| [1] |
Zhao Y, Zhang M, Devahastin S, Liu Y. 2019. Progresses on processing methods of umami substances: A review. Trends in Food Science & Technology 93:125−35 doi: 10.1016/j.jpgs.2019.09.012 |
| [2] |
Ikeda K. 2002. New Seasonings. Chemical Senses 27:847−49 doi: 10.1093/chemse/27.9.847 |
| [3] |
Montmayeur J-P, Liberles SD, Matsunami H, Buck LB. 2001. A candidate taste receptor gene near a sweet taste locus. Nature Neuroscience 4:492−98 doi: 10.1038/87440 |
| [4] |
Damak S, Rong M, Yasumatsu K, Kokrashvili Z, Varadarajan V, et al. 2003. Detection of sweet and umami taste in the absence of taste receptor T1r3. Science 301:850−53 doi: 10.1126/science.1087155 |
| [5] |
Yamaguchi S, Ninomiya K. 1998. What is umami? Food Reviews International 14:123−38 doi: 10.1080/87559129809541155 |
| [6] |
Lindemann B, Ogiwara Y, Ninomiya Y. 2002. The Discovery of Umami. Chemical Senses 27:843−44 doi: 10.1093/chemse/27.9.843 |
| [7] |
Hajeb P, Jinap S. 2015. Umami taste components and their sources in Asian foods. Critical Reviews in Food Science and Nutrition 55:778−91 doi: 10.1080/10408398.2012.678422 |
| [8] |
Chen M, Gao X, Pan D, Xu S, Zhang H, et al. 2021. Taste characteristics and umami mechanism of novel umami peptides and umami-enhancing peptides isolated from the hydrolysates of Sanhuang Chicken. European Food Research and Technology 247:1633−44 doi: 10.1007/s00217-021-03734-w |
| [9] |
Charoenkwan P, Nantasenamat C, Hasan MM, Moni MA, Manavalan B, et al. 2021. UMPred-FRL: a new approach for accurate prediction of umami peptides using feature representation learning. International Journal of Molecular Sciences 22:13124 doi: 10.3390/ijms222313124 |
| [10] |
Masic U, Yeomans MR. 2014. Umami flavor enhances appetite but also increases satiety. The American Journal of Clinical Nutrition 100:532−38 doi: 10.3945/ajcn.113.080929 |
| [11] |
Zhang Y, Venkitasamy C, Pan Z, Liu W, Zhao L. 2017. Novel umami ingredients: umami peptides and their taste. Journal of Food Science 82:16−23 doi: 10.1111/1750-3841.13576 |
| [12] |
Cao L, Halpern BS, Troell M, Short R, Zeng C, et al. 2023. Vulnerability of blue foods to human-induced environmental change. Nature Sustainability 6:1186−98 doi: 10.1038/s41893-023-01156-y |
| [13] |
Liu T, Liang Y, Fan S, et al. 2018. Analysis of characteristic taste components of soldier crab (Mictyris brevidactylus). Food Science 14:236−241 doi: 10.7506/spkx1002-6630-201814035 |
| [14] |
Wang Y, Wang H, Xiang H, Chen S, Zhao Y, et al. 2024. Unlocking the opportunities for creating sustainable, flavorful and healthy high-protein "blue foods": Focusing on the impacts of protein-flavor interactions. Trends in Food Science & Technology 148:104523 doi: 10.1016/j.jpgs.2024.104523 |
| [15] |
Li X, Xie X, Wang J, Xu Y, Yi S, et al. 2020. Identification, taste characteristics and molecular docking study of novel umami peptides derived from the aqueous extract of the clam meretrix meretrix Linnaeus. Food Chemistry 312:126053 doi: 10.1016/j.foodchem.2019.126053 |
| [16] |
Alexander LM. 1993. Large marine ecosystems: A new focus for marine resources management. Marine Policy 17:186−98 doi: 10.1016/0308-597X(93)90076-F |
| [17] |
Aswani S, Basurto X, Ferse S, Glaser M, Campbell L, et al. 2018. Marine resource management and conservation in the Anthropocene. Environmental Conservation 45:192−202 doi: 10.1017/S0376892917000431 |
| [18] |
Cheung RCF, Ng TB, Wong JH. 2015. Marine Peptides: Bioactivities and Applications. Marine Drugs 13:4006−4043 doi: 10.3390/md13074006 |
| [19] |
Li N, Mahalik NP. 2019. A big data and cloud computing specification, standards and architecture: agricultural and food informatics. International Journal of Information and Communication Technology 14:159−74 doi: 10.1504/IJICT.2019.097687 |
| [20] |
Chen JN, Zhang YY, Huang XH, Dong M, Dong XP, et al. 2023. Integrated volatolomics and metabolomics analysis reveals the characteristic flavor formation in Chouguiyu, a traditional fermented mandarin fish of China. Food Chemistry 418:135874 doi: 10.1016/j.foodchem.2023.135874 |
| [21] |
Deng X, Lin H, Ahmed I, Sui J. 2021. Isolation and identification of the umami peptides from Trachinotus ovatus hydrolysate by consecutive chromatography and Nano-HPLC-MS/MS. LWT–Food Science and Technology 141:110887 doi: 10.1016/j.lwt.2021.110887 |
| [22] |
Qi L, Gao X, Pan D, Sun Y, Cai Z, et al. 2022. Research progress in the screening and evaluation of umami peptides. Comprehensive Reviews in Food Science and Food Safety 21:1462−90 doi: 10.1111/1541-4337.12916 |
| [23] |
Zhang J, Zhao M, Su G, Lin L. 2019. Identification and taste characteristics of novel umami and umami-enhancing peptides separated from peanut protein isolate hydrolysate by consecutive chromatography and UPLC–ESI–QTOF–MS/MS. Food Chemistry 278:674−682 doi: 10.1016/j.foodchem.2018.11.114 |
| [24] |
Zhang J, Sun-Waterhouse D, Su G, Zhao M. 2019. New insight into umami receptor, umami/umami-enhancing peptides and their derivatives: A review. Trends in Food Science & Technology 88:429−43 doi: 10.1016/j.jpgs.2019.04.008 |
| [25] |
Chisholm B, Nelson D, Schwarcz H. 1983. Marine and terrestrial protein in prehistoric diets on the British Columbia Coast. Current Anthropology 24:396−98 |
| [26] |
Arai S, Yamashita M, Noguchi M, Fujimaki M. 1973. Tastes of L-glutamyl oligopeptides in relation to their chromatographic properties. Agricultural and Biological Chemistry 37:151−56 doi: 10.1080/00021369.1973.10860638 |
| [27] |
Ovchinnikova TV. 2021. Marine peptides: structure, bioactivities, and a new hope for therapeutic application. Marine Drugs 19:407 doi: 10.3390/md19080407 |
| [28] |
Peck LS, Webb KE, Bailey DM. 2004. Extreme sensitivity of biological function to temperature in Antarctic marine species. Functional Ecology 18:625−30 doi: 10.1111/j.0269-8463.2004.00903.x |
| [29] |
Spaggiari G, Di Pizio A, Cozzini P. 2020. Sweet, umami and bitter taste receptors: State of the art of in silico molecular modeling approaches. Trends in Food Science & Technology 96:21−29 doi: 10.1016/j.jpgs.2019.12.002 |
| [30] |
Wang W, Cui Z, Ning M, Zhou T, Liu Y. 2022. In-silico investigation of umami peptides with receptor T1R1/T1R3 for the discovering potential targets: A combined modeling approach. Biomaterials 281:121338 doi: 10.1016/j.biomaterials.2021.121338 |
| [31] |
Diepeveen J, Moerdijk-Poortvliet TCW, van der Leij FR. 2022. Molecular insights into human taste perception and umami tastants: A review. Journal of Food Science 87:1449−65 doi: 10.1111/1750-3841.16101 |
| [32] |
Wu B, Eldeghaidy S, Ayed C, Fisk ID, Hewson L, et al. 2022. Mechanisms of umami taste perception: From molecular level to brain imaging. Critical Reviews in Food Science and Nutrition 62:7015−24 doi: 10.1080/10408398.2021.1909532 |
| [33] |
Lee BK, Mayhew EJ, Sanchez-Lengeling B, Wei JN, Qian WW, et al. 2023. A principal odor map unifies diverse tasks in olfactory perception. Science 381:999−1006 doi: 10.1126/science.ade4401 |
| [34] |
Toda Y, Nakagita T, Hayakawa T, Okada S, Narukawa M, et al. 2013. Two Distinct Determinants of Ligand Specificity in T1R1/T1R3 (the Umami Taste Receptor)*. Journal of Biological Chemistry 288:36863−77 doi: 10.1074/jbc.M113.494443 |
| [35] |
Zhang F, Klebansky B, Fine RM, Xu H, Pronin A, et al. 2008. Molecular mechanism for the umami taste synergism. Proceedings of the National Academy of Sciences of the United States of America 105:20930−34 doi: 10.1073/pnas.0810174106 |
| [36] |
San Gabriel A, Uneyama H, Yoshie S, Torii K. 2005. Cloning and Characterization of a Novel mGluR1 Variant from Vallate Papillae that Functions as a Receptor for l-glutamate Stimuli. Chemical Senses 30:i25−i26 doi: 10.1093/chemse/bjh095 |
| [37] |
Toyono T, Seta Y, Kataoka S, Harada H, Morotomi T, et al. 2002. Expression of the Metabotropic Glutamate Receptor, mGluR4a, in the Taste Hairs of Taste Buds in Rat Gustatory Papillae. Archives of Histology and Cytology 65:91−96 doi: 10.1679/aohc.65.91 |
| [38] |
Roper SD, Chaudhari N. 2017. Taste buds: cells, signals and synapses. Nature Reviews Neuroscience 18:485−497 doi: 10.1038/nrn.2017.68 |
| [39] |
Nango E, Akiyama S, Maki-Yonekura S, Ashikawa Y, Kusakabe Y, et al. 2016. Taste substance binding elicits conformational change of taste receptor T1r heterodimer extracellular domains. Science Report 6:25745 doi: 10.1038/srep25745 |
| [40] |
Nuemket N, Yasui N, Kusakabe Y, Nomura Y, Atsumi N, et al. 2017. Structural basis for perception of diverse chemical substances by T1r taste receptors. Nature Communications 8:15530 doi: 10.1038/ncomms15530 |
| [41] |
Autzen HE, Myasnikov AG, Campbell MG, Asarnow D, Julius D, et al. 2018. Structure of the human TRPM4 ion channel in a lipid nanodisc. Science 359:228−32 doi: 10.1126/science.aar4510 |
| [42] |
Liu H, Da LT, Liu Y. 2019. Understanding the molecular mechanism of umami recognition by T1R1-T1R3 using molecular dynamics simulations. Biochemical and Biophysical Research Communications 514:967−73 doi: 10.1016/j.bbrc.2019.05.066 |
| [43] |
Yin Y, Wu M, Zubcevic L, Borschel WF, Lander GC, et al. 2018. Structure of the cold- and menthol-sensing ion channel TRPM8. Science 359:237−41 doi: 10.1126/science.aan4325 |
| [44] |
Zhang N, Yang Y, Wang W, Fan Y, Liu Y. 2021. A potential flavor seasoning from aquaculture by-products: An example of Takifugu obscurus. LWT 151:112160 doi: 10.1016/j.lwt.2021.112160 |
| [45] |
Diez-Ozaeta I, Astiazaran OJ. 2022. Fermented foods: An update on evidence-based health benefits and future perspectives. Food Research International 156:111133 doi: 10.1016/j.foodres.2022.111133 |
| [46] |
Raveschot C, Cudennec B, Coutte F, Flahaut C, Fremont M, et al. 2018. Production of bioactive peptides by Lactobacillus species: from gene to application. Frontiers Microbiology 9:2354 doi: 10.3389/fmicb.2018.02354 |
| [47] |
Yang D, Li C, Li L, Wang Y, Wu Y, et al. 2022. Novel insight into the formation mechanism of umami peptides based on microbial metabolism in Chouguiyu, a traditional Chinese fermented fish. Food Research International 157:111211 doi: 10.1016/j.foodres.2022.111211 |
| [48] |
Nasri R, Abdelhedi O, Nasri M, Jridi M. 2022. Fermented protein hydrolysates: biological activities and applications. Current Opinion in Food Science 43:120−27 doi: 10.1016/j.cofs.2021.11.006 |
| [49] |
Wang W, Zhou X, Liu Y. 2020. Characterization and evaluation of umami taste: A review. TrAC Trends in Analytical Chemistry 127:115876 doi: 10.1016/j.trac.2020.115876 |
| [50] |
Zhang Y, Gao X, Pan D, Zhang Z, Zhou T, et al. 2021. Isolation, characterization and molecular docking of novel umami and umami-enhancing peptides from Ruditapes philippinarum. Food Chemistry 343:128522 doi: 10.1016/j.foodchem.2020.128522 |
| [51] |
Zhu W, He W, Wang F, Bu Y, Li X, et al. 2021. Prediction, molecular docking and identification of novel umami hexapeptides derived from Atlantic cod (Gadus morhua). International Journal of Food Science & Technology 56:402−12 doi: 10.1111/ijfs.14655 |
| [52] |
Wang Y, Luan J, Tang X, Zhu W, Xu Y, et al. 2023. Identification of umami peptides based on virtual screening and molecular docking from Atlantic cod (Gadus morhua). Food Function 14:1510−19 doi: 10.1039/D2FO03776A |
| [53] |
Zhao W, Su L, Huo S, Yu Z, Li J, et al. 2023. Virtual screening, molecular docking and identification of umami peptides derived from Oncorhynchus mykiss. Food Science and Human Wellness 12:89−93 doi: 10.1016/j.fshw.2022.07.026 |
| [54] |
Zhao S, Ma S, Zhang Y, Gao M, Luo Z, et al. 2024. Combining molecular docking and molecular dynamics simulation to discover four novel umami peptides from tuna skeletal myosin with sensory evaluation validation. Food Chemistry 433:137331 doi: 10.1016/j.foodchem.2023.137331 |
| [55] |
Xu YX, Qu SY, Li T, Zhao HL, Feng Y, et al. 2021. Effects of different proteases on the flavor characteristics of aloididae aloidi muscle hydrolysates. Food Science 42(4):190−96 doi: 10.7506/spkx1002-6630-20190823-248 |
| [56] |
Sable R, Parajuli P, Jois S. 2017. Peptides, Peptidomimetics, and Polypeptides from Marine Sources: A Wealth of Natural Sources for Pharmaceutical Applications. Marine Drugs 15:124 doi: 10.3390/md15040124 |
| [57] |
Fu Y, Liu J, Hansen ET, Bredie WLP, Lametsch R. 2018. Structural characteristics of low bitter and high umami protein hydrolysates prepared from bovine muscle and porcine plasma. Food Chemistry 257:163−71 doi: 10.1016/j.foodchem.2018.02.159 |
| [58] |
Tong X, Lian Z, Miao L, Qi B, Zhang S, et al. 2020. An innovative two-step enzyme-assisted aqueous extraction for the production of reduced bitterness soybean protein hydrolysates with high nutritional value. LWT 134:110151 doi: 10.1016/j.lwt.2020.110151 |
| [59] |
Hunsakul K, Laokuldilok T, Sakdatorn V, Klangpetch W, Brennan CS, et al. 2022. Optimization of enzymatic hydrolysis by alcalase and flavourzyme to enhance the antioxidant properties of jasmine rice bran protein hydrolysate. Scientific Report 12:12582 doi: 10.1038/s41598-022-16821-z |
| [60] |
Zhang XZ, Liang ZL, Pei JW, et al. 2023. Preparation of umami enzymatic hydrolysate from squid processing by-products by stepwise dual-enzymatic hydrolysis. Food and Fermentation Industries 49(15):201−7 doi: 10.13995/j.cnki.11-1802/ts.033502 |
| [61] |
Wang YM, Zhang Z, Sheng Y, Chi CF, Wang B. 2024. A systematic review on marine umami peptides: Biological sources, preparation methods, structure-umami relationship, mechanism of action and biological activities. Food Bioscience 57:103637 doi: 10.1016/j.fbio.2024.103637 |
| [62] |
Aaslyng MD, Elmore JS, Mottram DS. 1998. Comparison of the aroma characteristics of acid-hydrolyzed and enzyme-hydrolyzed vegetable proteins produced from soy. Journal of Agricultural and Food Chemistry 46:5225−31 doi: 10.1021/jf9806816 |
| [63] |
Aaslyng MD, Martens M, Poll L, Nielsen PM, Flyge H, et al. 1998. Chemical and sensory characterization of hydrolyzed vegetable protein, a savory flavoring. Journal of Agricutral and Food Chemistry 46:481−89 doi: 10.1021/jf970556e |
| [64] |
Liu Q, Gao X, Pan D, Liu Z, Xiao C, et al. 2023. Rapid screening based on machine learning and molecular docking of umami peptides from porcine bone. Journal of the Science of Food and Agriculture 103:3915−25 doi: 10.1002/jsfa.12319 |
| [65] |
Li W, Gu Z, Yang Y, Zhou S, Liu Y, et al. 2014. Non-volatile taste components of several cultivated mushrooms. Food Chemistry 143:427−31 doi: 10.1016/j.foodchem.2013.08.006 |
| [66] |
Dai L, Reichert CL, Hinrichs J, Weiss J. 2019. Acid hydrolysis behavior of insoluble protein-rich fraction extracted from Chlorella protothecoides. Colloids and Surfaces A: Physicochemical and Engineering Aspects 569:129−36 doi: 10.1016/j.colsurfa.2019.02.064 |
| [67] |
Li B, Xie Y, Guo Q. 2024. Thermal acid hydrolysis modulates the solubility of quinoa protein: The formation of different types of protein aggregates. Food Hydrocolloids 151:109825 doi: 10.1016/j.foodhyd.2024.109825 |
| [68] |
Ruan S, Sun L, Sun X, He J, Zhuang Y. 2021. Novel umami peptides from tilapia lower jaw and molecular docking to the taste receptor T1R1/T1R3. Food Chemistry 362:130249 doi: 10.1016/j.foodchem.2021.130249 |
| [69] |
Zhang T, Hua Y, Zhou C, Xiong Y, Pan D, et al. 2022. Umami peptides screened based on peptidomics and virtual screening from Ruditapes philippinarum and Mactra veneriformis clams. Food Chemistry 394:133504 doi: 10.1016/j.foodchem.2022.133504 |
| [70] |
Zhang MX, Wang XC, Liu Y, Xu XL, Zhou GH. 2012. Isolation and identification of flavour peptides from Puffer fish (Takifugu obscurus) muscle using an electronic tongue and MALDI-TOF/TOF MS/MS. Food Chemistry 135:1463−70 doi: 10.1016/j.foodchem.2012.06.026 |
| [71] |
Liu Z, Zhu Y, Wang W, Zhou X, Chen G, et al. 2020. Seven novel umami peptides from Takifugu rubripes and their taste characteristics. Food Chemistry 330:127204 doi: 10.1016/j.foodchem.2020.127204 |
| [72] |
Zhang N, Liu H, Zhou X, Wang W, Fan Y, et al. 2022. Taste and stability characteristics of two key umami peptides from pufferfish (Takifugu obscurus). Food Chemistry 371:131124 doi: 10.1016/j.foodchem.2021.131124 |
| [73] |
Zhang Q, Liu R, Geirsdóttir M, Li S, Tomasson T, et al. 2022. Thermal-induced autolysis enzymes inactivation, protein degradation and physical properties of sea cucumber, Cucumaria frondosa. Processes 10:847 doi: 10.3390/pr10050847 |
| [74] |
Xue J, Liu P, Feng L, Zheng L, Gui A, et al. 2023. Insights into the effects of fixation methods on the sensory quality of straight-shaped green tea and dynamic changes of key taste metabolites by widely targeted metabolomic analysis. Food Chemistry: X 20:100943 doi: 10.1016/j.fochx.2023.100943 |
| [75] |
Wang W, Huang Y, Zhao W, Dong H, Yang J, et al. 2022. Identification and comparison of umami-peptides in commercially available dry-cured Spanish mackerels (Scomberomorus niphonius). Food Chemistry 380:132175 doi: 10.1016/j.foodchem.2022.132175 |
| [76] |
Liang J, Chen L, Li YN, Hu X. 2021. Isolation and identification of umami-flavored peptides from Leccinum extremiorientale and their taste characteristic. Journal of Food Processing and Preservation 45:e15255 doi: 10.1111/jfpp.15255 |
| [77] |
Alim A, Yang C, Song H, Liu Y, Zou T, et al. 2019. The behavior of umami components in thermally treated yeast extract. Food Research International 120:534−43 doi: 10.1016/j.foodres.2018.11.002 |
| [78] |
Shen Q, Sun L, He Z, Xie J, Zhuang Y. 2023. Isolation, taste characterization and molecular docking study of novel umami peptides from Lactarius volemus (Fr.). Food Chemistry 401:134137 doi: 10.1016/j.foodchem.2022.134137 |
| [79] |
Wang W, Yang L, Ning M, Liu Z, Liu Y. 2022. A rational tool for the umami evaluation of peptides based on multi-techniques. Food Chemistry 371:131105 doi: 10.1016/j.foodchem.2021.131105 |
| [80] |
Jin Y, Hu D, Chen Q, Shi C, Ye J, et al. 2023. Water-based green and sustainable extraction protocols for value-added compounds from natural resources. Current Opinion in Green and Sustainable Chemistry 40:100757 doi: 10.1016/j.cogsc.2023.100757 |
| [81] |
Iqbal M, Tao Y, Xie S, Zhu Y, Chen D, et al. 2016. Aqueous two-phase system (ATPS): an overview and advances in its applications. Biological Procedures Online 18:18 doi: 10.1186/s12575-016-0048-8 |
| [82] |
Wang H, Liu T, Zhao T, Su G, Zhao M, et al. 2023. The Umami-enhancing Ability Improvement of Pea Protein Hydrolysate by Maillard Reaction Utilizing Sugar-derived NADES. Food and Bioprocess Technology 17:2446−58 doi: 10.1007/s11947-023-03274-z |
| [83] |
Silva I, Vaz BMC, Sousa S, Pintado MM, Coscueta ER, et al. 2024. Gastrointestinal delivery of codfish skin-derived collagen hydrolysates: deep eutectic solvent extraction and bioactivity analysis. Food Research International 175:113729 doi: 10.1016/j.foodres.2023.113729 |
| [84] |
Ali MS, Roy VC, Park JS, Haque AR, Mok JH, et al. 2024. Protein and polysaccharide recovery from shrimp wastes by natural deep eutectic solvent mediated subcritical water hydrolysis for biodegradable film. Marine Biotechnology doi: 10.1007/s10126-024-10321-z |
| [85] |
Xu Y, Wang Q, Hou Y. 2020. Efficient purification of R-phycoerythrin from marine algae (Porphyra yezoensis) based on a deep eutectic solvents aqueous two-phase system. Marine Drugs 18:618 doi: 10.3390/md18120618 |
| [86] |
Mittal R, Sharma R, Raghavarao K. 2019. Aqueous two-phase extraction of R-phycoerythrin from marine macro-algae, Gelidium pusillum. Bioresource Technology 280:277−86 doi: 10.1016/j.biortech.2019.02.044 |
| [87] |
Bu Y, Liu Y, Luan H, Zhu W, Li X, et al. 2021. Characterization and structure–activity relationship of novel umami peptides isolated from Thai fish sauce. Food Function 12:5027−37 doi: 10.1039/D0FO03326J |
| [88] |
Jia R, He Y, Wang GY, et al. 2022. Recent progress in research on umami peptides in food. Meat Researach 36:65−71 |
| [89] |
Heinzelmann K, Franke K. 1999. Using freezing and drying techniques of emulsions for the microencapsulation of fish oil to improve oxidation stability. Colloids and Surfaces B: Biointerfaces 12:223−29 doi: 10.1016/S0927-7765(98)00077-0 |
| [90] |
Zhang Z. 2012. Study on preparation of powder seasoning from Tilapia by-products. Thesis. Ocean University of China, China. pp. 3-8. www.dissertationtopic.net/doc/1719533 |
| [91] |
Fu H, Feng Q, Qiu D, Shen X, Li C, et al. 2023. Improving the flavor of tilapia fish head soup by adding lipid oxidation products and cysteine. Food Chemistry 429:136976 doi: 10.1016/j.foodchem.2023.136976 |
| [92] |
Ruan L, Ju Y, Zhan C, Hou L. 2022. Improved umami flavor of soy sauce by adding enzymatic hydrolysate of low-value fish in the natural brewing process. LWT 155:112911 doi: 10.1016/j.lwt.2021.112911 |
| [93] |
Abdo H, Sandeep J, Guillermo GG, Hana T, Mirian P, et al. 2023. Food quality 4.0: from traditional approaches to digitalized automated analysis. Journal of Food Engineering 337:111216 doi: 10.1016/j.jfoodeng.2022.111216 |
| [94] |
Hassoun A, Alhaj Abdullah N, Aït-Kaddour A, Ghellam M, Beşir A, et al. 2024. Food traceability 4.0 as part of the fourth industrial revolution: key enabling technologies. Critical Reviews in Food Science and Nutrition 64:873−89 doi: 10.1080/10408398.2022.2110033 |
| [95] |
Bai C, Dallasega P, Orzes G, Sarkis J. 2020. Industry 4.0 technologies assessment: A sustainability perspective. International Journal of Production Economics 229:107776 doi: 10.1016/j.ijpe.2020.107776 |
| [96] |
Dadhaneeya H, Nema PK, Arora VK. 2023. Internet of Things in food processing and its potential in Industry 4.0 era: A review. Trends in Food Science & Technology 139:104109 doi: 10.1016/j.jpgs.2023.07.006 |
| [97] |
Hassoun A, Aït-Kaddour A, Abu-Mahfouz AM, Rathod NB, Bader F, et al. 2023. The fourth industrial revolution in the food industry—Part I: Industry 4.0 technologies. Critical Reviews in Food Science and Nutrition 63:6547−63 doi: 10.1080/10408398.2022.2034735 |
| [98] |
de Oliveira-Dias D, Maqueira-Marin JM, Moyano-Fuentes J, Carvalho H. 2023. Implications of using Industry 4.0 base technologies for lean and agile supply chains and performance. International Journal of Production Economics 262:108916 doi: 10.1016/j.ijpe.2023.108916 |
| [99] |
Jiang L, Jiang J, Wang X, Zhang Y, Zheng B, et al. 2022. IUP-BERT: identification of umami peptides based on BERT features. Foods 11:3742 doi: 10.3390/foods11223742 |
| [100] |
Pallante L, Korfiati A, Androutsos L, Stojceski F, Bompotas A, et al. 2022. Toward a general and interpretable umami taste predictor using a multi-objective machine learning approach. Scientific Reports 12:21735 doi: 10.1038/s41598-022-25935-3 |
| [101] |
Xiong Y, Gao X, Pan D, Zhang T, Qi L, et al. 2022. A strategy for screening novel umami dipeptides based on common feature pharmacophore and molecular docking. Biomaterials 288:121697 doi: 10.1016/j.biomaterials.2022.121697 |
| [102] |
Xiu H, Liu Y, Yang H, Ren H, Luo B, et al. 2022. Identification of novel umami molecules via QSAR models and molecular docking. Food Functions 13:7529−39 doi: 10.1039/D2FO00544A |
| [103] |
Yu Z, Kang L, Zhao W, Wu S, Ding L, et al. 2021. Identification of novel umami peptides from myosin via homology modeling and molecular docking. Food Chemistry 344:128728 doi: 10.1016/j.foodchem.2020.128728 |
| [104] |
Wang Y, Liu T, Xie J, Cheng M, Sun L, et al. 2022. A review on application of molecular simulation technology in food molecules interaction. Current Research in Food Science 5:1873−81 doi: 10.1016/j.crfs.2022.10.012 |
| [105] |
Li C, Hua Y, Pan D, Qi L, Xiao C, et al. 2023. A rapid selection strategy for umami peptide screening based on machine learning and molecular docking. Food Chemistry 404:134562 doi: 10.1016/j.foodchem.2022.134562 |
| [106] |
Mengucci C, Ferranti P, Romano A, Masi P, Picone G, et al. 2022. Food structure, function and artificial intelligence. Trends in Food Science & Technology 123:251−63 doi: 10.1016/j.jpgs.2022.03.015 |
| [107] |
Zhang J, Yan W, Zhang Q, Li Z, Liang L, et al. 2023. Umami-BERT: An interpretable BERT-based model for umami peptides prediction. Food Research International 172:113142 doi: 10.1016/j.foodres.2023.113142 |
| [108] |
Qi L, Du J, Sun Y, Xiong Y, Zhao X, et al. 2023. Umami-MRNN: Deep learning-based prediction of umami peptide using RNN and MLP. Food Chemistry 405:134935 doi: 10.1016/j.foodchem.2022.134935 |
| [109] |
Cui Z, Zhang N, Zhou T, Zhou X, Meng H, et al. 2023. Conserved sites and recognition mechanisms of T1R1 and T2R14 receptors revealed by ensemble docking and molecular descriptors and fingerprints combined with machine learning. Journal of Agricultural and Food Chemistry 71:5630−45 doi: 10.1021/acs.jafc.3c00591 |
| [110] |
Li M, Zhang X, Zhu Y, Zhang X, Cui Z, et al. 2023. Identifying umami peptides specific to the T1R1/T1R3 receptor via phage display. Journal of Agricutural and Food Chemistry 71:12004−14 doi: 10.1021/acs.jafc.3c02471 |
| [111] |
Chen Z, Wang R, Guo J, Wang X. 2024. The role and future prospects of artificial intelligence algorithms in peptide drug development. Biomedicine & Pharmacotherapy 175:116709 doi: 10.1016/j.biopha.2024.116709 |
| [112] |
Kou X, Shi P, Gao C, Ma P, Xing H, et al. 2023. Data-Driven Elucidation of Flavor Chemistry. Journal of Agricutural and Food Chemistry 71:6789−802 doi: 10.1021/acs.jafc.3c00909 |
| [113] |
Oussous A, Benjelloun FZ, Ait Lahcen A, Belfkih S. 2018. Big Data technologies: A survey. Journal of King Saud University - Computer and Information Sciences 30:431−48 doi: 10.1016/j.jksuci.2017.06.001 |
| [114] |
Yaqoob I, Hashem IAT, Gani A, Mokhtar S, Ahmed E, et al. 2016. Big data: From beginning to future. International Journal of Information Management 36:1231−47 doi: 10.1016/j.ijinfomgt.2016.07.009 |
| [115] |
Gradinaru TC, Petran M, Dragos D, Gilca M. 2022. PlantMolecularTasteDB: a database of taste active phytochemicals. Frontiers in Pharmacology 12:751712 doi: 10.3389/fphar.2021.751712 |
| [116] |
Rojas C, Ballabio D, Pacheco Sarmiento K, Pacheco Jaramillo E, Mendoza M, et al. 2022. ChemTastesDB: A curated database of molecular tastants. Food Chemistry: Molecular Sciences 4:100090 doi: 10.1016/j.fochms.2022.100090 |
| [117] |
Zhang W, Ding W, Li YX, Tam C, Bougouffa S, et al. 2019. Marine biofilms constitute a bank of hidden microbial diversity and functional potential. Nature Communication 10:517 doi: 10.1038/s41467-019-08463-z |
| [118] |
Wan X, Teng Z, Zhang K, Qiu L, Zhang Z, et al. 2023. Is quality cost or value-added service cost subsidy: Should the ocean big data supply chain adopt which cost subsidy approach of the government? Ocean & Coastal Management 242:106713 doi: 10.1016/j.ocecoaman.2023.106713 |
| [119] |
Zhou Q, Zhang H, Wang S. 2022. Artificial intelligence, big data, and blockchain in food safety. International Journal of Food Engineering 18:1−14 doi: 10.1515/ijfe-2021-0299 |
| [120] |
Dagar I, Singh G, Singh PK, Maheshwari S. 2023. A review on evolution, application and future of cloud computing. AIP Con ference Proceedings 2916:050004 doi: 10.1063/5.0177518 |
| [121] |
Pallathadka H, Sajja GS, Phasinam K, Ritonga M, Naved M, et al. 2022. An investigation of various applications and related challenges in cloud computing. Materials Today: Proceedings 51:2245−48 doi: 10.1016/j.matpr.2021.11.383 |
| [122] |
Kamilaris A, Fonts A, Prenafeta-Boldύ FX. 2019. The rise of blockchain technology in agriculture and food supply chains. Trends in Food Science & Technology 91:640−52 doi: 10.1016/j.jpgs.2019.07.034 |
| [123] |
Guo C, Liu Y, Na M, Song J. 2023. Dual-layer index for efficient traceability query of food supply chain based on blockchain. Foods 12:2267 doi: 10.3390/foods12112267 |
| [124] |
Chen H, Zhang P, Li W, Wu M, Li F. 2023. An irreversible ultralong-time dependent anti-counterfeiting strategy based on mixed perovskite halogen separation for marine transportation security. Journal of Solid State Chemistry 326:124183 doi: 10.1016/j.jssc.2023.124183 |
| [125] |
She S, Zhu J, Yi K, Wang X. 2023. Active response from managers: green marine supply chain empathic response mechanism. Ocean & Coastal Management 245:106878 doi: 10.1016/j.ocecoaman.2023.106878 |
| [126] |
Antonucci F, Figorilli S, Costa C, Pallottino F, Raso L, et al. 2019. A review on blockchain applications in the agri-food sector. Journal of the Science of Food and Agriculture 99:6129−38 doi: 10.1002/jsfa.9912 |
| [127] |
Zhao G, Liu S, Lopez C, Lu H, Elgueta S, et al. 2019. Blockchain technology in agri-food value chain management: a synthesis of applications, challenges and future research directions. Com puters in Industry 109:83−99 doi: 10.1016/j.compind.2019.04.002 |
| [128] |
Bai W, Liang J, Zhao W, Qian M, Zeng X, et al. 2022. Umami and umami-enhancing peptides from myofibrillar protein hydrolysates in low-sodium dry-cured Spanish mackerel (Scomberomorus niphonius) under the action of Lactobacillus plantarum. International Journal of Food Science & Technology 57: 5494–503 doi: 10.1111/ijfs.15883 |