DENG Huiqing, WU Weiguo, LIAO Luyan. Development of the Quality Evaluation System of High Protein Recombinant Rice by Principal Component Analysis[J]. Science and Technology of Food Industry, 2022, 43(20): 78−86. (in Chinese with English abstract). doi: 10.13386/j.issn1002-0306.2021120279.
Citation: DENG Huiqing, WU Weiguo, LIAO Luyan. Development of the Quality Evaluation System of High Protein Recombinant Rice by Principal Component Analysis[J]. Science and Technology of Food Industry, 2022, 43(20): 78−86. (in Chinese with English abstract). doi: 10.13386/j.issn1002-0306.2021120279.

Development of the Quality Evaluation System of High Protein Recombinant Rice by Principal Component Analysis

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  • Received Date: December 26, 2021
  • Available Online: August 16, 2022
  • In order to explore the relationship among quality indexes of high protein recombinant rice, 16 kinds of high protein recombinant rice were prepared by extrusion using broken rice and 16 kinds of common protein powder as raw materials. The texture properties, cooking characteristics, gelatinization degree, water solubility index, water absorption index and expansion degree of high protein recombinant rice were determined, and the comprehensive scores of different high protein recombinant rice were calculated by principal component analysis. The quality evaluation index of high protein recombinant rice was screened by stepwise regression, and the comprehensive evaluation system was constructed. The results showed that the cooking quality indexes and texture quality indexes of high protein recombinant rice prepared by different proteins were quite different. The cumulative contribution rate of the three principal components extracted by principal component analysis reached 85.148%, which were 59.4725%(X1), 17.527%(X2) and 8.149%(X3), respectively. Gumminess, dissolution of solid material, hardness, water absorption index, chewiness, cohesion, gelatinization degree, resilience and rice water absorption played a major role in the first principal component, while elasticity, expansion and iodine blue value played a major role in the second principal component. Water solubility index was an important index of the third principal component. Taking the comprehensive score of high protein recombinant rice obtained by principal component analysis as dependent variable (F value), and each index value participating in principal component analysis as independent variable, the theoretical model of comprehensive quality evaluation of high protein recombinant rice was established by stepwise regression analysis: Y=0.915Xgumminess+0.208Xgelatinization degree−0.475Xdissolution of solid material+0.436Xresilience. According to the model, the best quality of high protein recombinant rice was rice protein recombinant rice, followed by soybean protein isolate recombinant rice, having a good agreement and significant positively correlated with the comprehensive score of principal components (P<0.01), which further confirmed that the model had high reliability.
  • [1]
    LV C, ZHAO G, NIN G Y. Interactions between plant proteins/enzymes and other food components, and their effects on food quality[J]. Critical Reviews in Food Science and Nutrition,2017,57(8):1718−1728. doi: 10.1080/10408398.2015.1023762
    [2]
    DAY L, SWANSON B G. Functionality of protein-fortified extrudates[J]. Comprehensive Reviews in Food Science and Food Safety,2013,12(5):546−564. doi: 10.1111/1541-4337.12023
    [3]
    YU L, RAMASWAMY H S, BOYE J. Protein rich extruded products prepared from soy protein isolate-corn flour blends[J]. LWT-Food Science and Technology,2013,50(1):279−289. doi: 10.1016/j.lwt.2012.05.012
    [4]
    张克, 朱子博, 毕荃等. 二次挤压制备重组米的响应面优化及品质研究[J]. 食品工业科技,2019,40(16):133−139. [ZHANG K, ZHU Z B, BI Q et al. Response surface optimization and quality research during the preparation of recombinant rice by two times of extrusion shaped[J]. Science and Technology of Food Industry,2019,40(16):133−139.
    [5]
    张志清, 熊善波, 李远志等. 工程重组米质构测定(TPA)与感官评价相关分析[J]. 中国粮油学报,2011,26(10):1−5. [ZHANG Z Q, XION G S B, LI Z Y, et al. Relationship between texture profile analysis and sensory evaluation of artificial rice[J]. Journal of the Chinese Cereals and Oils Association,2011,26(10):1−5.
    [6]
    王玉琦, 张如春, 张欣, 等. 挤压碎米制备富锌强化大米[J]. 食品科学,2019,40(4):279−285. [WANG Y Q, ZHANG R C, ZHAN G X, et al. Preparing zinc enriched rice by extruding broken rice[J]. Food Science,2019,40(4):279−285. doi: 10.7506/spkx1002-6630-20180429-378
    [7]
    胡爱军, 郑捷, 王一鸣, 等. 赖氨酸营养强化米的工艺研究[J]. 粮油加工,2010(10):59−62. [HU A J, ZHENG J, WANG Y M, et al. Study on the technology of lysine nutrient enhancement rice[J]. Cereals and Oils Processing,2010(10):59−62.
    [8]
    HUSSAIN S Z, SIN GH B, NAIK H R. Viscous and thermal behaviour of vitamin A and iron-fortified reconstituted rice[J]. International Journal of Food Science & Technology,2014,49(5):1324−1329.
    [9]
    BECK S M, KNOERZER K, FOERSTER M, et al. Low moisture extrusion of pea protein and pea fibre fortified rice starch blends[J]. Journal of Food Engineering,2018,231:61−71. doi: 10.1016/j.jfoodeng.2018.03.004
    [10]
    郭世龙, 肖志刚, 陈革, 等. 芋艿头全粉对富硒芋艿头营养重组米结构及特性的影响[J]. 食品科技,2020,45(1):232−239. [GUO S L, XIAO Z G, CHEN G. et al. Effects of whole taro flour on structure and characteristics of selenium-rich taro nutrition recombined rice[J]. Food Science and Technology,2020,45(1):232−239.
    [11]
    GANACHARI A, NIDONI U, HIREGOUDAR S, et al. Development of rice analogues fortified with iron, folic acid and vitamin A[J]. Journal of Food Science and Technology,2022:1−8.
    [12]
    SUMARDIONO S, BUDIYONO B, KUSUMAYANTI H, et al. Production and physicochemical characterization of analog rice obtained from sago flour, mung bean flour, and corn flour using hot extrusion technology[J]. Foods,2021,10(12):3023. doi: 10.3390/foods10123023
    [13]
    刘小禾, 王宜崧, 张克, 等. 营养重组米的工艺优化及营养素对品质的影响[J]. 食品工业, 2020, 41(7): 329−332

    LIU X H, WANG Y S, ZHANG K, et al. Process optimization of nutrient restructured rice and the effect of nutrients on quality[J]. The Food Industry, 2020, 41(7): 329−332
    [14]
    ZAMBRANO Y, CONTARDO I, MORENO M C, et al. Effect of extrusion temperature and feed moisture content on the microstructural properties of rice-flour pellets and their impact on the expanded product[J]. Foods,2022,11(2):198. doi: 10.3390/foods11020198
    [15]
    RESHI M, SIRWAL A A, HUSSAIN S Z, et al. Response surface approach for optimizing operational parameters of vitamin D3 fortified extrudates from buckwheat and rice flour blends-physicochemical, glycemic response and storage stability studies[J]. Journal of Food Processing and Preservation,2021:e15973.
    [16]
    苏键, 陈军, 何洁. 主成分分析法及其应用[J]. 轻工科技,2012,28(9):12−13,16. [SU J, CHEN J, HE J. Principal component analysis and its application[J]. Light Industry Science and Technology,2012,28(9):12−13,16.
    [17]
    冯云霄, 何近刚, 程玉豆, 等. 非浓缩还原梨汁品质评价体系构建[J]. 食品科学,2021,42(19):74−80. [FEN G Y X, HE J G, CHEN G Y D, et al. Establishment of quality evaluation system for not from concentrate pear juice[J]. Food Science,2021,42(19):74−80. doi: 10.7506/spkx1002-6630-20200806-090
    [18]
    尹玲, 王长林, 王迎杰, 等. 南瓜的感官品质、质构及生化分析[J]. 食品科学,2013,34(5):26−30. [YIN L, WAN G C L, WAN G Y J, et al. Sensory quality, texture and chemical composition analysis of pumpkin[J]. Food Science,2013,34(5):26−30.
    [19]
    王达, 周彩欣, 简沛仪, 等. 物料加水量对重组米品质的影响及其评价模型的研究[J]. 食品研究与开发, 2021, 42(16): 29−36

    WANG D, ZHOU C X, JIAN P Y, et al. Establishment of a model to evaluate effects of water quantity recombinant rice quality[J]. Food Research and Development, 201, 42(16): 29−36
    [20]
    王宝石, 郑明珠, 闵伟红, 等. 响应曲面法对双螺杆挤压蒸煮玉米粉条件的优化[J]. 食品科学,2012,33(14):16−19. [WANG B S, ZHEN G M Z, MIN W H, et al. Optimization of two-screw extrusion cooking process for corn flour by response surface methodology[J]. Food Science,2012,33(14):16−19.
    [21]
    陈轩, 向莉, 马晓灵, 等. 军用方便米饭的配方及食用品质[J]. 食品工业,2019,40(6):41−46. [CHEN X, XIANG L, MA X L, et al. Prescription and edible quality of military instant rice[J]. The Food Industry,2019,40(6):41−46.
    [22]
    王肇慈. 粮油食品品质分析[M]. 北京: 中国轻工业出版社, 2000

    WAN G Z C. Quality analysis of grain and oil[M]. Beijing: China Light Industry Press, 2000.
    [23]
    谢天, 孙洪蕊, 康立宁, 等. 双螺杆挤压对玉米重组米理化特性及品质特性的影响[J]. 食品科学,2019,40(17):183−189. [XIE T, SUN H R, KAN G L N, et al. Effect of twin-screw extrusion on physicochemical properties and quality characteristics of corn flour[J]. Food Science,2019,40(17):183−189. doi: 10.7506/spkx1002-6630-20180714-180
    [24]
    HAILU A, BEKELE Y, MOHAMMED A. Twin-screw extrusion of rice flour, carrot flour and soy protein isolate (SPI) blends: A response surface analysis[J]. Ethiopian Journal of Applied Science and Technology,2019,10(2):40−45.
    [25]
    蒋卉. 杂粮复合米方便米饭品质改良研究[D]. 武汉: 武汉轻工大学, 2013

    JIANG H. Researches on quality improvement of coarse cereals mixed convenient rice[D]. Wuhan: University of Wuhan Polytechnic, 2013.
    [26]
    方冲. 不同添加物对挤压重组米血糖生成指数及性质的影响[D]. 南昌: 南昌大学, 2018

    FANG C. Effects of different additives on glycemic index and properties of extruded rice[D]. Nanchang: University of Nanchang, 2018.
    [27]
    杜雅荣. 高大豆膳食纤维复合米的研制[D]天津: 天津科技大学, 2017

    DU Y R. Properties of the rice analogues using extrusion technology of high soybean dietary fiber[D]. Tianjin: University of Tianjin, 2017
    [28]
    PHONGTHAI S, D'AMICO S, SCHOENLECHNER R, et al. Effects of protein enrichment on the properties of rice flour based gluten-free pasta[J]. LWT,2017,80:378−385. doi: 10.1016/j.lwt.2017.02.044
    [29]
    刘惠惠, 吴卫国, 廖卢艳. 市售挤压方便米饭品质评价[J]. 食品科学技术学报,2021,39(6):135−143. [LIU H H, WU W G, LIAO L Y. Quality evaluation of extruded instant rice sold in market[J]. Journal of Food Science and Technology,2021,39(6):135−143. doi: 10.12301/j.issn.2095-6002.2021.06.015
    [30]
    杜江美. 双螺杆挤压制备谷物早餐的研究[D]. 无锡: 江南大学, 2012

    DU J M. Study on the influence of different modification methods on the quality of extruded rice raw materials and processing parameters[D]. Wuxi: University of Jiannan, 2012.
    [31]
    BORDOLOI R, GANGULY S. Extrusion technique in food processing and a review on its various technological parameters[J]. Indian Journal of Scientific Research and Technology,2014,2(1):1−3.
    [32]
    刘伟, 张群, 李志坚, 等. 不同品种黄花菜游离氨基酸组成的主成分分析及聚类分析[J]. 食品科学,2019,40(10):243−250. [LIU W, ZHAN G Q, LI Z J, et al. Principal component analysis and cluster analysis for evaluating free amino acids of different cultivars of daylily buds[J]. Food Science,2019,40(10):243−250. doi: 10.7506/spkx1002-6630-20180523-336
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