Optimization of Ingredient Levels for Gluten-Free Instant Noodles from Red Sorghum Flour Using Response Surface Methodology
DOI:
https://doi.org/10.70851/jfines.2026.3(2).158.171Keywords:
gluten-free noodles, Hydrocolloids, red sorghum, Response surface methodology, central composite designAbstract
Gluten-free instant noodles produced from 100% red sorghum (Sorghum bicolor) flour require specific additives to compensate for the structural absence of wheat gluten. This study employed Response Surface Methodology (RSM) with a four-factor, three-level Central Composite Rotatable Design (CCD) across 25 runs to optimize the levels of starch, xanthan gum, glycerol monostearate (GMS), and carboxymethylcellulose (CMC). The goal was to enhance cooking quality and consumer acceptability. The independent variables included starch (65–110 g/100 g sorghum flour), xanthan gum (5–20 g/100 g sorghum flour), GMS (5–15 g/100 g sorghum flour), and CMC (2–10 g/100 g sorghum flour). All ingredient levels are expressed on a flour-weight basis (baker's percentage). Measured responses focused on cooking loss, cooking time, water absorption capacity, moisture content, sensory texture, and overall acceptability. Statistical analysis revealed that xanthan gum significantly increased cooking loss (p<0.05), shortened cooking time (p<0.001), and increased water absorption (p<0.01). GMS reduced moisture content (p<0.01) and improved sensory texture (p<0.001). All tested hydrocolloids and emulsifiers positively impacted overall acceptability (p<0.01). The optimal formulation was determined to be 69.46 g/100 g flour starch, 16.48 g/100 g flour xanthan gum, 10.19 g/100 g flour GMS, and 10.00 g/100 g flour CMC, yielding a desirability score of 0.79. Model-predicted values for this blend included a 2.09% cooking loss, 3.00-minute cooking time, and high sensory scores (6.97 for texture; 6.95 for overall acceptability). Experimental validation of the optimized formulation using three independent batches confirmed good agreement between predicted and observed values, with all responses falling within the 95% prediction intervals. These results suggest that optimized 100% red sorghum noodles show promise for achieving cooking quality and consumer acceptance approaching that of wheat-based instant noodles, although direct comparative validation with a wheat-based control is needed in future studies.
References
AACC International. (1999). Approved Methods of the American Association of Cereal Chemists, Method 66-50: Semolina, pasta, and noodle quality (10th ed.). American Association of Cereal Chemists.
Ahmed, I., Qazi, I. M., Li, Z., & Ullah, J. (2016). Rice noodles: Materials, processing and quality evaluation. Proceedings of the Pakistan Academy of Sciences: B. Life and Environmental Sciences, 53(3), 215–238.
Akajiaku, L. O., Nwosu, J. N., Kabuo, N. O., Odimegwu, E. N., Umelo, M. C., & Unegbu, V. C. (2017). Using sorghum flour as part substitute of wheat flour in noodles making. MOJ Food Processing & Technology, 5(2), 250–257. https://doi.org/10.15406/mojfpt.2017.05.00120
Anggreini, R. A., Sarofa, U., & Rosida. (2018). Characteristics of dried noodles from modified sorghum flour (MOSOF) (Sorghum bicolor). Atlantis Highlights in Engineering, 1, 138–142. https://doi.org/10.2991/icst-18.2018.31
AOAC International. (2005). Official methods of analysis of AOAC International (18th ed.). AOAC International.
Benhur, D. R., Bhargavi, G., Kalpana, K., Vishala, A. D., Ganapathy, K. N., & Patil, J. V. (2015). Development and standardization of sorghum pasta using extrusion technology. Journal of Food Science and Technology, 52(10), 6828–6833. https://doi.org/10.1007/s13197-015-1801-8
Beta, T., & Corke, H. (2001). Noodle quality as related to sorghum starch properties. Cereal Chemistry, 78(4), 417–420. https://doi.org/10.1094/CCHEM.2001.78.4.417
Bustos, M. C., Perez, G. T., & León, A. E. (2011). Sensory and nutritional attributes of fibre-enriched pasta. LWT - Food Science and Technology, 44(6), 1429–1434. https://doi.org/10.1016/j.lwt.2011.02.002
Cervini, M., Gruppi, A., Bassani, A., Spigno, G., & Giuberti, G. (2021). Potential application of resistant starch sorghum in gluten-free pasta: Nutritional, structural and sensory evaluations. Foods, 10(5), 908. https://doi.org/10.3390/foods10050908
De Pilli, T., Derossi, A., Talja, R. A., Jouppila, K., & Severini, C. (2012). Starch-lipid complex formation during extrusion-cooking of model system (rice starch and oleic acid) and real food (rice starch and pistachio nut flour). European Food Research and Technology, 234(3), 517–525. https://doi.org/10.1007/s00217-012-1662-6
Devesa, A., & Martinez-Anaya, M. A. (2003). Influence of pentosans on texture of starch gels during storage and effects after enzyme treatment. European Food Research and Technology, 216(4), 323–330. https://doi.org/10.1007/s00217-003-0661-2
Food and Agriculture Organization of the United Nations. (2019). FAOSTAT statistical database: Sorghum production in East Africa. http://www.fao.org/faostat/en/#data
Gasparre, N., & Rosell, C. M. (2019). Role of hydrocolloids in gluten-free noodles made with tiger nut flour as non-conventional powder. Food Hydrocolloids, 97, 105194. https://doi.org/10.1016/j.foodhyd.2019.105194
Gull, A., Prasad, K., & Kumar, P. (2015). Optimization and functionality of millet supplemented pasta. Food Science and Technology (Campinas), 35(4), 626–632. https://doi.org/10.1590/1678-457x.6745
Kaur, L., & Singh, N. (2000). Effect of glycerol monostearate on functional, rheological, thermal, and morphological properties of corn and potato starches. Food Hydrocolloids, 14(3), 237–244. https://doi.org/10.1016/S0268-005X(00)00001-1
Koh, W. Y., Matanjun, P., Lim, X. X., & Kobun, R. (2022). Sensory, physicochemical, and cooking qualities of instant noodles incorporated with red seaweed (Eucheuma denticulatum). Foods, 11(17), 2669. https://doi.org/10.3390/foods11172669
Kraithong, S., & Rawdkuen, S. (2020). Influence of hydrocolloids on the physicochemical, nutritional, and textural properties of Thai red jasmine rice noodles. Cereal Chemistry, 98(1), 140–151. https://doi.org/10.1002/cche.10395
Krishnan, M., & Prabhasankar, P. (2012). Health based pasta: Redefining the concept of the next generation convenience food. Critical Reviews in Food Science and Nutrition, 52(1), 9–20. https://doi.org/10.1080/10408398.2010.486874
Li, M., Zhu, K.-X., Guo, X.-N., Brijs, K., & Zhou, H.-M. (2014). Natural additives in wheat-based pasta and noodle products: Opportunities for enhanced nutritional and functional properties. Comprehensive Reviews in Food Science and Food Safety, 13(4), 347–357. https://doi.org/10.1111/1541-4337.12066
Liu, T., Hamid, N., Kantono, K., Pereira, L., Farouk, M. M., & Knowles, S. O. (2012). Effects of meat addition on pasta structure, nutrition and in vitro digestibility. Food Chemistry, 213, 108–114. https://doi.org/10.1016/j.foodchem.2016.06.058
Liu, Y., Chen, J., Luo, S., Li, C., Ye, J., Liu, C., & Gilbert, R. G. (2021). Physicochemical and structural properties of pregelatinized starch prepared by improved extrusion cooking technology. Carbohydrate Polymers, 175, 265–272. https://doi.org/10.1016/j.carbpol.2017.07.084
Lubowa, M., Yeoh, S. Y., Mat Easa, A., & Mohd Rosli, S. A. (2024). Effect of hydrocolloids on the physicochemical and textural properties of gluten-free rice-based noodles. International Journal of Food Science & Technology, 59(2), 1045–1056. https://doi.org/10.1111/ijfs.16885
Marti, A., Seetharaman, K., & Pagani, M. A. (2010). Rice-based pasta: A comparison between conventional pasta-making and extrusion-cooking. Journal of Cereal Science, 52(3), 404–409. https://doi.org/10.1016/j.jcs.2010.07.002
Mohammadi, M., Sadeghnia, N., Azizi, M.-H., Neyestani, T.-R., & Mortazavian, A. M. (2014). Development of gluten-free flat bread using hydrocolloids: Xanthan and CMC. Journal of Industrial and Engineering Chemistry, 20(4), 1812–1818. https://doi.org/10.1016/j.jiec.2013.08.035
Myers, R. H., Montgomery, D. C., & Anderson-Cook, C. M. (2016). Response surface methodology: Process and product optimization using designed experiments (4th ed.). John Wiley & Sons.
Obadi, M., Qi, Y., & Xu, B. (2021). Highland barley: Chemical composition, bioactive compounds, health effects, and applications. Food Research International, 140, 110065. https://doi.org/10.1016/j.foodres.2020.110065
Pakhare, K. N., Dagadkhair, A. C., Udachan, I. S., & Andhale, R. A. (2016). Studies on preparation and quality of nutritious noodles by incorporation of defatted rice bran and soy flour. Journal of Food Processing & Technology, 7(10), Article 629. https://doi.org/10.4172/2157-7110.1000629
Palavecino, P. M., Bustos, M. C., Heinzmann Alabí, M. B., Nicolazzi, M. S., Penci, M. C., & Ribotta, P. D. (2017). Effect of ingredients on the quality of gluten-free sorghum pasta. Journal of Food Science, 82(9), 2085–2093. https://doi.org/10.1111/1750-3841.13821
Palavecino, P. M., Penci, M. C., & Ribotta, P. D. (2020). Impact of chemical modifications in pulse starch and flour quality. Journal of Food Science, 85(5), 1500–1507. https://doi.org/10.1111/1750-3841.15122
Park, C. S., Hong, B. H., & Baik, B.-K. (2011). Protein quality of wheat desirable for making fresh white salted noodles and its influences on processing and texture of noodles. Cereal Chemistry, 80(3), 297–303. https://doi.org/10.1094/CCHEM.2003.80.3.297
Raungrusmee, S., Shrestha, S., Sadiq, M. B., & Anal, A. K. (2020). Influence of resistant starch, xanthan gum, inulin and defatted rice bran on the physicochemical, functional and sensory properties of low glycemic gluten-free noodles. LWT - Food Science and Technology, 126, 109279. https://doi.org/10.1016/j.lwt.2020.109279
Sholichah, E., Deswina, P., Sarifudin, A., Andriansyah, C. E., & Rahman, N. (2021). Physicochemical, sensory, and cooking qualities of gluten-free pasta enriched with Indonesian edible red seaweed (Kappaphycus alvarezii). Food Research, 5(6), 129–137. https://doi.org/10.26656/fr.2017.5(6).067
Srikaeo, K., Laothongsan, P., & Lerdluksamee, C. (2018). Effects of gums on physical properties, microstructure and starch digestibility of dried-natural fermented rice noodles. International Journal of Biological Macromolecules, 109, 517–523. https://doi.org/10.1016/j.ijbiomac.2017.12.121
Teterycz, D., Sobota, A., Przygodzka, D., & Łysakowska, P. (2020). Hemp seed (Cannabis sativa L.) enriched pasta: Physicochemical properties and quality evaluation. PLOS ONE, 15(6), e0235926. https://doi.org/10.1371/journal.pone.0235926
Xu, J., Wang, W., & Zhao, Y. (2021). Phenolic compounds in whole grain sorghum and their health benefits. Foods, 10(8), 1921. https://doi.org/10.3390/foods10081921
Yu, L. (2003). Effects of vital wheat gluten and selected hydrocolloids on the quality of oriental (yellow alkaline) noodles. Journal of Food Science, 68(5), 1678–1683. https://doi.org/10.1111/j.1365-2621.2003.tb12314.x
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