Skip to main content
Log in

Rapid Method for Small Grain and Corn Flour Authentication Using GC/EI–MS and Multivariate Analysis

  • Published:
Food Analytical Methods Aims and scope Submit manuscript

Abstract

The aim of this study was the application of the gas chromatography–mass spectrometry system (GC/EI–MS) system and multivariate data analysis to investigate the possibility of chemical differentiation between small grain flour (wheat, barley, oat, triticale, rye) and corn flour samples. All cereal flour samples were first defatted with hexane, after which the extraction with ethanol was performed. Extracted simple sugars (monosaccharides, disaccharides, trisaccharides, and sugar alcohols) were analyzed in the form of their corresponding trimethylsilyl oximes. Peaks of simple sugar derivatives were selected in total ion current (TIC) chromatograms by monitoring exclusively the following characteristic abundant ions: 204, 217, and 361 m/z. The total surface areas under the selected peaks were subjected to multivariate analysis. Applying principal coordinate analysis and hierarchical cluster analysis to obtained data, samples of corn flour could be very clearly distinguished from all samples of small grain flour, which presented a weaker separation among each other. This method circumvents common analytical procedures by excluding simple sugar identifications, quantitative analysis, the use of analytical standards, and calibration curves. Results are applicable in the quality assurance of mixed flour on the market, considering the increased popularity of their consumption in human nutrition.

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
Fig. 5
Fig. 6

References

  • Ačanski MM, Vujić DN (2014) Comparing sugar components of cereal and pseudo cereal flour by GC-MS analysis. Food Chem 145:743–748. doi:10.1016/j.foodchem.2013.08.138

    Article  Google Scholar 

  • Baik BK, Ullrich SE (2008) Barley for food: characteristics, improvement, and renewed interest. J Cereal Sci 48:233–242. doi:10.1016/j.jcs.2008.02.002

    Article  CAS  Google Scholar 

  • Derndorfer E, Baierl A (2014) Mathematical and statistical methods in food science and technology. In: Granato D, Ares G (eds) Chapter 10: multidimensional scaling (MDS). John Wiley & Sons, Ltd, Chichester, pp 175–186

    Google Scholar 

  • Doxastakis G, Zafiriadis I, Irakli M, Marlani H, Tananaki C (2002) Lupin, soya and triticale addition to wheat flour doughs and their effect on rheological properties. Food Chem 77:219–227

    Article  CAS  Google Scholar 

  • Füzfai ZS, Boldizsár I, Molnár-Perl I (2008) Characteristic fragmentation patterns of the trimethylsilyl and trimethylsilyl-oxime derivatives of various saccharides as obtained by gas chromatography coupled to ion-trap mass spectrometry. J Chromatogr A 1177:183–189. doi:10.1016/j.chroma.2007.11.023

    Article  Google Scholar 

  • Gordon MH (1990) Principles and applications of gas chromatography in food analysis. Ellis Horwood Limited, (Chapter 1: Principles of gas chromatography)

  • Hammer O, Harper DAT, Ryan PD (2001) PAST: paleontological statistics software package for education and data analysis. Palaeontol Electron 1:4–11

    Google Scholar 

  • Karady S, Pines SH (1970) Mass spectrometry of the trimethylsilyl ethers of 2-ketohexoses. Tetrahedron 26:4527–4536

    Article  CAS  Google Scholar 

  • Kilci A, Gocmen D (2014) Phenolic acid composition, antioxidant activity and phenolic content of tarhana supplemented with oat flour. Food Chem 151:547–553. doi:10.1016/j.foodchem.2013.11.038

    Article  CAS  Google Scholar 

  • Penfield MP, Campbell AM (1990) Experimental food science (3rd ed.). The University of Tennessee, Knoxville, (Chapter 17: Flour)

  • Rakha A, Åman P, Andersson R (2011) Dietary fiber in triticale grain: variation in content, composition, and molecular weight distribution of extractable components. J Cereal Sci 54:324–331. doi:10.1016/j.jcs.2011.06.010

    Article  CAS  Google Scholar 

  • Rosell CM (2011) Flour and breads and their fortification in health and disease prevention. In: Preedy VR, Watson RR, Patel VB (eds) Chapter 1: the science of doughs and bread quality. Department of Food Science, Institute of Agrochemistry and Food Technology, Spanish Scientific Research Council, Valencia, pp 3–14

    Google Scholar 

  • Ruiz-Matute AI, Hernández-Hernández O, Rodríguez-Sánchez S, Sanz ML, Martínez-Castro I (2011) Derivatization of carbohydrates for GC and GC–MS analyses. J Chromatogr B 879:1226–1240. doi:10.1016/j.jchromb.2010.11.013

    Article  CAS  Google Scholar 

  • Singh N, Singh S, Shevkani K (2011) Flour and breads and their fortification in health and disease prevention. In: Preedy VR, Watson RR, Patel VB (eds) Chapter 9: maize: composition, bioactive constituents, and unleavened bread. Department of Food Science and Technology, Guru Nanak Dev University, Amritsar, pp 89–99

    Google Scholar 

  • Varmuza K, Filzmoser P (2009) Introduction to multivariate statistical analysis in chemometrics. Taylor & Francis Group, Boca Raton, (Chapter 2: Multivariate Data)

  • Vujić ÐN, Ačanski MM, Bodroža-Solarov MI, Hristov NS, Krunić MN (2012) Performance of GC–MS analysis for differentiations of various types of flour by creating dendrogram of liposoluble extract. Chem Ind Chem Eng Q (CI&CEQ) 18(4):555–561. doi:10.2298/CICEQ120209030V

    Google Scholar 

  • Yang JJ, Oub B, Wise ML, Chu YJ (2014) In vitro total antioxidant capacity and anti-inflammatory activity of three common oat-derived avenanthramides. Food Chem 160:338–345. doi:10.1016/j.foodchem.2014.03.059

    Article  CAS  Google Scholar 

  • Zeković I, Lenhardt L, Dramićanin T, Dramićanin M (2012) Classification of intact cereal flours by front-face synchronous fluorescence spectroscopy. Food Anal Methods 5(5):1205–1213. doi:10.1007/s12161-011-9359-1

    Article  Google Scholar 

  • Zielinski H, Ceglinska A, Michalska A (2007) Antioxidant contents and properties as quality indices of rye cultivars. Food Chem 104:980–988. doi:10.1016/j.foodchem.2007.01.002

    Article  CAS  Google Scholar 

  • Žilić S, Mogol BA, Akıllıo G, Serpen A, Babić M, Gökmen V (2013) Effects of infrared heating on phenolic compounds and Maillard reaction products in maize flour. J Cereal Sci 58:1–7. doi:10.1016/j.jcs.2013.05.003

    Article  Google Scholar 

Download references

Acknowledgments

The authors gratefully acknowledge the financial support from the Ministry of Education, Science and Technological Development of the Republic of Serbia (Project TR 31066) and Provincial Secretariat for Science and Technological Development of Vojvodina (Project No. 114-451-1361/2014-03).

Conflict of Interest

Kristian Pastor declares that he has no conflict of interest. Marijana Ačanski declares that she has no conflict of interest. Djura Vujić declares that he has no conflict of interest. Goran Bekavac declares that he has no conflict of interest. Snežana Milovac declares that she has no conflict of interest. Snežana Kravić declares that she has no conflict of interest. This article does not contain any studies with human or animal subjects.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Kristian Pastor.

Additional information

Highlights

• Synthesis of simple sugar oximes and derivatization procedure using the reagent BSTFA

• Application of a GC–MS system and multivariate data analysis (PCO and neighbor joining clustering method)

• Identification of peaks of simple sugar derivatives using the selected ion monitoring method

• Distinguishing small grain flour extracts from corn flour extracts

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Pastor, K., Ačanski, M., Vujić, D. et al. Rapid Method for Small Grain and Corn Flour Authentication Using GC/EI–MS and Multivariate Analysis. Food Anal. Methods 9, 443–450 (2016). https://doi.org/10.1007/s12161-015-0215-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12161-015-0215-6

Keywords

Navigation