Optimizing Red Vinasse-Blue Round Scad Processing Using Integrated Dimensionality Reduction and RSM: Effects on Lipid Storage Stability.

IF 5.1 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY
Foods Pub Date : 2025-09-16 DOI:10.3390/foods14183215
Shan Xue, Bohu Liu, Guojin Lan, Jia Liu
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引用次数: 0

Abstract

This study pioneered an intelligent process optimization framework integrating dimensionality reduction and Box-Behnken Design response surface methodology (RSM) with MATLAB R2021b(v9.11) analytics, to advance the development of functional foods from red vinasse-blue round scad. The comprehensive nutraceutical stability assessment for key functional lipids during 4 °C storage were established by systematically evaluating microwave, boiling, and foil-baking processing. The results of intelligent processing optimization showed that the optimal parameters (red vinasse addition: 2.8 g/g; processing temperature: 4 °C; processing time: 10 h) maximized the composite quality score Y (50% texture + 50% sensory), validated by MATLAB R2021b(v9.11) to achieve near-theoretical maxima. The results of functional lipid stability showed that total fat decreased significantly (p < 0.05), with foil-baking showing the highest loss. Partial least squares regression (PLSR) analysis revealed critical degradation of nutraceutical lipids (C20:5n-3, C22:6n-3) and an increase in saturated fats (p < 0.05), where boiling induced the most severe fatty acid alterations. Microwave processing accelerated lipid oxidation (highest TBARS, p < 0.05), compromising lipid bioactivity. The framework of red vinasse biosynthesis technology enabled precise parameter optimization, and enhanced functional component retention in underutilized fish species. This work provided a theoretical and technical foundation for intelligent manufacturing of lipid-stable nutraceuticals, positioning red vinasse-a model biosynthesis technology output-as a key ingredient for next-generation functional foods.

利用综合降维和RSM优化红醋蓝圆油加工:对脂质储存稳定性的影响。
本研究开创了一种将降维和Box-Behnken Design响应面法(RSM)与MATLAB R2021b(v9.11)分析相结合的智能流程优化框架,以推进从红瓶蓝圆罐到功能性食品的开发。通过系统评价微波、煮沸和箔烤工艺,建立了4°C贮藏期间关键功能脂类营养稳定性的综合评价。智能加工优化结果表明,最优参数(红酒糟添加量:2.8 g/g,加工温度:4℃,加工时间:10 h)使复合质量分数Y(50%质地+ 50%感官)达到最大,通过MATLAB R2021b(v9.11)验证,达到接近理论最大值。功能性脂质稳定性结果表明,总脂肪含量显著降低(p < 0.05),以铝箔烘烤损失最大。偏最小二乘回归(PLSR)分析显示,营养品脂质的临界降解(C20:5n-3, C22:6n-3)和饱和脂肪的增加(p < 0.05),其中煮沸引起最严重的脂肪酸改变。微波处理加速脂质氧化(最高TBARS, p < 0.05),降低脂质生物活性。红酒糟生物合成技术的框架实现了精确的参数优化,并提高了未被充分利用的鱼类的功能成分保留。本研究为脂质稳定型营养保健品的智能制造提供了理论和技术基础,将红葡萄碱这一模式生物合成技术的产物定位为下一代功能食品的关键原料。
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来源期刊
Foods
Foods Immunology and Microbiology-Microbiology
CiteScore
7.40
自引率
15.40%
发文量
3516
审稿时长
15.83 days
期刊介绍: Foods (ISSN 2304-8158) is an international, peer-reviewed scientific open access journal which provides an advanced forum for studies related to all aspects of food research. It publishes reviews, regular research papers and short communications. Our aim is to encourage scientists, researchers, and other food professionals to publish their experimental and theoretical results in as much detail as possible or share their knowledge with as much readers unlimitedly as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. There are, in addition, unique features of this journal: Ÿ manuscripts regarding research proposals and research ideas will be particularly welcomed Ÿ electronic files or software regarding the full details of the calculation and experimental procedure, if unable to be published in a normal way, can be deposited as supplementary material Ÿ we also accept manuscripts communicating to a broader audience with regard to research projects financed with public funds
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