS, MartensD, SchrammK W, KettrupA. Is it possible to develop a QSPR model for direct photolysis half-lives of PAHs under irradiation of sunlight? Environmental Pollution, 2001, 114(1): 137-143 doi: 10.1016/S0269-7491(00)00195-0 pmid: 11444002
|
16 |
LiX, FangL, HuangJ, YuG. Photolysis of mono- through deca-chlorinated biphenyls by ultraviolet irradiation in n-hexane and quantitative structure-property relationship analysis. Journal of Environmental Sciences (China), 2008, 20(6): 753-759 doi: 10.1016/S1001-0742(08)62123-3 pmid: 18763572
|
17 |
NiuJ, HuangL, ChenJ, YuG, SchrammK W. Quantitative structure-property relationships on photolysis of PCDD/Fs adsorbed to spruce (Picea abies (L.) Karst.) needle surfaces under sunlight irradiation. Chemosphere, 2005, 58(7): 917-924 doi: 10.1016/j.chemosphere.2004.09.051 pmid: 15639263
|
18 |
XuJ, WangL, LiuL, BaiZ, WangL. QSPR study of the absorption maxima of azobenzene dyes. Bulletin of the Korean Chemical Society, 2011, 32(11): 3865-3872 doi: 10.5012/bkcs.2011.32.11.3865
|
19 |
SinkkonenS, PaasivirtaJ. Degradation half-life times of PCDDs, PCDFs and PCBs for environmental fate modeling. Chemosphere, 2000, 40(9-11): 943-949 doi: 10.1016/S0045-6535(99)00337-9 pmid: 10739030
|
20 |
DewarM J S, ZoebischE G, HealyE F, StewartJ J P. Development and use of quantum mechanical molecular models. 76. AM1: a new general purpose quantum mechanical molecular model. Journal of the American Chemical Society, 1985, 107(13): 3902-3909 doi: 10.1021/ja00299a024
|
21 |
HyperChem® Computational Chemistry, Hypercube, Inc. 1996
|
22 |
PearsonR G. Absolute electronegativity and hardness correlated with molecular orbital theory. Proceedings of the National Academy of Sciences of the United States of America, 1986, 83(22): 8440-8441 doi: 10.1073/pnas.83.22.8440 pmid: 16578791
|
23 |
ChenJ W, KongL R, ZhuC M, HuangQ G, WangL S. Correlation between photolysis rate constants of polycyclic aromatic hydrocarbons and frontier molecular orbital energy. Chemosphere, 1996, 33(6): 1143-1150 doi: 10.1016/0045-6535(96)00250-0
|
24 |
JohnsonR, WichernD. Applied Multivariate Statistical Methods, 3rd ed. New York: Prentice Hall, 1992
|
25 |
MitraI, SahaA, RoyK. Chemometric QSAR modeling and in silico design of antioxidant NO donor phenols. Scientia Pharmaceutica, 2011, 79(1): 31-57 doi: 10.3797/scipharm.1011-02 pmid: 21617771
|
26 |
FatemiM H, IzadiyanP. Cytotoxicity estimation of ionic liquids based on their effective structural features. Chemosphere, 2011, 84(5): 553-563 doi: 10.1016/j.chemosphere.2011.04.021 pmid: 21549407
|
27 |
MullenL M A, DuchowiczP R, CastroE A. QSAR treatment on a new class of triphenylmethyl-containing compounds as potent anticancer agents. Chemometrics and Intelligent Laboratory Systems, 2011, 107(2): 269-275 doi: 10.1016/j.chemolab.2011.04.011
|
28 |
DurbinJ, WatsonG S. Testing for serial correlation in least squares regression. I. Biometrika, 1950, 37(3-4): 409-428 doi: 10.1093/biomet/37.3-4.409 pmid: 14801065
|
29 |
DurbinJ, WatsonG S. Testing for serial correlation in least squares regression. II. Biometrika, 1951, 38(1-2): 159-178 doi: 10.1093/biomet/38.1-2.159 pmid: 14848121
|
30 |
MINITAB: Statistical Software, MINITAB Inc., PA, USA
|
31 |
SpjuthO, WillighagenE L, GuhaR, EklundM, WikbergJ E S. Towards interoperable and reproducible QSAR analyses: Exchange of datasets. Journal of Cheminformatics, 2010, 2(1): 5-11 doi: 10.1186/1758-2946-2-5 pmid: 20591161
|
32 |
KarelsonM, LobanovV S, KatritzkyA R. Quantum-chemical descriptors in QSAR/QSPR studies. Chemical Reviews, 1996, 96(3): 1027-1044 doi: 10.1021/cr950202r pmid: 11848779
|
33 |
MattaC F, ArabiA A. Electron-density descriptors as predictors in quantitative structure—activity/property relationships and drug design. Future Medicinal Chemistry, 2011, 3(8): 969-994 doi: 10.4155/fmc.11.65 pmid: 21707400
|
34 |
RiessI, MünchW. The theorem of Hohenberg and Kohn for subdomains of a quantum system. Theoretica Chimica Acta, 1981, 58(4): 295-300 doi: 10.1007/BF02426905
|
35 |
IvanM G, ScaianoJ C. Photoimaging and lithographic processes in polymers. In: AllenN S, ed. Photochemistry and Photophysics of Polymer Materials. New Jersey: John Wiley & Sons, Inc., 2010, 479-508
|
36 |
OhuraT, AmagaiT, MakinoM. Behavior and prediction of photochemical degradation of chlorinated polycyclic aromatic hydrocarbons in cyclohexane. Chemosphere, 2008, 70(11): 2110-2117 doi: 10.1016/j.chemosphere.2007.08.064 pmid: 17936329
|
37 |
FangL, HuangJ, YuG, LiX. Quantitative structure-property relationship studies for direct photolysis rate constants and quantum yields of polybrominated diphenyl ethers in hexane and methanol. Ecotoxicology and Environmental Safety, 2009, 72(5): 1587-1593 doi: 10.1016/j.ecoenv.2008.09.013 pmid: 18995905
|
38 |
TodeschiniR, ConsonniV. Handbook of molecular descriptors. In: MannholdR, KubinyiH, TimmermanH, eds. Methods and Principles in Medicinal Chemistry. New York: Wiley-VCH, Weinheim, 2000
|
39 |
ZeppF G, SchlotzhauerP F. Photoreactivity of selected aromatic hydrocarbons in water. In: JonesP R, LeberP, editors. Polynuclear Aromatic Hydrocarbons. MI: Ann Arbor Science Publishers, Ann Arbor, 1979, 141-158
|
40 |
ChenJ W, QuanX, YangF L, PeijnenburgW J G M. Quantitative structure-property relationships on photodegradation of PCDD/Fs in cuticular waxes of laurel cherry (Prunus laurocerasus). Science of the Total Environment, 2001, 269(1-3): 163-170 doi: 10.1016/S0048-9697(00)00827-5 pmid: 11305337
|
41 |
ChenJ, WangD, WangS, QiaoX, HuangL. Quantitative structure-property relationships for direct photolysis of polybrominated diphenyl ethers. Ecotoxicology and Environmental Safety, 2007, 66(3): 348-352 doi: 10.1016/j.ecoenv.2006.01.003 pmid: 16488010
|
42 |
NiuJ, YuG. Molecular structural characteristics governing biocatalytic oxidation of PAHs with hemoglobin. Environmental Toxicology and Pharmacology, 2004, 18(1): 39-45 doi: 10.1016/j.etap.2004.05.002 pmid: 21782733
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