Skip to main content
Log in

Design of experiments for amino acid extraction from tobacco leaves and their subsequent determination by capillary zone electrophoresis

  • Research Paper
  • Published:
Analytical and Bioanalytical Chemistry Aims and scope Submit manuscript

Abstract

In this study, we optimized a method for the determination of free amino acids in Nicotiana tabacum leaves. Capillary electrophoresis with contactless conductivity detector was used for the separation of 20 proteinogenic amino acids in acidic background electrolyte. Subsequently, the conditions of extraction with HCl were optimized for the highest extraction yield of the amino acids because sample treatment of plant materials brings some specific challenges. Central composite face-centered design with fractional factorial design was used in order to evaluate the significance of selected factors (HCl volume, HCl concentration, sonication, shaking) on the extraction process. In addition, the composite design helped us to find the optimal values for each factor using the response surface method. The limits of detection and limits of quantification for the 20 proteinogenic amino acids were found to be in the order of 10−5 and 10−4 mol l−1, respectively. Addition of acetonitrile to the sample was tested as a method commonly used to decrease limits of detection. Ambiguous results of this experiment pointed out some features of plant extract samples, which often required specific approaches. Suitability of the method for metabolomic studies was tested by analysis of a real sample, in which all amino acids, except for L-methionine and L-cysteine, were successfully detected. The optimized extraction process together with the capillary electrophoresis method can be used for the determination of proteinogenic amino acids in plant materials. The resulting inexpensive, simple, and robust method is well suited for various metabolomic studies in plants. As such, the method represents a valuable tool for research and practical application in the fields of biology, biochemistry, and agriculture.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  1. Doubnerová V, Ryšlavá H. What can enzymes of C4 photosynthesis do for C3 plants under stress? Plant Sci. 2011;180:575–83.

    Article  Google Scholar 

  2. Tschoep H, Gibon Y, Carillo P, Armengaud P, Szecowka M, Adriano NN, et al. Adjustment of growth and central metabolism to a mild but sustained nitrogen-limitation in Arabidopsis. Plant Cell Environ. 2009;32:300–18.

    Article  CAS  Google Scholar 

  3. Dubois F, Tercé-Laforgue T, Gonzalez-Moro M-B, Estavillo J-M, Sangwan R, Gallias A, et al. Glutamate dehydrogenase in plants: is there a new story for an old enzyme? Plant Physiol Biochem. 2003;41:565–76.

    Article  CAS  Google Scholar 

  4. Manaenkov OV, Sidorov AI, Sulman EM. Rapid determination of amino acids by capillary electrophoresis without preliminary derivatization. J Anal Chem. 2003;58:979–82.

    Article  CAS  Google Scholar 

  5. Fu GN, He YZ, Wang L, Wang XK. Determination of amino acids in tobacco samples by capillary electrophoresis/indirect absorbance detection with isolation of the electrolysis compartment and p-aminobenzoic acid as a background electrolyte. Anal Sci. 2006;22:883–7.

    Article  CAS  Google Scholar 

  6. Shen D, Yaolong L, Zhang Z, Zhang P, Kang Q. Determination of amino acids by capillary electrophoresis with differential resonant contactless conductivity detector. Talanta. 2013;104:39–43.

    Article  CAS  Google Scholar 

  7. Coufal P, Zuska J, van de Goor T, Smith V, Gaš B. Separation of twenty underivatized essential amino acids by capillary zone electrophoresis with contactless conductivity detection. Electrophoresis. 2003;24:671–7.

    Article  CAS  Google Scholar 

  8. Colnaghi Simionato AV, Moraes EP, Tavares M, Kenndler E. Determination of amino acids by capillary electrophoresis-electrospray ionization-mass spectrometry: an evaluation of different protein hydrolysis procedures. Electrophoresis. 2008;29:2051–8.

    Article  Google Scholar 

  9. Tůma P, Málková K, Samcová E, Štulík K. Rapid monitoring of arrays of amino acids in clinical samples using capillary electrophoresis with contactless conductivity detection. J Sep Sci. 2010;33:2394–401.

    Article  Google Scholar 

  10. Yanqiu J, Baolin Z, Xiuxiu Y, Yuzhen G, Ping L, Weifeng W, et al. Determination of free amino acids in burley tobaco by high performance liquid chromatography. Saudi J Biol Sci. 2016;23:864–8.

    Google Scholar 

  11. Galba J, Michalicova A, Parrak V, Novak M, Kovac A. Quantitative analysis of phenylalanine, tyrosine, tryptophan and kynurenine in rat model for tauopathies by ultra-high performance liquid chromatography with fluorescence and mass spectrometry detection. J Pharm Biomed. 2016;117:85–90.

    Article  CAS  Google Scholar 

  12. Zheng G, Jin W, Fan P, Feng X, Bai Y, Tao T, et al. A novel method for detecting amino acids derivatized with phenyl isothocyanate by high-performance liquid chromatography-electrospray ionization mass spectrometry. Int J Mass Spectrom. 2015;392:1–6.

    Article  CAS  Google Scholar 

  13. Krumpochova P, Bruyneel B, Molenaar D, Koukou A, Wuhrer M, Niessen WMA, et al. Amino acid analysis using chromatography-mass spectrometry: an inter platform comparison study. J Pharm Biomed. 2015;114:398–407.

    Article  CAS  Google Scholar 

  14. Sato S, Yanagisawa S. Capillary electrophoresis-electrospray ionization-mass spectrometry using fused silica capillaries to profile anionic metabolites. Metabolomics. 2010;6:529–40.

    Article  CAS  Google Scholar 

  15. Concha-Herrera V, Lerma-García MJ, Herrero-Martínez JM, Simó-Alfonso EF. Classification of vegetable oils according to their botanical origin using amino acid profiles established by high performance liquid chromatography with UV-vis detection: a first approach. Food Chem. 2010;120:1149–54.

    Article  CAS  Google Scholar 

  16. Yahaya YA, Don MM. Flavonoid production by T. lactinea: screening of culture conditions via OFAT and optimization using response surface methodology (RSM). J Korean Soc Appl Biol Chem. 2014;57:749–57.

    Article  CAS  Google Scholar 

  17. Seenuvasan M, Kumar KS, Kumar MA, Iyyappan J, Suganthi JRG. Response surface estimation and canonical quantification for the pectin degrading Fe3O4-SiO2-nanobiocatalyst fabrication. Int J ChemTech Res. 2014;6:3618–27.

    CAS  Google Scholar 

  18. Mohamed N, Yusof F. Experimental design and statistical analysis of protein buffer to purify hydrolases from the skim latex of Hevea brasiliensis. Adv Environ Biol. 2014;8:672–9.

    CAS  Google Scholar 

  19. Leardi R. Experimental design in chemistry: a tutorial. Anal Chim Acta. 2009;652:161–72.

    Article  CAS  Google Scholar 

  20. Ferey L, Delaunay N, Rutledge DN, Huertas A, Raoul Y, Gareil P, et al. Use of response surface methodology to optimize the simultaneous separation of eight polycyclic aromatic hydrocarbons by capillary zone electrophoresis with laser-induced fluorescence detection. J Chromatogr A. 2013;1302:181–90.

    Article  CAS  Google Scholar 

  21. Ortega N, Albillos SM, Busto MD. Application of factorial design and response surface methodology to the analysis of bovine caseins by capillary zone electrophoresis. Food Control. 2003;14:307–15.

    Article  CAS  Google Scholar 

  22. Capella-Peiro ME, Bose D, Rubert MF, Esteve-Romero J. Optimization of a capillary zone electrophoresis method by using a central composite factorial design for the determination of codeine and paracetamol in pharmaceuticals. J Chromatogr B. 2006;839:95–101.

    Article  CAS  Google Scholar 

  23. Lomasney AR, Guillo C, Sidebottom AM, Roper MG. Optimization of capillary electrophoresis conditions for a glucagon competitive immunoassay using response surface methodology. Anal Bioanal Chem. 2009;394:313–9.

    Article  CAS  Google Scholar 

  24. Bezerra MA, Santelli RE, Oliveira EP, Villar LS, Escaleira LA. Response surface methodology (RSM) as a tool for optimization in analytical chemistry. Talanta. 2008;76:965–77.

    Article  CAS  Google Scholar 

  25. Carrera C, Ruiz-Rodriguez A, Palma M, Barroso CG. Ultrasound-assisted extraction of amino acids from grapes. Ultrason Sonochem. 2015;22:499–505.

    Article  CAS  Google Scholar 

  26. Mustafa A, Aman P, Andersson R, Kamal-Eldin A. Analysis of free amino acids in cereal products. Food Chem. 2007;105:317–24.

    Article  CAS  Google Scholar 

  27. Carpena-Ruiz R, Sopena A, Ramon AM. Extraction of free amino acids from tomato leaves. Plant Soil. 1989;119:251–4.

    Article  CAS  Google Scholar 

  28. Zhou W, Zhang XY, Duan GL. Liquid-chromatography quantitative analysis of 20 amino acids after derivatization with FMOC-Cl and its application to different origin Radix isatidis. J Chin Chem Soc. 2011;58:509–15.

    Article  CAS  Google Scholar 

  29. Wang L, Xu R, Hu B, Li W, Sun Y, Tu Y, et al. Analysis of free amino acids in Chinese teas and flower of tea plant by high performance liquid chromatography combined with solid-phase extraction. Food Chem. 2010;123:1259–66.

    Article  CAS  Google Scholar 

  30. Shihabi ZK. Transient pseudo-isotachophoresis for sample concentration in capillary electrophoresis. Electrophoresis. 2002;23:1612–7.

    Article  CAS  Google Scholar 

  31. Tůma P, Samcová E, Andělová K. Determination of free amino acids and related compounds in amniotic fluid by capillary electrophoresis with contactless conductivity detection. J Chromatogr B. 2006;839:12–8.

    Article  Google Scholar 

  32. Tůma P, Soukupová M, Samcová E, Štulík K. A determination of submicromolar concentrations of glycine in periaqueductal gray matter microdialyzates using capillary zone electrophoresis with contactless conductivity detection. Electrophoresis. 2009;30:3436–41.

    Article  Google Scholar 

Download references

Acknowledgements

This work was supported by Charles University, projects SVV and UNCE 204025/2012, and by OP VaVpI project CZ.1.05/4.1.00/16.0347. The authors are thankful to Mgr. Miroslava Bursová for her assistance with the design of experiments.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Tomáš Křížek.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Electronic supplementary material

Below is the link to the electronic supplementary material.

ESM 1

(PDF 78 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Hodek, O., Křížek, T., Coufal, P. et al. Design of experiments for amino acid extraction from tobacco leaves and their subsequent determination by capillary zone electrophoresis. Anal Bioanal Chem 409, 2383–2391 (2017). https://doi.org/10.1007/s00216-017-0184-2

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00216-017-0184-2

Keywords

Navigation