{"title":"基于磁性金属-有机框架的人工智能微球成像免疫传感器-辅助样品预处理检测花生黄曲霉毒素B1","authors":"Yongzhen Dong , Meijie Ren , Jia Tu , Yiping Chen","doi":"10.1016/j.jhazmat.2025.138410","DOIUrl":null,"url":null,"abstract":"<div><div>Sensitive and rapid detection of aflatoxin B<sub>1</sub> (AFB<sub>1</sub>) is vital for safeguarding food safety, considering its potent carcinogenic toxicity. Herein, an artificial intelligence-enabled microsphere imaging (AI-MI) immunosensor based on magnetic metal-organic frameworks-assisted sample pretreatment was developed for detecting AFB<sub>1</sub> in peanuts. In this work, Fe<sub>3</sub>O<sub>4</sub>@MIL-101(Fe) served as a magnetic adsorbent to efficiently enrich AFB<sub>1</sub>. Based on the competitive immunoreaction, the enriched AFB<sub>1</sub> modulated the amount of horseradish peroxidase (HRP)-labeled goat anti-mouse antibody conjugated on the polystyrene (PS) immuno-microsphere. The HRP can catalyze the rapid formation of polydopamine on the surface of the PS microsphere with additional hydrogen peroxide. Due to the abundant functional groups, the polydopamine coating could adsorb amino-functionalized magnetic nanoparticles to form PS probes. The PS probes were magnetically separated, visualized with an optical microscope, and counted using a computer vision algorithm. Finally, the changes in the number of PS probes were correlated with the amount of AFB<sub>1</sub>. Under optimized conditions, Fe<sub>3</sub>O<sub>4</sub>@MIL-101(Fe) exhibited remarkable enrichment capacity (1.59 mg/g), and the AI-MI immunosensor showed a high sensitivity (4.90 pg/mL, 19-fold improvement over enzyme-linked immunosorbent assay) and a wide linear range (from 0.01 to 500 ng/mL) for AFB<sub>1</sub>. This AI-MI immunosensor holds significant promise for intelligent detection of trace toxins.</div></div>","PeriodicalId":361,"journal":{"name":"Journal of Hazardous Materials","volume":"493 ","pages":"Article 138410"},"PeriodicalIF":11.3000,"publicationDate":"2025-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Artificial intelligence-enabled microsphere imaging immunosensor based on magnetic metal-organic frameworks-assisted sample pretreatment for detecting aflatoxin B1 in peanuts\",\"authors\":\"Yongzhen Dong , Meijie Ren , Jia Tu , Yiping Chen\",\"doi\":\"10.1016/j.jhazmat.2025.138410\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Sensitive and rapid detection of aflatoxin B<sub>1</sub> (AFB<sub>1</sub>) is vital for safeguarding food safety, considering its potent carcinogenic toxicity. Herein, an artificial intelligence-enabled microsphere imaging (AI-MI) immunosensor based on magnetic metal-organic frameworks-assisted sample pretreatment was developed for detecting AFB<sub>1</sub> in peanuts. In this work, Fe<sub>3</sub>O<sub>4</sub>@MIL-101(Fe) served as a magnetic adsorbent to efficiently enrich AFB<sub>1</sub>. Based on the competitive immunoreaction, the enriched AFB<sub>1</sub> modulated the amount of horseradish peroxidase (HRP)-labeled goat anti-mouse antibody conjugated on the polystyrene (PS) immuno-microsphere. The HRP can catalyze the rapid formation of polydopamine on the surface of the PS microsphere with additional hydrogen peroxide. Due to the abundant functional groups, the polydopamine coating could adsorb amino-functionalized magnetic nanoparticles to form PS probes. The PS probes were magnetically separated, visualized with an optical microscope, and counted using a computer vision algorithm. Finally, the changes in the number of PS probes were correlated with the amount of AFB<sub>1</sub>. Under optimized conditions, Fe<sub>3</sub>O<sub>4</sub>@MIL-101(Fe) exhibited remarkable enrichment capacity (1.59 mg/g), and the AI-MI immunosensor showed a high sensitivity (4.90 pg/mL, 19-fold improvement over enzyme-linked immunosorbent assay) and a wide linear range (from 0.01 to 500 ng/mL) for AFB<sub>1</sub>. This AI-MI immunosensor holds significant promise for intelligent detection of trace toxins.</div></div>\",\"PeriodicalId\":361,\"journal\":{\"name\":\"Journal of Hazardous Materials\",\"volume\":\"493 \",\"pages\":\"Article 138410\"},\"PeriodicalIF\":11.3000,\"publicationDate\":\"2025-04-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Hazardous Materials\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0304389425013251\",\"RegionNum\":1,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, ENVIRONMENTAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Hazardous Materials","FirstCategoryId":"93","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0304389425013251","RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ENVIRONMENTAL","Score":null,"Total":0}
Artificial intelligence-enabled microsphere imaging immunosensor based on magnetic metal-organic frameworks-assisted sample pretreatment for detecting aflatoxin B1 in peanuts
Sensitive and rapid detection of aflatoxin B1 (AFB1) is vital for safeguarding food safety, considering its potent carcinogenic toxicity. Herein, an artificial intelligence-enabled microsphere imaging (AI-MI) immunosensor based on magnetic metal-organic frameworks-assisted sample pretreatment was developed for detecting AFB1 in peanuts. In this work, Fe3O4@MIL-101(Fe) served as a magnetic adsorbent to efficiently enrich AFB1. Based on the competitive immunoreaction, the enriched AFB1 modulated the amount of horseradish peroxidase (HRP)-labeled goat anti-mouse antibody conjugated on the polystyrene (PS) immuno-microsphere. The HRP can catalyze the rapid formation of polydopamine on the surface of the PS microsphere with additional hydrogen peroxide. Due to the abundant functional groups, the polydopamine coating could adsorb amino-functionalized magnetic nanoparticles to form PS probes. The PS probes were magnetically separated, visualized with an optical microscope, and counted using a computer vision algorithm. Finally, the changes in the number of PS probes were correlated with the amount of AFB1. Under optimized conditions, Fe3O4@MIL-101(Fe) exhibited remarkable enrichment capacity (1.59 mg/g), and the AI-MI immunosensor showed a high sensitivity (4.90 pg/mL, 19-fold improvement over enzyme-linked immunosorbent assay) and a wide linear range (from 0.01 to 500 ng/mL) for AFB1. This AI-MI immunosensor holds significant promise for intelligent detection of trace toxins.
期刊介绍:
The Journal of Hazardous Materials serves as a global platform for promoting cutting-edge research in the field of Environmental Science and Engineering. Our publication features a wide range of articles, including full-length research papers, review articles, and perspectives, with the aim of enhancing our understanding of the dangers and risks associated with various materials concerning public health and the environment. It is important to note that the term "environmental contaminants" refers specifically to substances that pose hazardous effects through contamination, while excluding those that do not have such impacts on the environment or human health. Moreover, we emphasize the distinction between wastes and hazardous materials in order to provide further clarity on the scope of the journal. We have a keen interest in exploring specific compounds and microbial agents that have adverse effects on the environment.