YUN Haocheng, YU Fanhua, CHENG Du, et al. NSGA-II Genetic Algorithm Combined with Response Surface Methodology to Optimize the Extraction Process of Active Ingredients of Inonotus obliquus[J]. Science and Technology of Food Industry, 2022, 43(17): 185−193. (in Chinese with English abstract). doi: 10.13386/j.issn1002-0306.2021110075.
Citation: YUN Haocheng, YU Fanhua, CHENG Du, et al. NSGA-II Genetic Algorithm Combined with Response Surface Methodology to Optimize the Extraction Process of Active Ingredients of Inonotus obliquus[J]. Science and Technology of Food Industry, 2022, 43(17): 185−193. (in Chinese with English abstract). doi: 10.13386/j.issn1002-0306.2021110075.

NSGA-II Genetic Algorithm Combined with Response Surface Methodology to Optimize the Extraction Process of Active Ingredients of Inonotus obliquus

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  • Received Date: November 07, 2021
  • Available Online: July 04, 2022
  • This paper aimed to investigate the extraction process of total flavonoids and triterpenes in Inonotus obliquus by ultrasound-assisted enzymatic extraction. The UV spectrophotometric method was used as the detection method, the extraction rate of total triterpenes and flavonoids was used as the evaluation index, the effects of enzyme addition, enzymatic digestion time, liquid to material ratio and ethanol concentration on the extraction rate were investigated, and the best extraction process was obtained by NSGA-II genetic algorithm combined with response surface analysis. Finally, the main chemical components in Inonotus obliquus were analyzed and identified using ultra performance liquid chromatography tandem mass spectrometry (UPLC-MS/MS). The optimal extraction process for simultaneous extraction of total triterpenes and flavonoids from Inonotus obliquus was obtained by the Pareto front surface B region scheme, and the optimal extraction conditions were determined as enzyme addition of 1.9%, enzymatic digestion time of 45 min, liquid to material ratio of 20 mL/g, and ethanol concentration of 64%. The average extraction rates of total triterpenes and flavonoids were 2.670%±0.05% and 5.356%±0.09%, and the relative errors were 0.75% and 0.70% with the predicted average extraction rates. It was identified that Inonotus obliquus contained four active ingredients: Betulin, lanosterol, osmundacetone and quercetin. The above proved that the test indexes of NSGA-II genetic algorithm combined with response surface optimization of Inonotus obliquus fungus extraction process fitted well with the predicted results.
  • [1]
    张静, 孙晶波, 盛瑜, 等. 桦褐孔菌黄酮类化合物的提取工艺优化及抗氧化活性[J]. 食品工业科技,2018,39(12):171−176. [ZHANG Jing, SUN Jingbo, SHENG Yu, et al. Optimization of extracted process of flavonoids from Inonotus obliquus and evaluation of antioxidant activity[J]. Science and Technology of Food Industry,2018,39(12):171−176. doi: 10.13386/j.issn1002-0306.2018.12.030

    ZHANG Jing, SUN Jingbo, SHENG Yu, et al. Optimization of extracted process of flavonoids from Inonotus obliquus and evaluation of antioxidant activity[J]. Science and Technology of Food Industry, 2018, 39(12): 171-176. doi: 10.13386/j.issn1002-0306.2018.12.030
    [2]
    荣芳悦, 张宇, 赵宏, 等. 基于响应面法的闪式提取桦褐孔菌多糖工艺优化[J]. 食品工业科技,2016,37(8):286−289. [RONG Fangyue, ZHANG Yu, ZHAO Hong, et al. Optimization of homogenate extraction of polysaccharides from Inonotus obliquus based on response surface methodology[J]. Science and Technology of Food Industry,2016,37(8):286−289. doi: 10.13386/j.issn1002-0306.2016.08.051

    RONG Fangyue, ZHANG Yu, ZHAO Hong, et al. Optimization of homogenate extraction of polysaccharides from Inonotus obliquus based on response surface methodology[J]. Science and Technology of Food Industry, 2016, 37(8): 286-289. doi: 10.13386/j.issn1002-0306.2016.08.051
    [3]
    黄年来. 俄罗斯神秘的民间药用真菌—桦褐孔菌[J]. 中国食用菌,2002(4):7−8. [HUANG Nianlai. The mysterious folk medicinal fungi of Russia-Inonotus obliquus[J]. Edible Fungi of China,2002(4):7−8. doi: 10.3969/j.issn.1003-8310.2002.04.002

    HUANG Nianlai. The mysterious folk medicinal fungi of Russia-Inonotus obliquus[J]. Edible Fungi Of China, 2002(4): 7-8. doi: 10.3969/j.issn.1003-8310.2002.04.002
    [4]
    李英秀, 崔基成, 孙东植, 等. 桦褐孔菌提取物对胃癌MGX-830 细胞株具有抗增殖作用和诱导调亡作用[J]. 菌物研究,2003(1):17−23. [LI Xiuying, CUI Jicheng, SUN Dongzhi, et al. Anti-proliferative effect and induction of regulatory death of MGX-830 cell line of gastric cancer by extract of Inonotus obliquus[J]. Mycology Research,2003(1):17−23.

    LI Xiuying, CUI Jicheng, SUN Dongzhi, et al. Anti-proliferative effect and induction of regulatory death of MGX-830 cell line of gastric cancer by extract of Inonotus obliquus[J]. Mycology Research, 2003(1): 17-23.
    [5]
    徐瑶, 徐树来, 刘志彬, 等. 灵芝三萜类化合物提取纯化及生物活性研究进展[J]. 食品工业科技,2022,43(11):458−464. [XU Yao, XU Shulai, LIU Zhibin, et al. Research progress on the extraction, purification and biological activity of ttriterpenoids from the Ganoderma lucidum[J]. Science and Technology of Food Industry,2022,43(11):458−464. doi: 10.13386/j.issn1002-0306.2021070172

    XU Yao, XU Shulai, LIU Zhibin, et al. Research Progress on the Extraction, purification and biological activity of ttriterpenoids from the Ganoderma lucidum[J]. Science and Technology of Food Industry, 2022, 43(11): 458-464. doi: 10.13386/j.issn1002-0306.2021070172
    [6]
    张仕瑾, 谢运飞, 谭玉柱, 等. 桦褐孔菌三萜类化学成分研究[J]. 中草药,2015,46(16):2355−2360. [ZHANG Shijin, XIE Yunfei, TAN Yuzhu, et al. Triterpenoids of Inonotus obliquus[J]. Chinese Traditional and Herbal Drugs,2015,46(16):2355−2360.

    ZHANG Shijin, XIE Yunfei, TAN Yuzhu, et al. Triterpenoids of Inonotus obliquus[J]. Chinese Traditional and Herbal Drugs, 2015, 46(16): 2355-2360.
    [7]
    吕美云, 刘紫英, 耿丽媛. 一株产α-淀粉酶嗜热菌的分离鉴定其产酶条件的优化[J]. 湖北农业科学,2015,4(18):4573−4577. [LÜ Meiyun, LIU Ziying, GENG Liyuan. Isolation and identification of a thermophilic train producing α-amylase and optimization of its enzyme-producing conditions[J]. Hubei Agricultural Sciences,2015,4(18):4573−4577.

    LÜ Meiyun, LIU Ziying, GENG Liyuan. Isolation and identification of a thermophilic train producing α-amylase and optimization of its enzyme-producing conditions[J]. Hubei Agricultural Sciences, 2015, 4(18): 4573-4577.
    [8]
    王岩, 袁凤娟, 张萌, 等. 蔓性千斤拔黄酮类成分对乙酰胆碱酯酶抑制作用[J]. 食品工业科技,2021,42(13):118−124. [WANG Yan, YUAN Fengjuan, ZHANG Meng, et al. Acetylcholinesterase inhibition effect of flavonoids from Flemigia philippinensis[J]. Science and Technology of Food Industry,2021,42(13):118−124. doi: 10.13386/j.issn1002-0306.2021040243

    WANG Yan, YUAN Fengjuan, ZHANG Meng, et al. Acetylcholinesterase inhibition effect of flavonoids from Flemigia philippinensis[J]. Science and Technology of Food Industry, 2021, 42(13): 118-124. doi: 10.13386/j.issn1002-0306.2021040243
    [9]
    唐兵, 周林峰, 陈向东, 等. 嗜热脂肪芽孢杆菌高温蛋白酶的产生条件及酶学性质[J]. 微生物学报,2000,40(2):188−192. [TANG Bing, ZHOU Linfeng, CHEN Xiangdong, et al. Production and some properities of a thermophilic protease from Bacillus stearothermophilus WF146[J]. Acta Microbiologica Sinica,2000,40(2):188−192. doi: 10.3321/j.issn:0001-6209.2000.02.013

    TANG Bing, ZHOU Linfeng, CHEN Xiangdong, et al. Production and some properities of a thermophilic protease from Bacillus stearothermophilus WF146[J]. Acta Microbiologica Sinica, 2000, 40(2): 188-192. doi: 10.3321/j.issn:0001-6209.2000.02.013
    [10]
    YU Xianchun, SUN Delin. Mnicrowave and enzymatic extraction of orange peel pectin[J]. Asian J Chem,2013,25(10):5333−5336. doi: 10.14233/ajchem.2013.14175
    [11]
    蔡延渠, 朱盛山, 李润萍. 新型提取联用技术在中药提取中的应用进展[J]. 中成药,2011,33(5):863−866. [CAI Yanqu, ZHU Shengshan, LI Runping. Advances in the application of novel extraction coupling techniques in Chinese medicine extraction[J]. Chinese Traditional Patent Medicine,2011,33(5):863−866. doi: 10.3969/j.issn.1001-1528.2011.05.037

    CAI Yanqu, ZHU Shengshan, LI Runping. Advances in the application of novel extraction coupling techniques in Chinese medicine extraction[J]. Chinese Traditional Patent Medicine, 2011, 33(5): 863-866. doi: 10.3969/j.issn.1001-1528.2011.05.037
    [12]
    郝云云, 吴巧凤. 基于遗传算法的香薷总黄酮提取工艺优化[J]. 中国中医药杂志,2013,20(2):157−159. [HAO Yunyun, WU Qiaofeng. Optimization of the extraction process of total flavonoids from Elsholtzia splendens based on genetic algorithm[J]. Chinese Journal of Traditional Chinese Medicine,2013,20(2):157−159.

    HAO Yunyun, WU Qiaofeng. Optimization of the extraction process of total flavonoids from Elsholtzia splendens based on genetic algorithm[J]. Chinese Journal of Traditional Chinese Medicine, 2013, 20(2): 157-159.
    [13]
    LI Xixing, PENG Zhao, DU Baigang, et al. Hybrid artificial bee colony algorithm with a rescheduling strategy for solving flexible job shop scheduling problems[J]. Computers Industrial Engineering,2017,113:10−26. doi: 10.1016/j.cie.2017.09.005
    [14]
    TAHA K. Methods that optimize multi-objective problems: A survey and experimental evaluation[J]. IEEE Access,2020(8):80855−80878.
    [15]
    ZHANG Y Y, GAI Y Q, LI P, et al. Study of glycosides extraction of multi-objective optimization BYHWD by non-dominated sorting genetic algorithm[J]. Chin J Tradit Chin Med Pharm,2013,28(4):1059−1062.
    [16]
    HUSSEIN M I, HAMZA K, HULBERT G M, et al. Multi-objective evolutionary optimization of periodic layered materials for desired wave dispersion characteristics[J]. Struct Multidiscipl Optim,2006,31(1):60−75. doi: 10.1007/s00158-005-0555-8
    [17]
    陈维冉, 王双, 蔡梅超, 等. 分光光度法测定不同产地苦楝子总三萜的含量[J]. 山东化工,2020,49(22):74−75. [CHEN Weiran, WANG Shuang, CAI Meichao, et al. Determination of total triterpenes in neem from different origins by spectrophotometry[J]. Shandong Chemical Industry,2020,49(22):74−75. doi: 10.3969/j.issn.1008-021X.2020.22.028

    CHEN Weiran, WANG Shuang, CAI Meichao, et al. Determination of total triterpenes in neem from different origins by spectrophotometry[J]. Shandong Chemical Industry, 2020, 49(22): 74-75. doi: 10.3969/j.issn.1008-021X.2020.22.028
    [18]
    KUMAR C G. Purification and characterization of a thermostable alkaline protease from alkalophilic Bacillus pumilus[J]. Letters in Applied Microbiology,2002,34(1):13−17. doi: 10.1046/j.1472-765x.2002.01044.x
    [19]
    QASIM K B, RANI G. Purification and characterization of anoxidation-stable, thiol-dependent serine alkaline protease from Bacillus mojavensis[J]. Enzyme and Microbial Technology,2003,32(2):294−304. doi: 10.1016/S0141-0229(02)00293-4
    [20]
    孔露, 孔茂竹, 余佳熹. 响应面优化碱性蛋白酶法提取藜麦淀粉工艺[J]. 食品研究与开发,2020,41(2):100−106. [KONG Lu, KONG Maozhu, YU Jiaxi. Optimization of alkaline protease extraction of Chenopodium quinoa starch by response surface methodology[J]. Food Research and Development,2020,41(2):100−106.

    KONG Lu, KONG Maozhu, LÜ Yuanping. Optimization of alkaline protease extraction of Chenopodium quinoa starch by response surface methodology[J]. Food Research and Development, 2020, 41(2): 100-106.
    [21]
    黄仁术, 钱艳琳, 刘仁妮, 等. 蘘荷总黄酮的超声辅助提取工艺及其抗氧化活性研究[J]. 中国药学杂志,2016,51(19):1652−1656. [HUANG Renshu, QIAN Yanlin, LIU Renni, et al. Ultrasound-assisted extraction process of total flavonoids of Helianthus angustifolius and its antioxidant activity[J]. Chinese Journal of Pharmacy,2016,51(19):1652−1656.

    HUANG Renshu, QIAN Yanlin, LIU Renni, et al. Ultrasound-assisted extraction process of total flavonoids of Helianthus angustifolius and its antioxidant activity[J]. Chinese Journal of Pharmacy, 2016, 51(19): 1652-1656.
    [22]
    HADSA J, HAMMI K M, CERF D L, et al. Characterization, antioxidant and antiglycation properties of polysaccharides extracted from the medicinal halophyte Carpobrotus edulis L.[J]. International Journal of Biological Macromolecules,2018,107:833−842. doi: 10.1016/j.ijbiomac.2017.09.046
    [23]
    HUANG Y L, GUO J, ZHANG J. Physicochemical and antioxidant properties of Potentilla anserina L. polysaccharides affected by ultrasonication[J]. Applied Sciences,2020,10:2−16.
    [24]
    扈本荃, 徐玥, 吴曼, 等. 地黄饮超声提取工艺的研究[J]. 化学工程师,2021,35(12):71−73,19. [HU Benquan, XU Yue, WU Man, et al. Study on the medthod for ultrasonic extraction of Dihuang Yin by orthogonal experiment[J]. Chemical Engineer,2021,35(12):71−73,19.

    HU Benquan, XU Yue, WU Man, et al. Study on the medthod for ultrasonic extraction of Dihuang Yin by orthogonal experiment[J]. Chemical Engineer, 2021, 35(12): 71-73, 19
    [25]
    尼格尔热依·亚迪卡尔, 邓淑萍, 白玉, 等. 超声辅助提取薰衣草总三萜的工艺优化及体外抗氧化活性研究[J]. 食品工业科技,2022,43(3):172−179. [NIGARY Yadikar, DENG Shuping, BAI Yu, et al. Optimize the ultrasonic-assisted extraction process for total triterpenoids of lavender total triterpenes from Lavandula angustifolia and its in vitro antioxidant activity[J]. Science and Technology of Food Industry,2022,43(3):172−179. doi: 10.13386/j.issn1002-0306.2021050185

    NIGARY Yadikar, DENG Shuping, BAI Yu, et al. Optimize the ultrasonic-assisted extraction process for total triterpenoids of lavender total triterpenes from Lavandula angustifolia and its vitro antioxidant activity[J]. Science and Technology of Food Industry, 2022, 43(3): 172-179. . doi: 10.13386/j.issn1002-0306.2021050185
    [26]
    牛强, 申健, 刘悦, 等. 软枣猕猴桃主要活性成分及药理活性研究进展[J]. 食品工业科技,2019,40(3):333−338, 344. [NIU Qiang, SHEN Jian, LIU Yue, et al. Research progress on main active constituents and pharmacological activities of Actinidia arguta[J]. Science and Technology of Food Industry,2019,40(3):333−338, 344.

    NIU Qiang, SHEN Jian, LIU Yue, et al. Research progress on main active constituents and pharmacological activities of Actinidia arguta[J]. Science and Technology of Food Industry, 2019, 40(3): 333-338, 344.
    [27]
    ZHANG W, JIANG H, JIN M, et al. UHPLC-Q-TOF-MS/MS based screening and identification of the metabolites in vivo after oral administration of betulin[J]. Fitoterapia,2018,127:29−41.
    [28]
    许菲菲. 从羊毛脂中提取胆甾醇的工艺研究[D]. 杭州: 浙江大学, 2005.

    XU Feifei. Study on extraetion craft of isolation of cholesterol from lanolin[D]. Hangzhou: Zhejiang University, 2005.
    [29]
    WU H, CAO Y, WANG J, et al. Pharmacokinetic and metabolic profiling studies of osmundacetone in rats by UPLC-MS/MS and UPLC-QE-Orbitrap-HRMS[J]. Biomedical Chromatography,2022,36:e5251.
    [30]
    李宇航, 戴海学, 汪明明, 等. 槲皮素的电喷雾离子阱质谱分析[J]. 质谱学报,2009,30(6):56−60. [LI Yuhang, DAI Haixue, WANG Mingming, et al. Elucidation of quercetin by electron spray ionization mass spectrometry[J]. Journal of Chinese Mass Spectrometry Society,2009,30(6):56−60.

    LI Yuhang, DAI Haixue, WANG Mingming, et al. Elucidation of quercetin by electron spray ionization mass spectrometry[J]. Journal of Chinese Mass Spectrometry Society, 2009, 30(6): 56-60.
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