Bao W, Li Z, Wang X, Gao R, Zhou X, Cheng S, Men Y, Zheng L. Approaches to improve the lipid synthesis of oleaginous yeast Yarrowia lipolytica: a review. Renewable & Sustainable Energy Reviews, 2021, 149(6): 111386

Article  CAS  Google Scholar 

Chen X, Sun S. Color reversion of refined vegetable oils: a review. Molecules, 2023, 28(13): 5177

Article  CAS  PubMed  PubMed Central  Google Scholar 

Economou C, Aggelis G, Pavlou S, Vayenas D V. Modeling of single-cell oil production under nitrogen-limited and substrate inhibition conditions. Biotechnology and Bioengineering, 2011, 108(5): 1049–1055

Article  CAS  PubMed  Google Scholar 

Gao B, Hong J, Chen J, Zhang H, Hu R, Zhang C. The growth, lipid accumulation and adaptation mechanism in response to variation of temperature and nitrogen supply in psychrotrophic filamentous microalga Xanthonema hormidioides (Xanthophyceae). Biotechnology for Biofuels and Bioproducts, 2023, 16(1): 12

Article  CAS  PubMed  PubMed Central  Google Scholar 

Gong G, Liu L, Zhang X, Tan T. Comparative evaluation of different carbon sources supply on simultaneous production of lipid and carotene of Rhodotorula glutinis with irradiation and the assessment of key gene transcription. Bioresource Technology, 2019, 288(5): 121559

Article  CAS  PubMed  Google Scholar 

Henriques D, Minebois R, Mendoza S N, Macías L G, Pérez-Torrado R, Barrio E, Teusink B, Querol A, Balsa-Canto E. A multiphase multiobjective dynamic genome-scale model shows different redox balancing among yeast species of the Saccharomyces genus in fermentation. Msystems, 2021, 6(4): e00260–21

Article  CAS  PubMed  PubMed Central  Google Scholar 

Joe P. Global edible vegetable oil market trends. Biomedical Journal of Scientific & Technical Research, 2018, 2(1): 2282–2291

Article  Google Scholar 

Kadir W N A, Lam M K, Uemura Y, Lim J W, Lee K T. Harvesting and pre-treatment of microalgae cultivated in wastewater for biodiesel production: a review. Energy Conversion and Management, 2018, 171(5): 1416–1429

Article  CAS  Google Scholar 

Khaleghi M K, Savizi I S P, Lewis N E, Shojaosadati S A. Synergisms of machine learning and constraint-based modeling of metabolism for analysis and optimization of fermentation parameters. Biotechnology Journal, 2021, 16(11): 2100212

Article  CAS  Google Scholar 

Kim G B, Kim W J, Kim H U, Lee S Y. Machine learning applications in systems metabolic engineering. Current Opinion in Biotechnology, 2020, 64: 1–9

Article  CAS  PubMed  Google Scholar 

Kolouchová I, Mat’átková O, Sigler K, Masák J, Řezanka T. Lipid accumulation by oleaginous and non-oleaginous yeast strains in nitrogen and phosphate limitation. Folia Microbiologica, 2016, 61(5): 431–438

Article  PubMed  Google Scholar 

Kot A M, Błażejak S, Kieliszek M, Gientka I, Bryś J, Reczek L, Pobiega K. Effect of exogenous stress factors on the biosynthesis of carotenoids and lipids by Rhodotorula yeast strains in media containing agro-industrial waste. World Journal of Microbiology & Biotechnology, 2019, 35(10): 157

Article  Google Scholar 

Kumar M, Husain M, Upreti N, Gupta D. Genetic algorithm: review and application. SSRN Electronic Journal, 2020, 2(2): 451–454

Google Scholar 

Leca E, Zennaro B, Hamelin J, Carrère H, Sambusiti C. Use of additives to improve collective biogas plant performances: a comprehensive review. Biotechnology Advances, 2023, 65: 108129

Article  CAS  PubMed  Google Scholar 

Leong W H, Lim J W, Lam M K, Uemura Y, Ho Y C. Third generation biofuels: a nutritional perspective in enhancing microbial lipid production. Renewable & Sustainable Energy Reviews, 2018, 91(4): 950–961

Article  CAS  Google Scholar 

Li X, Dong Y, Chang L, Chen L, Wang G, Zhuang Y, Yan X. Dynamic hybrid modeling of fuel ethanol fermentation process by integrating biomass concentration XGBoost model and kinetic parameter artificial neural network model into mechanism model. Renewable Energy, 2023, 205: 574–582

Article  CAS  Google Scholar 

Li Y, Xu H, Li Z, Meng S, Song H. Catalytic methanotreating of vegetable oil: a pathway to second-generation biodiesel. Fuel, 2022, 311(10): 122504

Article  CAS  Google Scholar 

Li H, Zhong Y, Lu Q, Zhang X, Wang Q, Liu H, Diao Z, Yao C, Liu H. Co-cultivation of: Rhodotorula glutinis and Chlorella pyrenoidosa to improve nutrient removal and protein content by their synergistic relationship. RSC Advances, 2019, 9(25): 14331–14342

Article  CAS  PubMed  PubMed Central  Google Scholar 

Llamas M, Greses S, Magdalena J A, González-Fernández C, Tomás-Pejó E. Microbial co-cultures for biochemicals production from lignocellulosic biomass: a review. Bioresource Technology, 2023, 386(10): 129499

Article  CAS  PubMed  Google Scholar 

Lu H, Chen H, Tang X, Yang Q, Zhang H, Chen Y Q, Chen W. Time-resolved multi-omics analysis reveals the role of nutrient stress-induced resource reallocation for TAG accumulation in oleaginous fungus Mortierella alpina. Biotechnology for Biofuels, 2020, 13(1): 116

Article  CAS  PubMed  PubMed Central  Google Scholar 

Nosrati-Ghods N, Harrison S T L, Isafiade A J, Leng Tai S. Mathematical modelling of bioethanol fermentation from glucose, xylose or their combination: a review. ChemBioEng Reviews, 2020, 7(3): 68–88

Article  CAS  Google Scholar 

Papanikolaou S, Aggelis G. Lipids of oleaginous yeasts. Part I: biochemistry of single cell oil production. European Journal of Lipid Science and Technology, 2011, 113(8): 1031–1051

Article  CAS  Google Scholar 

Ramanauske N, Balezentis T, Streimikiene D. Biomass use and its implications for bioeconomy development: a resource efficiency perspective for the European countries. Technological Forecasting and Social Change, 2023, 193: 122628

Article  Google Scholar 

Safarian S, Saryazdi S M E, Unnthorsson R, Richter C. Artificial neural network modeling of bioethanol production via syngas fermentation. Biophysical Economics and Sustainability, 2021, 6(1): 1–13

Article  Google Scholar 

Sales de Menezes L H, Carneiro L L, Maria de Carvalho Tavares I, Santos P H, Pereira das Chagas T, Mendes A A, Paranhos da Silva E G, Franco M, Rangel de Oliveira J. Artificial neural network hybridized with a genetic algorithm for optimization of lipase production from Penicillium roqueforti ATCC 10110 in solid-state fermentation. Biocatalysis and Agricultural Biotechnology, 2021, 31: 101885

Article  CAS  Google Scholar 

Silva J D, Martins L H, Moreira D K, Silva L D, Barbosa P D, Komesu A, Ferreira N R, Oliveira J A. Microbial lipid based biorefinery concepts: a review of status and prospects. Foods, 2023, 12(10): 2074

Article  CAS  PubMed  PubMed Central  Google Scholar 

Singh A, Wilson S, Ward O P. Docosahexaenoic acid (DHA) production by Thraustochytrium sp. ATCC 20892. World Journal of Microbiology & Biotechnology, 1996, 12(1): 76–81

Article  CAS  Google Scholar 

Singh V, Haque S, Niwas R, Srivastava A, Pasupuleti M, Tripathi C K. Strategies for fermentation medium optimization: an in-depth review. Frontiers in Microbiology, 2017, 7: 1–12

Article  Google Scholar 

Song S, Xiong X, Wu X, Xue Z. Modeling the SOFC by BP neural network algorithm. International Journal of Hydrogen Energy, 2021, 46(38): 20065–20077

Article  CAS  Google Scholar 

Sun H, Gao Z, Zhang L, Wang X, Gao M, Wang Q. A comprehensive review on microbial lipid production from wastes: research updates and tendencies. Environmental Science and Pollution Research International, 2023, 30(33): 79654–79675

Article  CAS  PubMed  Google Scholar 

Thon C, Finke B, Kwade A, Schilde C. Artificial intelligence in process engineering. Advanced Intelligent Systems, 2021, 3(6): 200261

Article  Google Scholar 

Tomás-Pejó E, Morales-Palomo S, González-Fernández C. Microbial lipids from organic wastes: outlook and challenges. Bioresource Technology, 2021, 323(3): 124612

Article  PubMed  Google Scholar 

Tranmer M, Murphy J, Elliot M, Pampaka M. Multiple Linear Regression (2nd Edition). Manchester, UK: Cathie Marsh Institute, 2020

Google Scholar 

Wang H, Peng X, Zhang H, Yang S, Li H. Microorganisms-promoted biodiesel production from biomass: a review. Energy Conversion and Management: X, 2021, 12: 100137

Article  CAS  Google Scholar 

Wang J, Ledesma-Amaro R, Wei Y, Ji B, Ji X J. Metabolic engineering for increased lipid accumulation in Yarrowia lipolytica: a review. Bioresource Technology, 2020, 313: 123707

Article  CAS  PubMed  Google Scholar 

Wang K, Shi T Q, Wang J, Wei P, Ledesma-Amaro R, Ji X J. Engineering the lipid and fatty acid metabolism in Yarrowia lipolytica for sustainable production of high oleic oils. ACS Synthetic Biology, 2022, 11(4): 1542–1554

Article  CAS  PubMed  Google Scholar 

Wang Q, Han W, Jin W, Gao S, Zhou X. Docosahexaenoic acid production by Schizochytrium sp: review and prospect. Food Biotechnology, 2021, 35(2): 111–135

Article  CAS  Google Scholar 

Willis W M, Lencki R W, Marangoni A G. Lipid modification strategies in the production of nutritionally functional fats and oils. Critical Reviews in Food Science and Nutrition, 1998, 38(8): 639–674

Article  CAS  PubMed  Google Scholar 

Xue F, Gao B, Zhu Y, Zhang X, Feng W, Tan T. Pilot-scale production of microbial lipid using starch wastewater as raw material. Bioresource Technology, 2010, 101(15): 6092–6095

Article  CAS