Abstract
The study presents the application of central composite design (CCD) and response surface methodology (RSM) for the optimization of silver-ion normal phase HPLC/ELSD (Ag+-HPLC/ELSD) method parameters to profile the isomers of triglycerides in vegetable oils. The significance of a second-order polynomial model for predicting the optimal values of Ag+-HPLC/ELSD method parameters was evaluated by the analysis of variance, ANOVA, and 3D response surface plots for the interactions between three variables were constructed. Three experimental parameters were chosen as independent variables which are the flow rate of mobile phase, temperature of column compartment and concentration of sample. A multivariate five-level CCD and RSM were used to confirm a quadratic model as a functional relationship between the response values (Rs, N, α and k′) and variables. The optimum values of parameters were found to be a flow rate of 1.25 mL min−1, temperature of column compartment of 20 °C, and sample concentration of 5 × 10−2 mg µL−1. Regression analysis with an R2 values indicated as an adequate correlation between the experimental and predicted response values. ANOVA test results were also confirm that the models can be successfully used to predict the optimum parameters of Ag+-HPLC/ELSD method. Therefore, the proposed model provides an efficient, automated, and robust Ag+-HPLC/ELSD method for triglyceride profiling and is also suitable for a number of applications and analytical method developments for vegetable oils.
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Abbreviations
- Ag+-HPLC:
-
Silver ion high performance liquid chromatography
- ANOVA:
-
Analysis of variance
- AOCS:
-
American oil chemical society
- CCD:
-
Central composite design
- ELSD:
-
Evaporative light scattering detector
- Eq:
-
Equation
- HPLC:
-
High performance liquid chromatography
- NP-HPLC:
-
Normal phase high performance liquid chromatography
- RP-HPLC:
-
Reverse phase high performance liquid chromatography
- RSM:
-
Response surface methodology
- TAG:
-
Triacylglycerol
References
L. Zhang, P. Li, X. Sun, X. Wang, B. Xu, X. Wang, F. Ma, Q. Zhang, X.J. Ding, Agric. Food Chem. 62, 8745 (2014)
D. Naviglio, R. Romano, F. Pizzolongo, A. Santini, A. De Vito, L. Schiavo, G. Nota, S.S. Musso. Food Chem. 102, 399–405 (2007)
R.D. O’Brien, Fats and Oils, CRC Press LLC Taylor & Francis Group (2004)
M. Lísa, H. Velínská, M. Holcˇapek, Anal. Chem. 81, 3903–3910 (2009)
L. Mondello, P.Q. Tranchida, V. Stanek, P. Jandera, G. Dugo, P. Dugo, J. Chromatogr. A 1086, 91–98 (2005)
F. Gosetti, U. Chiuminatto, E. Mazzucco, E. Robotti, G. Calabrese, M.C. Gennaro, E. Marengo, J. Chromatogr. A 1218, 6308–6318 (2011)
J. Dutta, A.K. Das, S. Saha. J. Chromatogr. A 154, 33–37 (1978)
N.U. Olsson, P. Kaufmann, J. Chromatogr. A 600, 257–266 (1992)
M. Biba, E.L. Regalado, N. Wua, C.J. Welch, J. Chromatogr. A 1363, 250–256 (2014)
M. Holcapeka, H. Dvoráková, M. Lísa, A.J. Girón, P. Sandra, J. Cvacka, J. Chromatogr. A 1217, 8186–8194 (2010)
A. Adel, Y. Shehata, J.M. Man, A.J. Craig, Can. Inst. Food Sci. Technol. J 5, 13–21 (1972)
J. Fontecha, H. Goudjil, J.J. Ríos, M. J. Fraga, M. Juarez, Int. Dairy J. 15, 1217–1224 (2005)
S. Morera Pons, A.I. Castellote Bargallo, M.C. Lo ́pez Sabater, J. Chromatogr. A 823, 475–482 (1998)
D. Gastaldi, C. Medana, V. Giancotti, R. Aigotti, F. Dal Bello, C. Baiocchi, Eur. J. Lipid Sci. Technol. 113, 197–207 (2011)
X. Zou, J. Huang, Q. Jin, Z. Guo, Y. Liu, L. Cheong, X. Xu, X. Wang, J. Agric. Food Chem. 61, 7070–7080 (2013)
S. Morera, A.I. Castellote, O. Jauregui, I. Casals, M.C. Lopez-Sabater, Eur. J. Clin. Nutr. 57, 1621–1626 (2003)
I. Ten-Doménech, E. Beltrán-Iturat, J.M. Herrero-Martínez, J.V. Sancho-Llopis, E.F. Simó-Alfonso, J. Agric. Food Chem. 63, 5761–5770 (2015)
P. Dugo, O. Favoino, P.Q. Tranchida, G. Dugo, L. Mondello, J. Chromatogr. A 1041, 135–142 (2004)
S.N. Fedosov, N.A. Fernandes, M.Y. Firdaus, J. Chromatogr. A 1326, 56–62 (2014)
A.A.Y. Shehata, J.M. Man, J.C. Alexander, Can. Inst. Food Technol. 4, 61–67 (1971)
J.K. Grob, J. Chromatogr. A 178, 387–392 (1979)
R.B. Watts, R.D.H. Wehr, J. Chromatogr. A 66, 239–247 (1972)
J.L. Bernal, M.T. Martín, L. Toribio, J. Chromatogr. A 1313, 24–36 (2013)
M. Buchgraber, F. Ulberth, E. Anklam, J. Agric. Food Chem. 48, 3359–3363 (2000)
E.J.C. Van der Klift, G. Vivó-Truyols, F.W. Claassen, F.L. Van Holthoon, T.A. Van Beek, J. Chromatogr. A 1178, 43–55 (2008)
F.N. Arslan, University of Selçuk, Institute of Science, Department of Chemistry, Konya, Ph.D. thesis, 2015
P.Q. Tranchida, P. Donato, G. Dugo, L. Mondello, P. Dugo, TrAC. Trends Anal. Chem. 26, 191–205 (2007)
K. Wagner, T. Miliotis, G. Marko-Varga, R. Bischoff, K.K. Unger, Anal. Chem. 74, 809–820 (2002)
L.B. Abdulra’uf, G.H. Tan, Food Chem. 177, 267–273 (2015)
E. Ghasemi, F. Raofie, N.M. Najaf, Food Chem. 126, 1449–1453 (2011)
T.Z.E. Lee, C. Krongchai, N. Lu, S. Kittiwachana, S.F. Sim, Int. J. Ind. Chem. 6, 185–191 (2015)
R.G. Brereton, Analyst 122, 1521–1529 (1997)
T. Lundstedt, E. Seifert, L. Abramo, B. Thelin, Å. J. Nyström, Pettersen, R. Bergman, Chemometr. Intell. Lab. 42, 3–40 (1998)
M.A. Bezerra, R.E. Santelli, E.P. Oliveira, L.S. Villar, L.A. Escaleira, Talanta 76, 965–977 (2008)
T. Mirza, H.I.S. Tan, J. Pharm. Biomed. 25, 39–52 (2001)
M.A.M. Gomez, R.M.V. Camanas, S. Sagrado, M.J.M. Hernandez, Electrophoresis 26, 4116–4126 (2005)
M.E.P. Hows, D. Perrett, J. Kay, J. Chromatogr. A 768, 97–104 (1997)
A. Walia, P. Mehta, S. Guleria, C. K. Shirkot, 3 Biotechnol. 5, 1053–1066 (2015)
S. Kadivar, N. De Clercq, B.P. Nusantoro, T.T. Le, K. Dewettinck, J. Agric. Food Chem. 617, 896–7903 (2013)
Acknowledgements
The present study is a part of Ph.D thesis entitled “Integration of retarded and pre-concentrated SPE systems to FIA-HPLC systems for vegetable oil analysis and improvement of its applications”. The research was supported by TUBITAK project with 112T373 project number and Selcuk University Coordinators of Scientific Research with 12401045 and 11201063 project numbers, and Karamanoglu Mehmetbey University Scientific Research Project Centre with 14-M-16 project number.
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Arslan, F.N., Kara, H. Central composite design and response surface methodology for the optimization of Ag+-HPLC/ELSD method for triglyceride profiling. Food Measure 11, 902–912 (2017). https://doi.org/10.1007/s11694-016-9462-5
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DOI: https://doi.org/10.1007/s11694-016-9462-5