Ting Xiao , Weiqi Zhao , Minjie Han , Xiaolin Huang , Ben Zhong Tang , Yiping Chen
{"title":"基于人工智能负载分配的三维磁泳生物分析法,用于飞摩尔和免清洗分析物检测","authors":"Ting Xiao , Weiqi Zhao , Minjie Han , Xiaolin Huang , Ben Zhong Tang , Yiping Chen","doi":"10.1016/j.nantod.2024.102522","DOIUrl":null,"url":null,"abstract":"<div><div>The quantification of low-abundance biomarkers or trace harmful substances in complex samples at femtomolar-level sensitivity requires labor-intensive incubation and multiwashing steps. Herein, we explore a trajectory/accumulation/color three-dimensional microfluidic magnetophoresis immunoassay (TAC-MMI) based on an artificial intelligence (AI)-assisted load assignment strategy, enabling washing-free and femtomolar detection of interleukin-6 in serum samples and chloramphenicol in food samples within 30 min. The biorecognition between targets and biometric molecules (antigens and antibodies) immobilized on magnetic nanoparticles (MNPs) and polystyrene microsphere-horseradish peroxidase (PM-HRP) conjugate induces MNP-target-PM-HRP immunocomplexes with different magnetic contents, where the concentration of targets is transformed into spatial visualization information through magnetophoretic force using a linear microtube array within a microfluidic chip. The visualization information can be enhanced by the HRP-catalyzed color reaction. Trajectory-accumulation-color of PM in each microtube is precisely assigned significance and identified via AI for bioanalysis. TAC-MMI demonstrates high sensitivity (fM level), rapidity (30 min), and ease of use without washing steps. The three-dimensional sensing strategy based on load-assignment improved sensitivity by more than 96-fold compared with the traditional one-dimensional sensing strategy. Compared to chemiluminescence immunoassay (CLIA), TAC-MMI achieved 15-fold improvement in sensitivity in only one-third of the time required for CLIA, suggesting a promising magnetophoretic bioassay for diagnostic technology.</div></div>","PeriodicalId":395,"journal":{"name":"Nano Today","volume":"59 ","pages":"Article 102522"},"PeriodicalIF":13.2000,"publicationDate":"2024-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Three-dimensional magnetophoretic bioassay based on artificial intelligence-mediated load assignment for the femtomolar and washing-free detection of analytes\",\"authors\":\"Ting Xiao , Weiqi Zhao , Minjie Han , Xiaolin Huang , Ben Zhong Tang , Yiping Chen\",\"doi\":\"10.1016/j.nantod.2024.102522\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The quantification of low-abundance biomarkers or trace harmful substances in complex samples at femtomolar-level sensitivity requires labor-intensive incubation and multiwashing steps. Herein, we explore a trajectory/accumulation/color three-dimensional microfluidic magnetophoresis immunoassay (TAC-MMI) based on an artificial intelligence (AI)-assisted load assignment strategy, enabling washing-free and femtomolar detection of interleukin-6 in serum samples and chloramphenicol in food samples within 30 min. The biorecognition between targets and biometric molecules (antigens and antibodies) immobilized on magnetic nanoparticles (MNPs) and polystyrene microsphere-horseradish peroxidase (PM-HRP) conjugate induces MNP-target-PM-HRP immunocomplexes with different magnetic contents, where the concentration of targets is transformed into spatial visualization information through magnetophoretic force using a linear microtube array within a microfluidic chip. The visualization information can be enhanced by the HRP-catalyzed color reaction. Trajectory-accumulation-color of PM in each microtube is precisely assigned significance and identified via AI for bioanalysis. TAC-MMI demonstrates high sensitivity (fM level), rapidity (30 min), and ease of use without washing steps. The three-dimensional sensing strategy based on load-assignment improved sensitivity by more than 96-fold compared with the traditional one-dimensional sensing strategy. Compared to chemiluminescence immunoassay (CLIA), TAC-MMI achieved 15-fold improvement in sensitivity in only one-third of the time required for CLIA, suggesting a promising magnetophoretic bioassay for diagnostic technology.</div></div>\",\"PeriodicalId\":395,\"journal\":{\"name\":\"Nano Today\",\"volume\":\"59 \",\"pages\":\"Article 102522\"},\"PeriodicalIF\":13.2000,\"publicationDate\":\"2024-10-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Nano Today\",\"FirstCategoryId\":\"88\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1748013224003785\",\"RegionNum\":1,\"RegionCategory\":\"材料科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CHEMISTRY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nano Today","FirstCategoryId":"88","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1748013224003785","RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
Three-dimensional magnetophoretic bioassay based on artificial intelligence-mediated load assignment for the femtomolar and washing-free detection of analytes
The quantification of low-abundance biomarkers or trace harmful substances in complex samples at femtomolar-level sensitivity requires labor-intensive incubation and multiwashing steps. Herein, we explore a trajectory/accumulation/color three-dimensional microfluidic magnetophoresis immunoassay (TAC-MMI) based on an artificial intelligence (AI)-assisted load assignment strategy, enabling washing-free and femtomolar detection of interleukin-6 in serum samples and chloramphenicol in food samples within 30 min. The biorecognition between targets and biometric molecules (antigens and antibodies) immobilized on magnetic nanoparticles (MNPs) and polystyrene microsphere-horseradish peroxidase (PM-HRP) conjugate induces MNP-target-PM-HRP immunocomplexes with different magnetic contents, where the concentration of targets is transformed into spatial visualization information through magnetophoretic force using a linear microtube array within a microfluidic chip. The visualization information can be enhanced by the HRP-catalyzed color reaction. Trajectory-accumulation-color of PM in each microtube is precisely assigned significance and identified via AI for bioanalysis. TAC-MMI demonstrates high sensitivity (fM level), rapidity (30 min), and ease of use without washing steps. The three-dimensional sensing strategy based on load-assignment improved sensitivity by more than 96-fold compared with the traditional one-dimensional sensing strategy. Compared to chemiluminescence immunoassay (CLIA), TAC-MMI achieved 15-fold improvement in sensitivity in only one-third of the time required for CLIA, suggesting a promising magnetophoretic bioassay for diagnostic technology.
期刊介绍:
Nano Today is a journal dedicated to publishing influential and innovative work in the field of nanoscience and technology. It covers a wide range of subject areas including biomaterials, materials chemistry, materials science, chemistry, bioengineering, biochemistry, genetics and molecular biology, engineering, and nanotechnology. The journal considers articles that inform readers about the latest research, breakthroughs, and topical issues in these fields. It provides comprehensive coverage through a mixture of peer-reviewed articles, research news, and information on key developments. Nano Today is abstracted and indexed in Science Citation Index, Ei Compendex, Embase, Scopus, and INSPEC.