• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

采用响应面法和人工神经网络-遗传算法集成优化的核桃果仁提取物的生物活性。

Bioactivity of Juglans regia kernel extracts optimized using response surface method and artificial neural Network-Genetic algorithm integration.

作者信息

Gürgen Ayşenur

机构信息

Faculty of Engineering and Natural Sciences, Department of Industrial Engineering, Osmaniye Korkut Ata University, Osmaniye, 80000, Turkey.

出版信息

Sci Rep. 2025 Mar 15;15(1):8981. doi: 10.1038/s41598-025-93499-z.

DOI:10.1038/s41598-025-93499-z
PMID:40089557
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11910572/
Abstract

In this study, the biological activities of the extracts obtained under optimum extraction conditions of the kernel part of Juglans regia L. were determined. Two different methods, Response Surface Method (RSM) and Artificial Neural Network-Genetic Algorithm (ANN-GA) integration, were used for optimization. The antioxidant capacity of the extracts obtained under the extract conditions suggested by the two methods was evaluated by Rel Assay kits, DPPH and FRAP methods. Anticholinesterase activities of the optimized extracts were measured by the action of acetylcholinesterase and butyrylcholinesterase enzymes. Antiproliferative effects of the extracts were tested on A549 lung cancer cell line. Phenolic compounds were analyzed by LC-MS/MS. It was determined that both extracts exhibited strong activities against A549 lung cancer cell line depending on the concentration increase. In addition, it was determined that both extracts exhibited acetyl and butyrylcholinesterase inhibition activity close to galantamine used as a standard. In both extracts, 13 compounds including gallic acid, catechinhyrate, 4-hydroxybenzoic acid, caffeic acid, vanillic acid, syringic acid, 2-hydoxycinamic acid, resveratrol, myricetin, quercetin, kaempferol, protocatechuic acid and 2-hyroxy1,4 naphthaquinone were identified. It was determined that the extract obtained under the conditions predicted by ANN-GA exhibited higher activities in general.

摘要

在本研究中,测定了胡桃楸果仁部分在最佳提取条件下获得的提取物的生物活性。采用了两种不同的方法进行优化,即响应面法(RSM)和人工神经网络-遗传算法(ANN-GA)集成。通过Rel检测试剂盒、DPPH和FRAP方法评估了两种方法建议的提取条件下获得的提取物的抗氧化能力。通过乙酰胆碱酯酶和丁酰胆碱酯酶的作用测定了优化提取物的抗胆碱酯酶活性。在A549肺癌细胞系上测试了提取物的抗增殖作用。通过LC-MS/MS分析了酚类化合物。结果表明,两种提取物均对A549肺癌细胞系表现出较强的活性,且活性随浓度增加而增强。此外,还确定两种提取物均表现出接近用作标准的加兰他敏的乙酰胆碱酯酶和丁酰胆碱酯酶抑制活性。在两种提取物中,鉴定出了13种化合物,包括没食子酸、儿茶素、4-羟基苯甲酸、咖啡酸、香草酸、丁香酸、2-羟基肉桂酸、白藜芦醇、杨梅素、槲皮素、山奈酚、原儿茶酸和2-羟基-1,4-萘醌。结果表明,在ANN-GA预测条件下获得的提取物总体上表现出更高的活性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4fa/11910572/8ed9164042f7/41598_2025_93499_Figa_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4fa/11910572/7ca7cf9e38a1/41598_2025_93499_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4fa/11910572/abd063f74ddb/41598_2025_93499_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4fa/11910572/6a6433cec92f/41598_2025_93499_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4fa/11910572/a4a85593ef08/41598_2025_93499_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4fa/11910572/8ed9164042f7/41598_2025_93499_Figa_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4fa/11910572/7ca7cf9e38a1/41598_2025_93499_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4fa/11910572/abd063f74ddb/41598_2025_93499_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4fa/11910572/6a6433cec92f/41598_2025_93499_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4fa/11910572/a4a85593ef08/41598_2025_93499_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4fa/11910572/8ed9164042f7/41598_2025_93499_Figa_HTML.jpg

相似文献

1
Bioactivity of Juglans regia kernel extracts optimized using response surface method and artificial neural Network-Genetic algorithm integration.采用响应面法和人工神经网络-遗传算法集成优化的核桃果仁提取物的生物活性。
Sci Rep. 2025 Mar 15;15(1):8981. doi: 10.1038/s41598-025-93499-z.
2
Extract optimization of Ulva lactuca L. and biological activities of optimized extracts.石莼提取物的优化及其优化提取物的生物活性
BMC Biotechnol. 2025 Mar 4;25(1):21. doi: 10.1186/s12896-025-00954-w.
3
Extract optimization and biological activities of Otidea onotica using Artificial Neural Network-Genetic Algorithm and response surface methodology techniques.运用人工神经网络-遗传算法和响应面法技术提取耳状耳盘菌的优化及生物活性
BMC Biotechnol. 2025 Mar 28;25(1):25. doi: 10.1186/s12896-025-00960-y.
4
Optimization of Phellinus hartigii extracts: Biological activities, and phenolic content analysis.桑黄提取物的优化:生物活性及酚类含量分析。
BMC Complement Med Ther. 2025 Mar 25;25(1):113. doi: 10.1186/s12906-025-04851-9.
5
A hybrid artificial neural network and multi-objective genetic algorithm approach to optimize extraction conditions of Mentha longifolia and biological activities.一种用于优化长叶薄荷提取条件及生物活性的混合人工神经网络和多目标遗传算法方法。
Sci Rep. 2024 Dec 28;14(1):31403. doi: 10.1038/s41598-024-83029-8.
6
Determination of optimum extract conditions and evaluation of biological activity potential of Salvia cilicica Boiss.西利西亚鼠尾草最佳提取条件的确定及其生物活性潜力评估
Sci Rep. 2025 Mar 18;15(1):9277. doi: 10.1038/s41598-025-93925-2.
7
Biological activities of Hypericum spectabile extract optimized using artificial neural network combined with genetic algorithm application.采用人工神经网络结合遗传算法优化贯叶连翘提取物的生物学活性。
BMC Biotechnol. 2024 Oct 29;24(1):83. doi: 10.1186/s12896-024-00914-w.
8
Assessment of antioxidant, acetylcholinesterase, paraoxonase inhibition activities and phenolic content of Alchemilla lithophila.评估 Lithophila alchemilla 的抗氧化、乙酰胆碱酯酶、对氧磷酶抑制活性和酚类含量。
Pak J Pharm Sci. 2024 Jan;37(1):25-32.
9
Human cancer cell antiproliferative and antioxidant activities of Juglans regia L.核桃 Juglans regia L. 对人癌细胞的抗增殖和抗氧化活性
Food Chem Toxicol. 2010 Jan;48(1):441-7. doi: 10.1016/j.fct.2009.10.043. Epub 2009 Oct 31.
10
Chemical Constituents, Antioxidant, Anticholinesterase and Antiproliferative Effects of Algerian Pistacia atlantica Desf. Extracts.阿尔及利亚滨藜 Pistacia atlantica Desf. 提取物的化学成分、抗氧化、抗胆碱酯酶和抗增殖作用。
Recent Pat Food Nutr Agric. 2020;11(3):249-256. doi: 10.2174/2212798411666200207101502.

引用本文的文献

1
Geographical variation in antioxidant, anticancer and anticholinesterase activities and phenolic contents of Visnaga daucoides.刺蒺藜抗氧化、抗癌及抗胆碱酯酶活性和酚类含量的地理差异。
Sci Rep. 2025 Jul 2;15(1):23431. doi: 10.1038/s41598-025-08936-w.

本文引用的文献

1
Biological activities of Hypericum spectabile extract optimized using artificial neural network combined with genetic algorithm application.采用人工神经网络结合遗传算法优化贯叶连翘提取物的生物学活性。
BMC Biotechnol. 2024 Oct 29;24(1):83. doi: 10.1186/s12896-024-00914-w.
2
Biological Activities of Ethanol Extracts of Obtained as a Result of Optimization Analysis.优化分析所得乙醇提取物的生物活性。
Foods. 2024 May 16;13(10):1560. doi: 10.3390/foods13101560.
3
Use of Medicinal Plants in the Process of Wound Healing: A Literature Review.
药用植物在伤口愈合过程中的应用:文献综述
Pharmaceuticals (Basel). 2024 Feb 27;17(3):303. doi: 10.3390/ph17030303.
4
Strategies on biosynthesis and production of bioactive compounds in medicinal plants.药用植物中生物活性化合物的生物合成与生产策略。
Chin Herb Med. 2023 Aug 21;16(1):13-26. doi: 10.1016/j.chmed.2023.01.007. eCollection 2024 Jan.
5
Reactive oxygen species, toxicity, oxidative stress, and antioxidants: chronic diseases and aging.活性氧物种、毒性、氧化应激和抗氧化剂:慢性疾病和衰老。
Arch Toxicol. 2023 Oct;97(10):2499-2574. doi: 10.1007/s00204-023-03562-9. Epub 2023 Aug 19.
6
Oxidative Stress and Antioxidants in Neurodegenerative Disorders.神经退行性疾病中的氧化应激与抗氧化剂
Antioxidants (Basel). 2023 Feb 18;12(2):517. doi: 10.3390/antiox12020517.
7
Recent advances in the bioactive polysaccharides and other key components from Phellinus spp. and their pharmacological effects: A review.桑黄属生物活性多糖及其他关键成分的研究进展及其药理作用:综述
Int J Biol Macromol. 2022 Dec 1;222(Pt B):3108-3128. doi: 10.1016/j.ijbiomac.2022.10.085. Epub 2022 Oct 13.
8
Plants in Anticancer Drug Discovery: From Molecular Mechanism to Chemoprevention.植物在抗癌药物发现中的作用:从分子机制到化学预防。
Biomed Res Int. 2022 Mar 2;2022:5425485. doi: 10.1155/2022/5425485. eCollection 2022.
9
Anticancer properties of medicinal plants and their bioactive compounds against breast cancer: a review on recent investigations.药用植物的抗癌特性及其生物活性化合物对乳腺癌的作用:近期研究综述。
Environ Sci Pollut Res Int. 2022 Apr;29(17):24411-24444. doi: 10.1007/s11356-021-17795-7. Epub 2022 Jan 22.
10
LC-ESI-QTOF-MS/MS Analysis, Cytotoxic, Antiviral, Antioxidant, and Enzyme Inhibitory Properties of Four Extracts of Burm. f.: A Good Gift from the Natural Treasure.LC-ESI-QTOF-MS/MS 分析、四种缅甸福氏提取物的细胞毒性、抗病毒、抗氧化和酶抑制特性:大自然宝藏的珍贵馈赠。
Int J Mol Sci. 2021 Jul 16;22(14):7621. doi: 10.3390/ijms22147621.