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27 pages, 2665 KB  
Review
Artificial Intelligence Applications in Surimi Quality Control and Processing: Current Evidence and Future Opportunities
by Timilehin Martins Oyinloye and Won Byong Yoon
Processes 2026, 14(10), 1510; https://doi.org/10.3390/pr14101510 - 7 May 2026
Viewed by 271
Abstract
Surimi manufacturing involves complex, multi-step operations in which small changes in raw material condition, formulation, and heating history can markedly alter texture, water retention, and visual quality. This review critically examines peer-reviewed studies that apply artificial intelligence to surimi and surimi-based products, focusing [...] Read more.
Surimi manufacturing involves complex, multi-step operations in which small changes in raw material condition, formulation, and heating history can markedly alter texture, water retention, and visual quality. This review critically examines peer-reviewed studies that apply artificial intelligence to surimi and surimi-based products, focusing on work validated directly in surimi systems. Current evidence mainly supports non-destructive quality evaluation and integrity screening using imaging and vibrational spectroscopy. These applications include deep learning for classifying gel surface images, as well as chemometric and machine learning analysis of infrared, near-infrared, and hyperspectral data for quality prediction and adulteration detection. Process-linked monitoring during thermal treatment is also beginning to emerge, with one time-resolved hyperspectral imaging study demonstrating quality tracking during heating. Major barriers to industrial adoption include limited and narrowly sampled datasets, batch effects and validation designs that may overestimate predictive performance, and practical deployment challenges such as stable sensing in wet environments, instrument drift, and calibration transfer across devices and sites. The review also outlines forward-looking directions, including digital twins, adaptive control strategies, and automation, and identifies data standardization, external validation, and maintenance strategies as priorities for translating laboratory demonstrations into reliable industrial applications. Full article
(This article belongs to the Section Biological Processes and Systems)
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17 pages, 2059 KB  
Article
Impact of Glycosylated Fish Gelatin Emulsion Gels on the Gel Properties and Structural Characteristics of Surimi Gels
by Huaiyuan Chen, Jiaqi Huang, Xinxin Fan, Ru Jia, Changrong Ou, Huamao Wei and Tao Huang
Foods 2026, 15(8), 1434; https://doi.org/10.3390/foods15081434 - 20 Apr 2026
Cited by 1 | Viewed by 398
Abstract
Surimi-based products are widely popular in the market owing to their unique texture and nutritional properties; however, traditional processing methods often result in reduced lipid content, despite lipids playing a crucial role in health. This study evaluated the effects of adding glycosylated fish [...] Read more.
Surimi-based products are widely popular in the market owing to their unique texture and nutritional properties; however, traditional processing methods often result in reduced lipid content, despite lipids playing a crucial role in health. This study evaluated the effects of adding glycosylated fish gelatin emulsifying gel (prepared by glycosylating fish gelatin (FG) with D(+)-glucose (Glu) or β-cyclodextrin (β-CD) for 2 h) at 5%, 10%, and 15% (w/w) to hairtail surimi on its gel properties. The results indicated that both emulsified gels significantly enhanced gel strength, texture, and visual whiteness of hairtail surimi gel, with FG-βCD showing more pronounced improvements. FG-βCD also substantially reduced exudation and improved moisture distribution, resulting in a 69.81% decrease in juice loss. Furthermore, the addition of gelatin emulsifying gels shifted protein secondary structures toward more ordered forms, increasing α-helix and β-sheet content while reducing disordered components. Chemical interaction analysis revealed that hydrophobic interactions and nonspecific binding contributed to the reinforcement of gel formation. In conclusion, these findings highlighted that glycosylated emulsifying gels, as functional exogenous additives for surimi, offer a viable strategy for developing lipid-enriched, high-quality surimi products that meet emerging nutritional demands. Full article
(This article belongs to the Section Food Engineering and Technology)
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20 pages, 4339 KB  
Article
Optimization of Anchovy–Threadfin Bream Composite Surimi: I-Optimal Mixture Design for Sensory Enhancement and Impact Assessment of Three Exogenous Proteins
by Xiayin Ma, Shihao Chen, Jingfu Bai, Shixian Yin, Zhixing Rong, Hu Hou and Wenli Kang
Foods 2026, 15(8), 1417; https://doi.org/10.3390/foods15081417 - 17 Apr 2026
Viewed by 473
Abstract
The anchovy (Engraulis japonicus) is a highly abundant but underutilized fish resource in China, primarily due to its extreme post-harvest perishability. This study expanded the utilization of anchovy by developing a blended surimi from anchovy and golden threadfin bream, an I-optimal [...] Read more.
The anchovy (Engraulis japonicus) is a highly abundant but underutilized fish resource in China, primarily due to its extreme post-harvest perishability. This study expanded the utilization of anchovy by developing a blended surimi from anchovy and golden threadfin bream, an I-optimal mixing design experiment was performed to optimize the formulation, and the effects of soy protein isolate (SPI), egg white powder (EWP), and yeast protein (YP) on the gel properties were investigated. The results of sensory evaluation and model prediction indicated that SPI had the most pronounced positive effect on the sensory characteristics of the gels, especially improving the elasticity, followed by EWP. Furthermore, the SPI-rich sample exhibited superior gel strength and chewiness, which was attributed to the increased β-sheet structure and the highest content of disulfide bonds in the protein network. And the water hold capacity of SPI-rich sample increased by 6.0%. The YP-rich group showed the strongest hydrophobic interactions and exhibited a significant enhancement in water hold capacity of 7.7%, which also provided a notable improvement in gel strength. The results showed that EWP contributed to the smoothness of the surimi, but it had no significant impact on water distribution, water-holding capacity, or the content of disulfide bonds within the gel network. Moreover, the EWP-rich group exhibited reduced the gel strength, hardness, and chewiness of the gel, resulting in the lowest overall sensory score of the surimi. Therefore, the optimal composite ratio was determined to be SPI:EWP:YP = 5.45%:2.55%:2.00%. These findings provided a precise blending strategy for developing high-quality surimi products from anchovy, offering a viable technical pathway for the value-added utilization of this resource. Full article
(This article belongs to the Section Food Engineering and Technology)
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18 pages, 1643 KB  
Article
Root-Derived Flammulina velutipes Polysaccharides Improve Myofibrillar Protein Stability and Maintain Catfish Surimi Quality During Freeze–Thaw Cycling
by Ruiying Chen, Ning He, Xiaodong Li, Yu Zhan, Xin Zhang and Yingchun Zhu
Gels 2026, 12(4), 285; https://doi.org/10.3390/gels12040285 - 28 Mar 2026
Viewed by 417
Abstract
Frozen surimi, a commonly used raw material in processed aquatic products, is vulnerable to repeated freeze–thaw fluctuations that accelerate protein denaturation and quality loss. In this study, root-derived Flammulina velutipes polysaccharides (FVPs) were extracted from the root-like portion of enoki mushroom, and surimi [...] Read more.
Frozen surimi, a commonly used raw material in processed aquatic products, is vulnerable to repeated freeze–thaw fluctuations that accelerate protein denaturation and quality loss. In this study, root-derived Flammulina velutipes polysaccharides (FVPs) were extracted from the root-like portion of enoki mushroom, and surimi supplemented with 2% FVP and a blank control (CK) were stored at −18 °C and subjected to a total of five freeze–thaw cycles. The effects of FVP on myofibrillar protein (MP) characteristics and the storage quality of catfish surimi during the freeze–thaw cycles were analyzed. Compared with CK, FVP markedly alleviated the deterioration of water-holding capacity, gel strength, and MP solubility throughout freeze–thaw cycling. It also effectively inhibited the increase in thiobarbituric acid reactive substance (TBARS) values and MP aggregation and delayed the rate of decrease in the storage modulus (G′) and loss modulus (G″) of surimi. Additionally, low-field nuclear magnetic resonance (LF-NMR) further showed that FVP limited the conversion of immobilized water to free water, indicating enhanced water retention under repeated freeze–thaw stress. Fourier transform infrared spectroscopy (FTIR) and scanning electron microscopy (SEM) analyses revealed that FVP stabilized the secondary structure of MPs, making the microstructure of surimi more uniform and compact. The results of this study indicate that FVP exhibited significant cryoprotective effects during freeze–thaw cycles of surimi relative to the untreated control group, providing a theoretical basis for its potential application in aquatic product storage. Full article
(This article belongs to the Special Issue Research and Application of Edible Gels)
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15 pages, 2078 KB  
Article
Influence of Red Seaweed Polysaccharides on Gel Properties and In Vitro Antioxidants of Surimi Product Fish Balls
by Menghan Ma, Tao Hong, Zhipeng Li, Yanbing Zhu, Yuanfan Yang, Hui Ni, Zedong Jiang and Mingjing Zheng
Foods 2026, 15(6), 1018; https://doi.org/10.3390/foods15061018 - 13 Mar 2026
Viewed by 450
Abstract
The effects of red seaweed polysaccharides, e.g., carrageenan, agar gum, Porphyra haitanensis polysaccharide (PHP), and Bangia fusco-purpurea polysaccharide (BFP), on the physicochemical properties and in vitro antioxidants of silver carp surimi gels were studied. Adding appropriate concentrations of carrageenan and agar gum increased [...] Read more.
The effects of red seaweed polysaccharides, e.g., carrageenan, agar gum, Porphyra haitanensis polysaccharide (PHP), and Bangia fusco-purpurea polysaccharide (BFP), on the physicochemical properties and in vitro antioxidants of silver carp surimi gels were studied. Adding appropriate concentrations of carrageenan and agar gum increased hydrophobic interactions, resulting in a denser and more uniform gel network as observed by SEM, and shortened the relaxation time of the fish balls, thus improving the gel strength and hardness of the products. When adding 0.75% carrageenan and 0.50% agar gum, the gel strength of the fish balls reached its maximum value, increasing by approximately 28.84% and 12.08%, respectively, compared to the control group (p < 0.05). However, with the over-addition of PHP and BFP, the cross-linking of surimi proteins was inhibited, resulting in a decrease in gel strength and hardness. In addition, red seaweed polysaccharide improved the free radical scavenging activity of fish balls, especially fish balls with 0.50% and 1.00% PHP and BFP exhibited better free radical scavenging activity after digestion. These findings offer insights and actionable strategies for enhancing the gel properties and function of surimi products with seaweed polysaccharides. Full article
(This article belongs to the Section Foods of Marine Origin)
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20 pages, 4282 KB  
Article
Effect of Phycocyanin–Rosmarinic Acid Conjugate-Stabilized Pickering Emulsions on the Gel Properties of Surimi
by Qiongyao Xiang, Yudong Wang, Xiangzhou Yi, Xia Gao, Shuxin Gao and Xuanri Shen
Foods 2026, 15(5), 856; https://doi.org/10.3390/foods15050856 - 4 Mar 2026
Viewed by 429
Abstract
This study aimed to investigate the effects of the phycocyanin–rosmarinic acid (PC-Ra) emulsion on the gel quality of surimi. PC-Ra conjugates were synthesized firstly via laccase-catalyzed oxidation at different Ra concentrations, and their physicochemical properties—including grafting degree, sulfhydryl group content, free amino group [...] Read more.
This study aimed to investigate the effects of the phycocyanin–rosmarinic acid (PC-Ra) emulsion on the gel quality of surimi. PC-Ra conjugates were synthesized firstly via laccase-catalyzed oxidation at different Ra concentrations, and their physicochemical properties—including grafting degree, sulfhydryl group content, free amino group content, and surface hydrophobicity—were characterized. The results demonstrated that Ra addition effectively reduced free amino groups, achieving optimal grafting at 30 μmol/L along with peak disulfide bond content and surface hydrophobicity in the PC-Ra conjugate. This was thus attributed to covalent bond formation, as confirmed by FTIR spectroscopy. The PC-Ra emulsion was then incorporated into surimi gels and compared with gels containing directly added corn oil. The results indicated that the PC-Ra emulsion significantly improved the textural properties of surimi gels. Furthermore, it enhanced water-holding capacity, reduced cooking loss, and delayed lipid oxidation. Among all formulations, the PC-Ra 30 emulsion exhibited the most pronounced effects and shows potential as a fat replacer in surimi gel preparation, yielding products with superior quality. This study provides a theoretical basis and technical support for developing novel surimi gel products. Full article
(This article belongs to the Section Food Physics and (Bio)Chemistry)
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19 pages, 4216 KB  
Article
Cationic and Anionic Peptides from Sheepskin Collagen as Effective Salt Substitutes for Improving the Quality of Low-Sodium Surimi Gels
by Guohua Wang, Da Hong, Zexi Yin, Dan Huang, Ni Li, Shuzhen Cheng and Ming Du
Foods 2026, 15(5), 805; https://doi.org/10.3390/foods15050805 - 25 Feb 2026
Viewed by 493
Abstract
Growing demand for low-sodium surimi products has driven the search for safe salt alternatives. Anionic peptides (APPs) and cationic peptides (CPPs) were isolated from sheepskin collagen via Diethylaminoethyl (DEAE) chromatography. CPPs contained higher arginine (46.11%) and lysine (4.64%) than APPs (40.57% and 3.99%, [...] Read more.
Growing demand for low-sodium surimi products has driven the search for safe salt alternatives. Anionic peptides (APPs) and cationic peptides (CPPs) were isolated from sheepskin collagen via Diethylaminoethyl (DEAE) chromatography. CPPs contained higher arginine (46.11%) and lysine (4.64%) than APPs (40.57% and 3.99%, respectively), while APPs were enriched in acidic amino acids like glutamic acid (3.88%). Comprehensive evaluations of low-salt silver carp surimi gels showed both peptides significantly improved gel strength and water-holding capacity (WHC). The water-holding capacity increased from 60.68% in the blank control group to 74.31% in the CPP-treated group, while that in the APP-treated group was 66.86%. Cooking loss was significantly reduced, decreasing from 40.64% in the blank control group to 28.57% in the CPP-treated group and 34.52% in the APP-treated group. The samples achieved a quality comparable to that of the NaCl-supplemented group, with CPP outperforming APP in terms of hardness and gel network density. The LF-NMR confirmed enhanced water retention by reducing free water (T22) and increasing bound water (T2b). The FTIR indicated a conformational shift from α-helix to β-sheet, and the SEM revealed denser networks with fewer large voids. The SDS-PAGE demonstrated enhanced myosin heavy chain (MHC) cross-linking, more pronounced in the CPP-treated samples. CPPs exerted stronger electrostatic attraction with negatively charged surimi proteins (isoelectric point 5.5), while APPs chelated Ca2+ to activate transglutaminase. These findings validate APPs and CPPs as promising salt substitutes, enabling low-sodium surimi production and high-value utilization of sheepskin by-products. Full article
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13 pages, 2821 KB  
Article
Effects of Konjac Glucomannan on Functional and Structural Properties of Antarctic Krill Surimi Gel
by Yiran Chen, Xiaoxia Zhang, Li Chen, Liming Zhang, Guanghua Xia, Junjie Zhang, Zongpei Zhang and Zhidong Liu
Foods 2026, 15(4), 662; https://doi.org/10.3390/foods15040662 - 12 Feb 2026
Viewed by 410
Abstract
Antarctic krill surimi is a novel type of gel-based food that has attracted increasing attention. However, pure Antarctic krill surimi generally exhibits poor gel-forming properties. Konjac glucomannan (KGM) offers a promising approach to address this limitation due to its gel-forming ability and thermal [...] Read more.
Antarctic krill surimi is a novel type of gel-based food that has attracted increasing attention. However, pure Antarctic krill surimi generally exhibits poor gel-forming properties. Konjac glucomannan (KGM) offers a promising approach to address this limitation due to its gel-forming ability and thermal stability. This study investigated the effect of KGM (0.0–20.0 mg/g) on the functional properties and structural characteristics of Antarctic krill-KGM surimi gels. The results demonstrated that as KGM levels increased, water-holding capacity, whiteness, hardness, chewiness, and gel strength of the composite surimi gels first increased and then decreased, while cooking loss followed the opposite trend. Texture analysis showed that gel strength was significantly enhanced at 10.0 mg/g KGM, reaching a maximum value of 1581.78 ± 12.86 (p < 0.05). Water distribution analysis confirmed that the relative content of immobilized water increased with increasing KGM levels. Fourier transform infrared spectroscopy demonstrated that the Antarctic krill-KGM surimi gels were primarily linked by non-covalent intermolecular interactions. Furthermore, microstructural analysis showed that KGM contributed to a more homogeneous and continuous gel matrix. These results indicate that KGM can modulate electrostatic repulsion, spatial potential resistance, and act as a reinforcing filler in the surimi gel matrix. Overall, the results demonstrated that KGM is a feasible candidate for enhancing the quality of Antarctic krill surimi gels. Full article
(This article belongs to the Section Food Physics and (Bio)Chemistry)
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23 pages, 3349 KB  
Article
Roles of Amino Acid Properties in Regulating the Gel Characteristics of Low-Salt Pacific White Shrimp (Litopenaeus vannamei) Surimi
by Yiting Gu, Wanying Sun, Jiao Jia, Jianan Yan, Bin Lai, Haitao Wu and Ce Wang
Foods 2026, 15(2), 400; https://doi.org/10.3390/foods15020400 - 22 Jan 2026
Viewed by 495
Abstract
To improve the gel quality of low-salt shrimp surimi gel (SSG) from Pacific white shrimp (Litopenaeus vannamei), L-arginine (L-Arg), L-lysine (L-Lys), and L-proline (L-Pro) were used as partial substitutes for NaCl. The effect of the three amino acids on gel properties, [...] Read more.
To improve the gel quality of low-salt shrimp surimi gel (SSG) from Pacific white shrimp (Litopenaeus vannamei), L-arginine (L-Arg), L-lysine (L-Lys), and L-proline (L-Pro) were used as partial substitutes for NaCl. The effect of the three amino acids on gel properties, protein conformation, microstructure, and in vitro digestion of low-salt SSG were systematically analyzed. Macro-/microstructural analyses revealed that L-Arg, L-Lys, and L-Pro promoted denser three-dimensional networks in low-salt SSG with smaller pore sizes. Compared with the low-salt control (LC) group, the addition of L-Arg, L-Lys, and L-Pro significantly increased the gel strength of low-salt SSG. Cooking loss was significantly decreased from 10.80% (LC group) to 1.89–4.31%. Protein solubility and turbidity results demonstrated that all amino acids markedly enhanced protein solubilization and inhibited protein aggregation. L-Arg and L-Lys mainly promoted hydrogen and disulfide bonds, but reduced hydrophobic interactions and ionic bonds. L-Arg impaired digestibility only in the gastric phase, whereas L-Lys suppressed digestibility across both gastric and intestinal phases. Through molecular docking technology, ASN-238 and LYS-187 of myosin (the dominant gel-forming protein) are the key shared binding residues with three amino acids. These findings suggest that amino acids provide a feasible approach to specifically modulate the gel characteristics of low-salt surimi products. Full article
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19 pages, 4222 KB  
Article
Exploring the Effects of High Protein and High Inulin Composite Shrimp Surimi Gels on Constipated Mice by Modulating Gastrointestinal Function and Gut Microbiota
by Yuting Tan, Peizi Sun, Chen Tao, Yajie Qin, Huimin Liu and Dongmei Li
Foods 2026, 15(1), 59; https://doi.org/10.3390/foods15010059 - 24 Dec 2025
Viewed by 1267
Abstract
This study aimed to develop a dietary fiber-rich Antarctic krill composite shrimp surimi gel (AKSG) and to investigate the improvement effects of high protein (HP), high protein and dietary fiber (HPDF), and high dietary fiber (HDF) diet interventions on constipation behaviors and gut [...] Read more.
This study aimed to develop a dietary fiber-rich Antarctic krill composite shrimp surimi gel (AKSG) and to investigate the improvement effects of high protein (HP), high protein and dietary fiber (HPDF), and high dietary fiber (HDF) diet interventions on constipation behaviors and gut microbiota of mice. The results showed that the HPDF group significantly improved defecation in constipated mice, enhanced gastrointestinal peristalsis, and exhibited the most obvious effect on improving the colonic structure. The gut microbial analysis showed that the HPDF group increased the relative abundance of beneficial bacteria and improved the intestinal microbial environment of constipated mice. In addition, all groups effectively regulated the secretion of intestinal neurotransmitters. Inulin significantly increased the fecal water content by binding to water molecules, thus softening feces. Meanwhile, the addition of an appropriate amount of protein could further absorb water in the intestinal tract and relieve constipation. In conclusion, dietary fiber-rich AKSG might be a promising nutritious functional food for constipation relief. Full article
(This article belongs to the Section Food Nutrition)
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8 pages, 1196 KB  
Brief Report
Comparative Analysis of Gel Properties of Sodium Citrate-Treated Giant Squid and Pork for Surimi Production
by Hongliang Mu and Zufang Wu
Gels 2025, 11(11), 893; https://doi.org/10.3390/gels11110893 - 6 Nov 2025
Viewed by 745
Abstract
The giant squid, despite its abundance as a resource, is underutilized for surimi production due to its distinctive odor and poor gel-forming ability. While soaking (e.g., in sodium citrate) can alleviate the odor, its impact on the gel properties remains unclear. This study [...] Read more.
The giant squid, despite its abundance as a resource, is underutilized for surimi production due to its distinctive odor and poor gel-forming ability. While soaking (e.g., in sodium citrate) can alleviate the odor, its impact on the gel properties remains unclear. This study employed a comparative approach using pork, a benchmark for high-quality gels, to critically evaluate the gel properties of deodorized giant squid. The rheological, textural, and microstructural properties, as well as the water-holding capacity and water distribution, of squid (after sodium citrate soaking) and pork gels were compared. The results demonstrated that the squid gels exhibited a significantly lower storage modulus and higher tan δ value than pork gels, indicating inferior rheological properties. After cooking, the squid gel exhibited a bent shape and markedly lower hardness (approximately 259.78 g) and chewiness (approximately 226.09 g) compared to the pork gels (approximately 3305.92 g and 2781.27 g, respectively). Microstructurally, the squid gels presented a coarse, porous, and discontinuous network with larger pores, contrasting sharply with the fine, dense, and uniform matrix of the pork gels. Correspondingly, the squid gels had inferior water-holding capacity and a higher proportion of free water. This comparison demonstrates that the gel from sodium citrate-soaked giant squid is weak. More importantly, it provides mechanistic insights by highlighting the specific structural and hydration deficiencies responsible for its poor performance. The findings underscore that targeted strategies to modify the protein network are necessary for the effective utilization of giant squid in surimi production. Full article
(This article belongs to the Special Issue Food Gels: Structure and Function (2nd Edition))
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20 pages, 3166 KB  
Article
Vitamin A Emulsion Encapsulated with Whey Protein Isolate–Soybean Lecithin Enhances Surimi Gel Structure and Protein Conformation
by Mulin Chen, Xiaohan Huang, Yawen Lin and Shumin Yi
Foods 2025, 14(20), 3582; https://doi.org/10.3390/foods14203582 - 21 Oct 2025
Cited by 1 | Viewed by 1329
Abstract
In this study, whey protein isolate–soybean lecithin-encapsulated vitamin A emulsion (VA-WSE) with different oil-to-water ratios was prepared and characterized. The impact of VA-WSE on the physicochemical characteristics of Nemipterus virgatus surimi at varying concentrations was determined. The VA [...] Read more.
In this study, whey protein isolate–soybean lecithin-encapsulated vitamin A emulsion (VA-WSE) with different oil-to-water ratios was prepared and characterized. The impact of VA-WSE on the physicochemical characteristics of Nemipterus virgatus surimi at varying concentrations was determined. The VA-WSE emulsion exhibited the best stability when the oil-to-water (O:W) ratio was 1:1 (w/w). Composite gels prepared by mixing VA-WSE (O:W = 1:1, w/w) with surimi at different ratios showed significantly improved gel properties. In particular, the hardness, chewiness, gel strength, and water-holding capacity of the composite gel with a VA-WSE concentration of 8% (w/w) reached the highest values of 2629.00 g, 2051.27 g, 292.16 g·cm, and 87.10%, respectively. Similarly, the observed voids in the microstructural images gradually decreased with rising VA-WSE concentration and were the smallest in the 8% sample group. Surimi gels showed remarkably enhanced hydrogen bonds in the VA-WSE concentration range of 0–8%, increasing from 0.001 to 0.025 mg/mL (p < 0.05). Furthermore, it was observed that the energy storage modulus (G′) was larger than the loss modulus (G″), suggesting the dominant elastic characteristics of the composite gels. The solubility and total sulfhydryl group contents significantly increased from 30.33 to 88.29% and from 4.90 to 28.19 nmol/mg, respectively. In summary, VA-WSE can promote the unfolding of the myofibrillar protein (MP) structure and improve the gel properties of surimi gels. These results support the development of functional surimi products. Full article
(This article belongs to the Special Issue Research on Aquatic Product Processing and Quality Control)
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19 pages, 1928 KB  
Article
Assessment of Frozen Stored Silver Carp Surimi Gel Quality Using Synthetic Data-Driven Machine Learning (SDDML) Model
by Jingyi Yang, Shuairan Chen, Tianjian Tong and Chenxu Yu
Gels 2025, 11(10), 810; https://doi.org/10.3390/gels11100810 - 9 Oct 2025
Viewed by 874
Abstract
The invasive Silver Carp (Hypophthalmichthys molitrix) in North America represents a promising resource for surimi production; however, its gel formability deteriorates significantly during frozen storage. This study investigated the deterioration of gel properties in Silver Carp surimi over six months of [...] Read more.
The invasive Silver Carp (Hypophthalmichthys molitrix) in North America represents a promising resource for surimi production; however, its gel formability deteriorates significantly during frozen storage. This study investigated the deterioration of gel properties in Silver Carp surimi over six months of frozen storage, and showed that short-term frozen storage (<2 months) was beneficial for surimi gel-forming ability, while extended frozen storage (>2 months) tended to have detrimental effects. The adverse effect of long-term frozen storage could be mitigated via using food additives (e.g., manufactured microfiber, transglutaminase, and chicken skin collagen), among which transglutaminase was the most effective. Transglutaminase at a relatively low level (0.1 wt%) could effectively negate frozen storage’s effects, and produced surimi gel with quality attributes (e.g., gel strength, hardness, and chewiness) at levels comparable to those from fresh fish samples. To assess the effects of the addition of various food additives for quality improvement, a synthetic data-driven machine learning (SDDML) approach was developed. After testing multiple algorithms, the random forest model was shown to yield synthetic data points that represented experimental data characteristics the best (R2 values of 0.871–0.889). It also produced improved predictions for gel quality attributes from control variables (i.e., additive levels) compared to using experimental data alone, showing the potential to overcome data scarcity issues when only limited experimental data are available for ML models. A synthetic dataset of 240 data points was shown to supplement the experimental dataset (60 points) well for assessment of the Frozen Silver Carp (FSC) surimi gel quality attributes. The SDDML method could be used to find optimal recipes for generating additive profiles to counteract the adverse effects of frozen storage and to improve surimi gel quality to upgrade underutilized invasive species to value-added food products. Full article
(This article belongs to the Special Issue Application of Composite Gels in Food Processing and Engineering)
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16 pages, 2668 KB  
Article
Potato Protein Suppresses Proteolytic Activity and Improves Textural Property of Tropical and Cold-Water Fish Surimi
by Ali Hamzeh, Sunanta Chumee, Maarten Hotse Wilbrink, Robin Eric Jacobus Spelbrink, Marc Christiaan Laus and Jirawat Yongsawatdigul
Foods 2025, 14(19), 3444; https://doi.org/10.3390/foods14193444 - 8 Oct 2025
Viewed by 1303
Abstract
Potato protein (PP) at concentrations of 0.025–0.3% was added to tropical fish surimi, including lizardfish (LZ) and threadfin bream (TB), and cold-water fish, namely Alaska pollock (AP) and Pacific whiting (PW), to examine its effect on proteolytic inhibition and surimi gel texture. Tropical [...] Read more.
Potato protein (PP) at concentrations of 0.025–0.3% was added to tropical fish surimi, including lizardfish (LZ) and threadfin bream (TB), and cold-water fish, namely Alaska pollock (AP) and Pacific whiting (PW), to examine its effect on proteolytic inhibition and surimi gel texture. Tropical fish surimi, particularly LZ, exhibited the highest degree of autolysis induced by endogenous proteases (p < 0.05), as evidenced by degradation of myosin heavy chain and tropomyosin. PP demonstrated a broad range of proteolytic inhibition activities against chymotrypsin, trypsin, papain, and cathepsin L, with chymotrypsin being the most susceptible. At a PP concentration of 0.3%, the highest autolytic inhibition was obtained in AP (72.24%), followed by LZ surimi (60.44%, p < 0.05). Egg white protein (EW) showed autolytic inhibitory activity at 14.50–50.52% in all species at 0.3%. Surimi gels with only 0.025% PP exhibited breaking forces and distance comparable to those with added 0.3% EW, regardless of the cooking regimes. In tropical surimi, PP at 0.3% increased the breaking force by 4.13–5.38-fold under a setting condition (as the best heating regime) compared with the control. At this concentration, PP decreased the whiteness of LZ and AP in the set surimi gels by 7.03% and 6.42% (p < 0.05), respectively, whereas its effect on TB and PW surimi was negligible. The study demonstrates that PP can be a promising alternative to EW to control proteolytic degradation and improve textural properties of cold-water and tropical surimi. Full article
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18 pages, 9271 KB  
Article
Improvement of Gel Properties of Nemipterus virgatus Myofibrillar Protein Emulsion Gels by Curdlan: Development and Application to Emulsified Surimi
by Zhiqin Wu, Yongyan Qu, Ouhongyi Li, Soottawat Benjakul and Aimei Zhou
Gels 2025, 11(9), 753; https://doi.org/10.3390/gels11090753 - 17 Sep 2025
Cited by 3 | Viewed by 1093
Abstract
This study aims to improve the gel properties of Nemipterus virgatus myofibrillar protein (MP) emulsion gels by Curdlan (Cur) and investigate the effect of the emulsion gels on the quality of emulsified surimi gels. The effects of different concentrations of Cur on the [...] Read more.
This study aims to improve the gel properties of Nemipterus virgatus myofibrillar protein (MP) emulsion gels by Curdlan (Cur) and investigate the effect of the emulsion gels on the quality of emulsified surimi gels. The effects of different concentrations of Cur on the gel properties of MP emulsion gels were investigated. Fourier transform infrared (FTIR) results indicated that intermolecular interactions between Cur and MP were primarily hydrogen bonds. Cur enhanced the adsorption capacity of MP at the oil/water interface, inducing the formation of a more uniform and dense composite network structure in Cur/MP emulsion gels. Adding 6% (w/v) of Cur significantly increased the hardness, gel strength, water-holding capacity (WHC) and rheological properties of the gel. In addition, microstructural images showed that MP formed a complex interpenetrating network with Cur, thus enhancing the gel network skeleton. Low-field NMR confirmed that the addition of Cur decreased water mobility in the emulsion gel system. Compared to the direct addition of oil, the application of Cur/MP emulsion gels to surimi significantly improved the texture, gel strength, and WHC of the surimi gel. These findings provide a reference for the development of myofibrillar protein emulsion gels and broaden their potential application in the food industry. Full article
(This article belongs to the Special Issue Food Gels: Fabrication, Characterization, and Application)
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