Genetic algorithm coupled Box-Behnken design-based optimization of ultrasound-assisted xanthophyll extraction from marigold (Tagetes erecta L.): process intensification, profiling, and antioxidant activities

被引:0
|
作者
Ghoshal, Soumyajit [1 ,2 ]
Kundu, Aditi [1 ]
Saha, Supradip [1 ]
Bhowmik, Arpan [3 ]
Bhatia, Reeta [4 ]
Singh, Anupama [1 ]
Dutta, Anirban [1 ,5 ]
机构
[1] ICAR Indian Agr Res Inst, Div Agr Chem, New Delhi 110012, India
[2] Indian Agr Res Inst, Grad Sch, New Delhi 110012, India
[3] ICAR Indian Agr Res Inst, Dhemaji 787035, Assam, India
[4] ICAR Indian Agr Res Inst, Div Floriculture & Landscaping, New Delhi 110012, India
[5] ICAR Natl Inst Secondary Agr, Downstream Agroproc Div, Ranchi 834010, Jharkhand, India
关键词
Response surface methodology; Evolutionary algorithm; Lutein esters; Ultrasonication; Liquid chromatography-mass spectrometry; PERFORMANCE LIQUID-CHROMATOGRAPHY; LUTEIN ESTER CONTENT; VITAMIN-C; FLOWER; CAROTENOIDS; REGIOISOMERS; PURIFICATION; SEPARATION; ZEAXANTHIN; CULTIVARS;
D O I
10.1007/s13399-023-04900-8
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Optimization of the extraction process for natural compounds aims to obtain the maximum feasible yield quickly using the least amount of solvent. A single-step ultrasonic probe-assisted extraction (UPE) technique was observed to be superior compared to the exhaustive conventional and ultrasonic bath extraction for xanthophyll pigments from a hybrid genotype (DAMH-39) of African marigold (Tagetes erecta L.) in terms of less time and solvent requirement. The process variables of the UPE technique were optimized using a Box-Behnken design (BBD) of response surface methodology (RSM) followed by fine-tuning of the model using an artificial intelligence-based genetic algorithm (GA) for the maximum output of the response variable, i.e., the total xanthophyll yield. The GA-coupled RSM model predicted the optimum values of the process variables as 31.38 mL g(-1) solvent-to-solid ratio, 56.56% ultrasonication amplitude, and 30 min of ultrasonication time for a maximum xanthophyll yield of 13.35 mg g(-1), which was very close to the result of validation experiment (13.10 mg g(-1)) with a calculated error value of only 1.88%. The quality of the extracted xanthophylls by the hybrid model-optimized method was found to be superior as compared to the exhaustive techniques. However, no significant differences were observed in the antioxidant activities of the extracts obtained by different extraction techniques due to the possible interferences from the co-extractives. Analysis of the chemical constituents of the xanthophyll extract confirmed the presence of lutein linoleate, an unsaturated fatty ester of lutein for the first time in marigold along with five monoesters and three diesters of lutein, and two diesters of violaxanthin. The study signified the potential of the RSM-GA hybrid model for process optimization of extraction of natural compounds.
引用
收藏
页码:29739 / 29756
页数:18
相关论文
共 37 条
  • [11] Ultrasound-assisted conversion of waste frying oil into biodiesel using Al-doped ZnO nanocatalyst: Box-Behnken design-based optimization
    Maleki, Basir
    Esmaeili, Hossein
    RENEWABLE ENERGY, 2023, 209 : 10 - 26
  • [12] OPTIMIZATION OF MICROWAVE-ASSISTED EXTRACTION OF PHENOLIC COMPOUNDS FROM INULA BRITANNICA L. USING THE BOX-BEHNKEN DESIGN
    Ivanova, Viktoria
    Trendafilova, Antoaneta
    MACEDONIAN JOURNAL OF CHEMISTRY AND CHEMICAL ENGINEERING, 2022, 41 (01) : 111 - 117
  • [13] Box-Behnken Design based Statistical Modeling and Optimization of Cellulase-assisted Microwave Extraction of Polysaccharide from Elaeagnus Angustifolia L.
    Wang, Shu
    Liu, Hiu-Ping
    Zhang, Yu
    Yu, Jia
    Yuan, Wei
    INTELLIGENT MATERIALS AND MECHATRONICS, 2014, 464 : 77 - 82
  • [14] Improvement and Optimisation of Green Ultrasound-Assisted Extraction for Sinapic Acid Content and Lipase Inhibition From Caucasian Whortleberry (Vaccinium arctostaphylos L.) by Box-Behnken Design
    Sener, S. O.
    Shaha, S.
    Kanbolat, S.
    Badem, M.
    Balkabak, B.
    Halil, S.
    Colak, N. Ulas
    Ozgen, U.
    Sevim, D.
    FLAVOUR AND FRAGRANCE JOURNAL, 2025, 40 (01) : 150 - 161
  • [15] Optimization of ultrasound-assisted extraction using box-Behnken design, method validation, and analysis of phytochemicals from drying treatments in the application of Etlingera elatior inflorescence
    Firdhauzi, Amila
    Yupanqui, Chutha Takahashi
    Setyaningsih, Widiastuti
    Seechamnanturakit, Vatcharee
    FUNCTIONAL FOODS IN HEALTH AND DISEASE, 2024, 14 (05): : 311 - 333
  • [16] Chemometric tools to comprehend a recovery process for the bioactive ingredients from purple basil (Ocimum basilicum L.): Box-Behnken design-based optimization and principal component analysis
    Toprakci, Irem
    Kurtulbas, Ebru
    Sahin, Selin
    JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS, 2025, 256
  • [17] Optimization of phenolic compounds extraction and antioxidant activity from Moroccan Crocus sativus L. by-products using predictive modeling and Box-Behnken design
    Slimani, Chaimae
    Fadil, Mouhcine
    Rais, Chaimae
    Ullah, Riaz
    Iqbal, Zafar
    Santanatoglia, Agnese
    Caprioli, Giovanni
    Benjelloun, Meryem
    Lazraq, Abderrahim
    Bouyahya, Abdelhakim
    MICROCHEMICAL JOURNAL, 2025, 212
  • [18] Ultrasound-Assisted Extraction of Total Flavonoids from Pteris cretica L.: Process Optimization, HPLC Analysis, and Evaluation of Antioxidant Activity
    Hou, Mengyang
    Hu, Wenzhong
    Wang, Aosheng
    Xiu, Zhilong
    Shi, Yusheng
    Hao, Kexin
    Sun, Xingsheng
    Cao, Duo
    Lu, Ruishan
    Sun, Jiao
    ANTIOXIDANTS, 2019, 8 (10)
  • [19] Comparative study on the effect of solvents on extraction of bixin from annatto seed (Bixa orellana L.) and optimization of process parameters using Box-Behnken design
    Jayakumar, Jikky
    Sudha, P.
    Rajkumar, P.
    Pandiselvam, R.
    Gurusamy, K.
    Kumaran, K.
    Subramanian, P.
    BIOMASS CONVERSION AND BIOREFINERY, 2024, 14 (16) : 19863 - 19874
  • [20] Box-Behnken Design-Based Optimization of Phytochemical Extraction from Diplazium esculentum (Retz.) Sw. Associated with Its Antioxidant and Anti-Alzheimer's Properties
    Kongsung, Sirawit
    Inthachat, Woorawee
    Chantong, Boonrat
    Suttisansanee, Uthaiwan
    On-Nom, Nattira
    Chupeerach, Chaowanee
    Thangsiri, Sirinapa
    Pitchakarn, Pornsiri
    Temviriyanukul, Piya
    MOLECULES, 2024, 29 (10):