Optimizing bleaching conditions of black cumin Oil by Box–Behnken design and artificial neural network to minimize losing of bioactive compounds

亚油酸 化学 响应面法 过氧化值 生育酚 Box-Behnken设计 百里香醌 食品科学 脂肪酸 抗氧化剂 色谱法 生物化学 维生素E
作者
Sündüz Sezer Kıralan,Onur Ketenoğlu,Özlem Kuvat,Mohamed Fawzy Ramadan
出处
期刊:Journal of Food Processing and Preservation [Wiley]
卷期号:46 (11) 被引量:1
标识
DOI:10.1111/jfpp.17077
摘要

Black cumin oil (BCO) is considered vulnerable to rancidity, wherein black cumin crude oil is characterized by high peroxide value (PV) due to its high linoleic acid content. In this study, the effects of bleaching conditions (temperature, time, and bleaching earth concentration) on physicochemical traits of BCO were investigated. Different bleaching parameters were applied using the Box–Behnken design (BBD). The changes in PV, oil loss, linoleic acid, thymoquinone (TQ), and total tocopherol contents of oil were evaluated. A minimum PV (9 meq O2/kg) and oil loss of 6.87% were obtained, while the maximum concentrations for TQ and total tocopherols were 56.6 and 325 ppm, respectively. In addition to linoleic acid concentration, the overall fatty acid composition did not significantly change during bleaching. The highest difference between BBD and experimental data was 15.2 for total tocopherol concentration. An artificial neural network (ANN) was applied to predict the responses alternatively. The highest absolute differences between ANN and experimental data were 11.6 and 11.3 in TQ and total tocopherol contents. In general, ANN and BBD helped achieve feasible predictions. The multi-objective optimization maximized linoleic acid, TQ, and total tocopherols, while minimizing PV and oil loss. Optimum conditions were 100.30°C, 15 min, 3%, while the maximized concentrations of TQ and total tocopherols were 47.51 and 266.9 ppm at this optimum point. Practical applications The experimental data regarding the changes in the physicochemical properties of black cumin oil (BCO) revealed that the bleaching process successfully reduced the PV and oil loss to levels that could be recognized as indicators of good oil quality. In addition, minor components such as TQ and total tocopherols were preserved, and no remarkable changes in the fatty acid composition were observed. The predictions from BBD and ANN were comparable to experimental data and could be safely used with negligible differences. As the crude cold-pressed BCO had higher initial PV values (21.3 meq O2/kg) due to its non-refined nature, the direct consumption of BCO would inevitably trigger oxidation mechanisms. This study revealed the efficiency of the bleaching step in removing oxidation products to a minimum of 9 meq O2/kg while maintaining TQ and total tocopherols at 43.24 and 247 ppm, respectively. The results might guide future research regarding refining such cold-pressed oils having high oxidative potential regarding their nature.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
YanWang98应助科研通管家采纳,获得10
刚刚
上官若男应助科研通管家采纳,获得10
刚刚
刚刚
刚刚
斯文败类应助科研通管家采纳,获得10
刚刚
爆米花应助科研通管家采纳,获得10
刚刚
刚刚
不吃香菜完成签到,获得积分10
刚刚
1秒前
Ava应助科研通管家采纳,获得10
1秒前
Hello应助科研通管家采纳,获得10
1秒前
小兮完成签到,获得积分10
1秒前
乐乐应助科研通管家采纳,获得10
1秒前
天天快乐应助哭泣青烟采纳,获得10
1秒前
英俊的铭应助科研通管家采纳,获得10
1秒前
1秒前
FashionBoy应助科研通管家采纳,获得10
1秒前
自觉翰发布了新的文献求助10
1秒前
dd完成签到,获得积分10
2秒前
Hh完成签到 ,获得积分10
2秒前
张齐发布了新的文献求助10
2秒前
Ray-Q发布了新的文献求助10
2秒前
Li完成签到,获得积分10
2秒前
大模型应助笨笨卡卡西采纳,获得10
3秒前
3秒前
满天星完成签到 ,获得积分10
3秒前
寂寞剑仙完成签到,获得积分10
4秒前
ZiZi完成签到 ,获得积分10
4秒前
yoowt发布了新的文献求助10
4秒前
4秒前
研究生完成签到 ,获得积分10
5秒前
爆米花应助辛勤大碗采纳,获得10
5秒前
CipherSage应助xyh采纳,获得10
5秒前
5秒前
5秒前
5秒前
李某某发布了新的文献求助10
5秒前
隐形的幻梅完成签到,获得积分10
6秒前
2799完成签到,获得积分10
6秒前
6秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
AnnualResearch andConsultation Report of Panorama survey and Investment strategy onChinaIndustry 1000
卤化钙钛矿人工突触的研究 1000
Engineering for calcareous sediments : proceedings of the International Conference on Calcareous Sediments, Perth 15-18 March 1988 / edited by R.J. Jewell, D.C. Andrews 1000
Continuing Syntax 1000
Signals, Systems, and Signal Processing 610
2026 Hospital Accreditation Standards 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6263493
求助须知:如何正确求助?哪些是违规求助? 8085303
关于积分的说明 16895181
捐赠科研通 5333919
什么是DOI,文献DOI怎么找? 2839109
邀请新用户注册赠送积分活动 1816661
关于科研通互助平台的介绍 1670349