Application of solvent retention capacity tests for prediction of rheological parameters of wheat flour mill streams

Main Article Content

Milan Vukić
Elizabet Janić Hajnal
Jasna Mastilović
Dragan Vujadinović
Marko Ivanović
Dragana Šoronja-Simović

Abstract

This paper presents relationship between the rheological properties of dough and individual polymer swelling properties in wheat flour mill streams. The swelling properties were measured by applying the Solvent Retention Capacities (SRC) tests. Significant correlation coefficients were determined for certain rheological parameters. In an effort to extract additional insights from the properties measured, a multivariate analysis was used to develop relationships between the studied parameters. To determine relevant relationships among the parameters, the data exploration step by the Principal Component Analysis was performed. Then, multivariate Partial Least Squares Regression (PLSR) models were developed, to predict certain empirical rheology parameters based on the SRC parameters. The processing of experimental data indicated the possibility of using SRC parameters for predicting rheological properties in conjunction with a suitable mathematical model. The presented approach may be useful for rapid prediction of wheat flour mill streams characteristics and for optimization of the end-flour performances.

Article Details

Section

Engineering of Materials - Polymers

How to Cite

[1]
M. Vukić, E. Janić Hajnal, J. Mastilović, D. Vujadinović, M. Ivanović, and D. Šoronja-Simović, “Application of solvent retention capacity tests for prediction of rheological parameters of wheat flour mill streams”, Hem Ind, vol. 74, no. 1, pp. 37–49, Mar. 2020, doi: 10.2298/HEMIND190625001V.

References

Duyvejonck AE, Lagrain B, Pareyt B, Courtin CM, Delcour JA. Relative contribution of wheat flour constituents to Solvent Retention Capacity profiles of European wheats. J Cereal Sci. 2011; 53(3): 312-8.

Duyvejonck AE, Lagrain B, Dornez E, Delcour JA, Courtin CM. Suitability of solvent retention capacity tests to assess the cookie and bread making quality of European wheat flours. LWT - Food Sci Technol. 2012; 47(1): 56-63.

Caballero PA, Gómez M, Rosell CM. Improvement of dough rheology, bread quality and bread shelf-life by enzymes combination. J Food Eng. 2007; 81(1): 42-53.

Dobraszczyk BJ, Morgenstern MP. Rheology and the breadmaking process. J Cereal Sci. 2003; 38(3): 229-45.

Khatkar BS, Fido RJ, Tatham AS, Schofield JD. Functional properties of wheat gliadins. I. Effects on mixing characteristics and bread making quality. J Cereal Sci. 2002; 35(3): 299-306.

Huen J, Börsmann J, Matullat I, Böhm L, Stukenborg F, Heitmann M, Zannini E, Arendt EK. Wheat flour quality evaluation from the bakers perspective: comparative assessment of 18 analytical methods. Eur Food Res Technol. 2018; 244(3): 535-45.

Slade L, Levine H. Structure-function relationships of cookie and cracker ingredients. In: Faridi H, ed. The Science of Cookie and Cracker Production. New York, NY: Chapman & Hall; 1994: 23-141.

Lindgren A, Simsek S. Evaluation of Hard Red Spring Wheat Mill Stream Fractions Using Solvent Retention Capacity Test. J Food Process Preserv. 2016; 40(2): 131-9.

Chung D, Keles S. Sparse partial least squares classification for high dimensional data. Stat Appl Genet Mol Biol. 2010; 9(1): 1-32.

ICC: ICC-Standard No. 115/1. Method for using the Brabender Farinograph, ICC. 1996.

ICC: ICC-Standard No. 114/1. Method for using the Brabender Extensograph, ICC. 1996.

AACC: Approved methods of the American Association of Cereal Chemists, Edn. 10, Methods 56-11. AACC, St. Paul, MN, 2000.

Bettge AD, Morris CF, DeMacon VL, Kidwell KK. Adaptation of AACC Method 56-11, solvent retention capacity, for use as an early generation selection tool for cultivar development. Cereal Chem. 2002; 79(5): 670-4.

Kweon M, Slade L, Levine H. Solvent retention capacity (SRC) testing of wheat flour: Principles and value in predicting flour functionality in different wheat-based food processes and in wheat breeding-A review. Cereal Chem. 2011; 88(6): 537-52.

Granato D, Santos JS, Escher GB, Ferreira BL, Maggio RM. Use of principal component analysis (PCA) and hierarchical cluster analysis (HCA) for multivariate association between bioactive compounds and functional properties in foods: A critical perspective. Trends Food Sci Technol. 2018; 72: 83-90.

Lê S, Pagès J, Husson F. FactoMineR: An R Package for Multivariate Analysis. J Stat Softw. 2008; 25(1): 1-8.

Kassambara A, Mundt F. Package "factoextra for R: Extract and Visualize the Results of Multivariate Data Analyses". R Package version 1.0.4. https://cran.r-project.org/web/packages/factoextra/index.html/. 2017.

R Core Team 2019. A language and environment for statistical computing. R Found Stat Comput Vienna, Austria URL http://www.R-project.org/. 2019.

Carrascal LM, Galván I, Gordo O. Partial least squares regression as an alternative to current regression methods used in ecology. Oikos. 2009; 118(5): 681-90.

Martens H. Reliable and relevant modelling of real world data: A personal account of the development of PLS Regression. Chemometrics and Intelligent Laboratory Systems. 2001; 58(2): 85-95.

Mevik B-H, Wehrens R. The pls Package: Principal Component and Partial Least Squares Regression in R. J Stat Softw. 2007; 18: 1-24.

Andrew YN. Preventing Overfitting of Cross-Validation Data. In: ICML 97 Proceedings of the Fourteenth International Conference on Machine Learning. Nashville, Tennessee, USA, 1997, pp. 245-253.

Lachenbruch PA, Mickey MR. Estimation of Error Rates in Discriminant Analysis. Technometrics. 1968; 10(1): 1-11.

Kaur A, Singh N, Kaur S, Ahlawat AK, Singh AM. Relationships of flour solvent retention capacity, secondary structure and rheological properties with the cookie making characteristics of wheat cultivars. Food Chem. 2014; 158: 48-55.

Barrera GN, Pérez GT, Ribotta PD, León AE. Influence of damaged starch on cookie and bread-making quality. Eur Food Res Technol. 2007; 225(1): 1-7.

Kweon M, Slade L, Levine H, Martin R, Andrews L, Souza E. Effects of extent of chlorination, extraction rate, and particle size reduction on flour and gluten functionality explored by solvent retention capacity (SRC) and mixograph. Cereal Chem. 2009; 86(2): 221-4.

Hammed AM, Ozsisli B, Ohm JB, Simsek S. Relationship between solvent retention capacity and protein molecular weight distribution, quality characteristics, and breadmaking functionality of hard red spring wheat flour. Cereal Chem. 2015; 92(5): 466-74.

Abdi H, Williams LJ. Principal component analysis. Wiley Interdiscip Rev Comput Stat. 2010; 2(4): 433-59.

Ram S, Dawar V, Singh RP, Shoran J. Application of solvent retention capacity tests for the prediction of mixing properties of wheat flour. J Cereal Sci. 2005; 42(2): 261-6.

Guttieri MJ, Bowen D, Gannon D, OBrien K, Souza E. Solvent retention capacities of irrigated soft white spring wheat flours. Crop Sci. 2001; 41(4): 1054-1061.

Colombo A, Pérez GT, Ribotta PD, León AE. A comparative study of physicochemical tests for quality prediction of Argentine wheat flours used as corrector flours and for cookie production. J Cereal Sci. 2008; 48(3): 775-80.

Gaines CS. Collaborative study of methods for solvent retention capacity profiles (AACC method 56-11). Cereal Foods World. 2000; 45(7): 303-6.

Xiao ZS, Park SH, Chung OK, Caley MS, Seib PA. Solvent retention capacity values in relation to hard winter wheat and flour properties and straight-dough breadmaking quality. Cereal Chem. 2006; 83(5): 465-71.

Mastilović J, Kevrešan Ž, Vukić M, Ivanović M, Radovanović J, Džinić D. Possibilities for utilization of dietary fiber-rich supplement from pepper (Capsicum annum L.) processing waste in bakery products. J Eng Process Manag. 2018; 10(1): 28-33.

Goesaert H, Brijs K, Veraverbeke WS, Courtin CM, Gebruers K, Delcour JA. Wheat flour constituents: How they impact bread quality, and how to impact their functionality. Trends in Food Science and Technology. 2005; 16(1-3): 12-30.

Delcour JA, Van Win H, Grobet PJ. Distribution and structural variation of arabinoxylans in common wheat mill streams. J Agric Food Chem. 1999; 47(1): 271-5.

Wang YG, Khan K, Hareland G, Nygard G. Distribution of protein composition in bread wheat flour mill streams and relationship to breadmaking quality. Cereal Chem. 2007; 84(3): 271-5.

Wang YG, Khan K, Hareland G, Nygard G. Quantitative glutenin composition from gel electrophoresis of flour mill streams and relationship to breadmaking quality. Cereal Chem. 2006; 83(3): 293-9.

Iuliana B, Georgeta S, Violeta I, Iuliana A. Physicochemical and rheological analysis of flour mill streams. Cereal Chem. 2010; 87(2): 112-7.

Similar Articles

You may also start an advanced similarity search for this article.