Shenglin Wang , Jiahui Wei , Hanwen Ge , Zexu Yan , Mingzhe Jiang , Jiale Lu , Meixian Pu , Bin Li , Huanfei Xu
{"title":"分子模拟和机器学习辅助探索甜菜碱为基础的深共晶溶剂萃取牡丹花瓣中活性物质","authors":"Shenglin Wang , Jiahui Wei , Hanwen Ge , Zexu Yan , Mingzhe Jiang , Jiale Lu , Meixian Pu , Bin Li , Huanfei Xu","doi":"10.1016/j.seppur.2025.131550","DOIUrl":null,"url":null,"abstract":"<div><div>Microwave-assisted deep eutectic solvent extraction (MAE-DES) method was proposed to extract of active compounds from peony petals. Four different components of DES were used as extraction solvent, and the extraction effect was evaluated by total phenolic content (TPC), total flavonoid content (TFC) and total anthocyanin content (TAC). Response surface methodology (RSM) was used to optimize the reaction temperature, reaction time and liquid–solid ratio. The results showed that under optimized conditions, the extraction yields of TPC, TFC and TAC were 321.59 mg GAE/g, 61.65 mg RE/g and 2.15 mg C3GE/g, respectively. The characterization of solid residue showed that DES effectively disrupted the structure of peony petals. In addition, the importance of variables affecting extraction efficiency was investigated by machine learning (ML). Finally, the extraction mechanism of DES for active compounds was explored by density functional theory (DFT) and molecular dynamics (MD) simulation. The results showed that the extraction efficiency of active compounds was affected by the hydrogen bond interaction with DES. This study provides efficient extraction protocol and mechanism research for the extraction of active compounds from multiple methods and insights.</div></div>","PeriodicalId":427,"journal":{"name":"Separation and Purification Technology","volume":"361 ","pages":"Article 131550"},"PeriodicalIF":9.0000,"publicationDate":"2025-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Molecular simulation and machine learning assisted in exploring betaine-based deep eutectic solvent extraction of active compounds from peony petals\",\"authors\":\"Shenglin Wang , Jiahui Wei , Hanwen Ge , Zexu Yan , Mingzhe Jiang , Jiale Lu , Meixian Pu , Bin Li , Huanfei Xu\",\"doi\":\"10.1016/j.seppur.2025.131550\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Microwave-assisted deep eutectic solvent extraction (MAE-DES) method was proposed to extract of active compounds from peony petals. Four different components of DES were used as extraction solvent, and the extraction effect was evaluated by total phenolic content (TPC), total flavonoid content (TFC) and total anthocyanin content (TAC). Response surface methodology (RSM) was used to optimize the reaction temperature, reaction time and liquid–solid ratio. The results showed that under optimized conditions, the extraction yields of TPC, TFC and TAC were 321.59 mg GAE/g, 61.65 mg RE/g and 2.15 mg C3GE/g, respectively. The characterization of solid residue showed that DES effectively disrupted the structure of peony petals. In addition, the importance of variables affecting extraction efficiency was investigated by machine learning (ML). Finally, the extraction mechanism of DES for active compounds was explored by density functional theory (DFT) and molecular dynamics (MD) simulation. The results showed that the extraction efficiency of active compounds was affected by the hydrogen bond interaction with DES. This study provides efficient extraction protocol and mechanism research for the extraction of active compounds from multiple methods and insights.</div></div>\",\"PeriodicalId\":427,\"journal\":{\"name\":\"Separation and Purification Technology\",\"volume\":\"361 \",\"pages\":\"Article 131550\"},\"PeriodicalIF\":9.0000,\"publicationDate\":\"2025-01-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Separation and Purification Technology\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1383586625001479\",\"RegionNum\":1,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, CHEMICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Separation and Purification Technology","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1383586625001479","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, CHEMICAL","Score":null,"Total":0}
Molecular simulation and machine learning assisted in exploring betaine-based deep eutectic solvent extraction of active compounds from peony petals
Microwave-assisted deep eutectic solvent extraction (MAE-DES) method was proposed to extract of active compounds from peony petals. Four different components of DES were used as extraction solvent, and the extraction effect was evaluated by total phenolic content (TPC), total flavonoid content (TFC) and total anthocyanin content (TAC). Response surface methodology (RSM) was used to optimize the reaction temperature, reaction time and liquid–solid ratio. The results showed that under optimized conditions, the extraction yields of TPC, TFC and TAC were 321.59 mg GAE/g, 61.65 mg RE/g and 2.15 mg C3GE/g, respectively. The characterization of solid residue showed that DES effectively disrupted the structure of peony petals. In addition, the importance of variables affecting extraction efficiency was investigated by machine learning (ML). Finally, the extraction mechanism of DES for active compounds was explored by density functional theory (DFT) and molecular dynamics (MD) simulation. The results showed that the extraction efficiency of active compounds was affected by the hydrogen bond interaction with DES. This study provides efficient extraction protocol and mechanism research for the extraction of active compounds from multiple methods and insights.
期刊介绍:
Separation and Purification Technology is a premier journal committed to sharing innovative methods for separation and purification in chemical and environmental engineering, encompassing both homogeneous solutions and heterogeneous mixtures. Our scope includes the separation and/or purification of liquids, vapors, and gases, as well as carbon capture and separation techniques. However, it's important to note that methods solely intended for analytical purposes are not within the scope of the journal. Additionally, disciplines such as soil science, polymer science, and metallurgy fall outside the purview of Separation and Purification Technology. Join us in advancing the field of separation and purification methods for sustainable solutions in chemical and environmental engineering.