基于Lasso回归模型研究抗冻肽性质对冷冻鱼糜肌原纤维蛋白的影响OA北大核心CSTPCD
Effects of Antifreeze Peptide Properties on Myofibrillar Proteins in Frozen Surimi Investigated Using Least Absolute Shrinkage and Selection Operator Regression Model
为探究抗冻肽性质对其保护冷冻鱼糜肌原纤维蛋白效果的影响,本实验对3种抗冻肽(丝胶肽、胶原肽及鲢鱼酶解产物)的性质进行表征,分析不同冻藏条件下鱼糜肌原纤维蛋白指标变化规律,并基于最小绝对缩小和选择算子(least absolute shrinkage and selection operator,Lasso)回归构建了"冻藏工艺-抗冻肽性质-肌原纤维蛋白指标"的关联模型.结果表明,所用的3种抗冻肽均为分子质量低(m<10000 Da)、亲水性强(静态接触角小于30°)的"超活性"抗冻肽(热滞活性大于0.60 ℃),极性氨基酸占比超过60%;所用抗冻肽能够显著减缓冻藏处理对肌原纤维蛋白的负面影响;冻藏处理后,抗冻肽组鱼糜肌原纤维蛋白含量平均值维持在50.44~54.47 mg/g,Ca2+-ATPase活性平均值为1.61~1.67 U/mg,表面疏水性指数平均值相比新鲜鱼糜仅增长39.91%~42.40%,肌原纤维蛋白变性速率远低于未添加抗冻剂组.Lasso回归模型解释了抗冻肽性质对冷冻鱼糜肌原纤维蛋白变化的影响,证明低分子质量、高热滞活性的抗冻肽有助于减缓肌原纤维蛋白含量、Ca2+-ATPase活性、表面疏水性及特征指数的劣变速率;抗冻肽亲/疏水性的区别导致其与冰晶和蛋白之间的相互作用不同,从而对鱼糜肌原纤维蛋白产生不同影响.本研究可为抗冻肽在冷冻鱼糜中的应用及鱼糜制品的品质调控提供理论基础,同时为研究新型高效的抗冻剂提供方向.
In order to investigate the influence of antifreeze peptide properties on its protective effect on myofibrillar proteins in frozen surimi,the present study was conducted to characterize the properties of three antifreeze peptides(sericin peptides,collagen peptides and silver carp hydrolysates),and we analyzed the changing pattern of myofibrillar protein properties under different freezing conditions,and constructed a correlation model between myofibrillar protein properties and frozen storage parameters and antifreeze peptide properties using least absolute shrinkage and selection operator(Lasso)regression.The results showed that all antifreeze peptides used in the study were"hyperactive"antifreeze peptides with thermal hysteresis activity(THA)(>0.60 ℃),low molecular mass(<10 000 Da),high hydrophilicity(θ<30°),and polar amino acid content of more than 60%;the antifreeze peptides were able to significantly mitigate the negative effects of frozen storage on myofibrillar proteins.The mean content of myofibrillar proteins in frozen surimi with added antifreeze peptides was 50.44-54.47 mg/g,the mean Ca2+-ATPase activity was 1.61-1.67 U/mg,the mean surface hydrophobicity index increased only by 39.91%-42.40%when compared with that of fresh surimi,and the rate of myofibrillar protein denaturation was much lower than that of the control group without antifreeze peptides.The Lasso regression model explained the effects of antifreeze peptide properties on changes in the properties of myofibrillar protein in frozen surimi,demonstrating that antifreeze peptides with lower molecular mass and higher THA contributed to slowing down the decline in myofibrillar protein content,Ca2+-ATPase activity,surface hydrophobicity,and characteristic indexes.The differences in the hydrophilicity/hydrophobicity of antifreeze peptides resulted in differences in their interactions with ice crystals and proteins,and consequently caused different effects on surimi myofibrillar proteins.This study provides a theoretical basis for the application of antifreeze peptides and the quality regulation of surimi products and also provides a direction for the development of novel efficient antifreeze agents.
袁承志;王发祥;黄轶群;俞健;刘永乐;施依;吴金鸿;汪少芸;李向红
长沙理工大学食品与生物工程学院,湖南长沙 410114||湖南省水生资源食品加工工程技术研究中心,湖南长沙 410114上海交通大学农业与生物学院,上海 200240福州大学生物与科学工程学院,福建福州 350108
轻工业
丝胶肽胶原肽鲢鱼酶解产物疏水性构效关系
sericin peptidescollagen peptidessliver carp hydrolysateshydrophobicitystructure-activity relationship
《食品科学》 2024 (013)
8-16 / 9
国家自然科学基金面上项目(31972017;31972106);湖南省自然科学基金项目(2023JJ50311;2022JJ30588);湖南省研究生科研创新项目(CX20200886)
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