DOI QR코드

DOI QR Code

Decomposition of Antibiotics (Cefaclor) by Ionizing Radiation: Optimization and Modeling Using a Design of Experiment (DOE) Based on Statistical Analysis

  • Yu, Seung-Ho (Advanced Radiation Technology Institute, Korea Atomic Energy Research Institute) ;
  • Chang, Soon-Woong (Department of Environmental Engineering, Kyonggi University) ;
  • Lee, Si-Jin (Department of Environmental Engineering, Kyonggi University) ;
  • Cho, Il-Hyoung (Department of Environmental Engineering, Kyonggi University)
  • Published : 2009.06.30

Abstract

The decomposition of antibiotics (cefaclor) by gamma irradiation in aqueous solutions was experimentally evaluated. To obtain a mutual interaction between two factors (antibiotics concentrations and radiation doses) and to optimize these factors during the process, experimental design and statistical analysis were employed. The decomposition capability of the gamma radiation was also mathematically described as a function of cefaclor concentration and gamma-ray dose using the statistical analysis. The results showed that the cefaclor concentration ($X_1$) in the response $Y_1$ (Reduction of cefaclor concentration) and gamma-ray dose ($X_2$) in the response $Y_2$ (Removal efficiency (%) of cefaclor concentration) exhibited a significantly positive effect, whereas gamma-ray dose ($X_2$) in the response $Y_1$ showed a significantly negative effect. The estimated ridge of maximum responses and optimal conditions for $Y_1$:($X_1$,$X_2$)=(25 mg/L, 350 Gy) and $Y_2$:($X_1$,$X_2$)=(21 mg/L, 565 Gy) using canonical analysis were 4.37 mg/L of reduction of cefaclor concentration and 98.35% of removal efficiency of cefaclor concentration, respectively. The measurement values agreed well with the predicted ones, thereby confirming the suitability of the model for $Y_1$ and $Y_2$ and the success of the experimental design in optimizing the conditions of the gamma irradiation process.

Keywords

References

  1. Calza, P., Sakkas, V. A., Medana, C., Baiocchi, C., Dimou, A., Pelizzetti, E., and Albanis, T., "Photocatalytic degrada-tion study of diclofenac over aqueous $TiO_2$ suspensions," Applied Catalysis. B: Environment, 67, 197-205 (2006) https://doi.org/10.1016/j.apcatb.2006.04.021
  2. Carballa, M., Omil, F., Lema, J. M., Llompart, M., Garcia-Jares, C., Rodriguez, I., Gomez, M., and Temes, T., "Beha-vior of pharmaceuticals, cosmetics and hormones in a sew-age treatment plant," Water Res., 38(12), 2918-2926 (2004) https://doi.org/10.1016/j.watres.2004.03.029
  3. Costanzo, S. D., Murby, J., and Bates, J., "Ecosystem respo-nse to antibiotics entehng the aquatic environment," Mar. Pollut. Bull., 51(1-4), 218-223 (2005) https://doi.org/10.1016/j.marpolbul.2004.10.038
  4. Batt, A. L., Bruce, I. B., and Aga, D. S., "Evaluating the vulnerability of surface waters to antibiotic contaminationfrom varying wastewater treatment plant discharges," Environ. Pollut., 142(2), 295-302 (2006) https://doi.org/10.1016/j.envpol.2005.10.010
  5. Jorgensen, S. E. and Hallmg-Sorensen, B., "Drugs in the environment," Chemosphere, 40(7), 691-699 (2000) https://doi.org/10.1016/S0045-6535(99)00438-5
  6. Gobel, A., McArdell, C. S., Suter, M. J.-F., and Giger, W., "Trace determination of macrolide and sulfonamide antimic-robials, a human sulfonamide metabolite, and thmethoprim in wastewater using liquid chromatography coupled to elec-trospray tandem mass spectrometry," Anal. Chem., 76(16), 4756-4764 (2004) https://doi.org/10.1021/ac0496603
  7. Diaz-Cruz, M. S., Lopez de Alda, M. J., and Barcelo, D., "Environmental behavior and analysis of veterinary and human drugs in soils, sediments and sludge," Trends in Analytical Chemistry, 22(6), 340-351 (2003) https://doi.org/10.1016/S0165-9936(03)00603-4
  8. Heberer, T., "Tracking persistent pharmaceutical residues from municipal sewage to drinking water," J. Hydrol., 266(3-4), 175-189 (2002) https://doi.org/10.1016/S0022-1694(02)00165-8
  9. Hirsch, R., Ternes, T., Haberer, K., and Kratz, K. L., "Occu-rrence of antibiotics in the aquatic environment," Sci. of the Total Environment, 225, 109-118 (1999) https://doi.org/10.1016/S0048-9697(98)00337-4
  10. Cho, I. H. and Zoh, K. D., "Photocatalytic Degradation of azo dye (Reactive Red 120) in $TiO_2/UV$ System: Optimization and Modeling using a Response Surface Methodology (RSM) based on the Central Composite Design," Dye and Pigments, 75(3), 533-543 (2007) https://doi.org/10.1016/j.dyepig.2006.06.041
  11. Elibol, M., "Optimization of medium composition for acti-norhodin production by Streptomyces coelicolor A3(2) with response surface methodology," Proc. Biochem., 39, 1057-1062 (2004) https://doi.org/10.1016/S0032-9592(03)00232-2
  12. Olivera, F. C., Caron, G. R., and Brandelli, A., "Bacteriocin production by Bacillus licheniformis strain P40 in cheese whey using response surface methodology," Biochem. Eng. J., 21, 53-58 (2004) https://doi.org/10.1016/j.bej.2004.05.002
  13. Mamani, M. C. V., Farfan, J. A., Reyes, F. G. R. R., and Rath, S., "Simultaneous determination of tetracyclines in pharmaceuticals by CZE using expehmental design," Talanta, 70, 236-243 (2006) https://doi.org/10.1016/j.talanta.2006.02.048
  14. Joshi, S., "HPLC separation of antibiotics present in formulated and unformulated samples," J. Pharm. Biomed. Anal., 28, 795-809 (2002) https://doi.org/10.1016/S0731-7085(01)00706-3
  15. Khan, S. J. and Ongerth, J. E., "Estimation of pharmaceutical residues in primary and secondary sewage sludge based on quantities of use and fugacity modeling," Water Sci. Technol, 46(3), 105-113 (2002)
  16. Park, J., An approach for developing aquatic environmental risk assessment framework for pharmaceuticals in Korea, A report from Korea Environment Institute, K-EI-RE-05
  17. Bielski, B. H. J., Cabelli, D. E., and Arudi, R. L., "Reactivity of $HO_2/O_2$ - radicals in aqueous solution," J. Phys. Chem., 14(4), 1041-1100 (1985)
  18. Buxton, G. V., Langan, J. R., and Smith, J. R. L., "A radiation chemical study ofthe oxidation of hydroxycyclohexa-dienyl radicals, J. Phys. Chem., 90, 6309-6313 (1986) https://doi.org/10.1021/j100281a050
  19. Zona, R. and Solar, S., "Oxidation of 2,4-dichlorophenoxy-acetic acid by ionizing radiation: degradation, detoxification and mineralization," Radiat. Phys. Chem., 66(2), 137-143 (2003) https://doi.org/10.1016/S0969-806X(02)00330-4
  20. Box, G. and Hunter, W. G., Statistics for Expehmenters:An Introduction to Design, Data Analysis, and Model Building, Wiley, NJ(1987)