{"title":"纳米孔生物传感器浓度传感的准确度和精密度限制","authors":"Tuhin Chakrabortty, Manoj M. Varma","doi":"10.1002/adts.202500305","DOIUrl":null,"url":null,"abstract":"Developing novel diagnostic methods with a deep understanding of their physical limitations can greatly improve the early detection of diseases like cancer. Nanopore-based single-molecule sensors are making rapid advances toward the development of novel diagnostic applications. In this study, the accuracy and precision of nanopore sensors are systematically evaluated by extending previous work on the sensing limits of single receptors in biological cells. A mathematical model is developed to evaluate the effect of measurement noise on the precision and accuracy of nanopore sensors. Two approaches are proposed for estimating concentrations from noisy nanopore data demonstrating an accuracy-precision trade-off that underscores a challenge in optimizing practical sensor performance. A surprising and counter-intuitive regime is also identified where even extensive signal averaging over long durations does not improve the concentration sensing accuracy. The insights from this study will be helpful in guiding nanopore-based quantitative biosensing applications.","PeriodicalId":7219,"journal":{"name":"Advanced Theory and Simulations","volume":"4 1","pages":""},"PeriodicalIF":2.9000,"publicationDate":"2025-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Accuracy and Precision Limits of Concentration Sensing Using Nanopore Biosensors\",\"authors\":\"Tuhin Chakrabortty, Manoj M. Varma\",\"doi\":\"10.1002/adts.202500305\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Developing novel diagnostic methods with a deep understanding of their physical limitations can greatly improve the early detection of diseases like cancer. Nanopore-based single-molecule sensors are making rapid advances toward the development of novel diagnostic applications. In this study, the accuracy and precision of nanopore sensors are systematically evaluated by extending previous work on the sensing limits of single receptors in biological cells. A mathematical model is developed to evaluate the effect of measurement noise on the precision and accuracy of nanopore sensors. Two approaches are proposed for estimating concentrations from noisy nanopore data demonstrating an accuracy-precision trade-off that underscores a challenge in optimizing practical sensor performance. A surprising and counter-intuitive regime is also identified where even extensive signal averaging over long durations does not improve the concentration sensing accuracy. The insights from this study will be helpful in guiding nanopore-based quantitative biosensing applications.\",\"PeriodicalId\":7219,\"journal\":{\"name\":\"Advanced Theory and Simulations\",\"volume\":\"4 1\",\"pages\":\"\"},\"PeriodicalIF\":2.9000,\"publicationDate\":\"2025-05-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Advanced Theory and Simulations\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://doi.org/10.1002/adts.202500305\",\"RegionNum\":4,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MULTIDISCIPLINARY SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Advanced Theory and Simulations","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1002/adts.202500305","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
Accuracy and Precision Limits of Concentration Sensing Using Nanopore Biosensors
Developing novel diagnostic methods with a deep understanding of their physical limitations can greatly improve the early detection of diseases like cancer. Nanopore-based single-molecule sensors are making rapid advances toward the development of novel diagnostic applications. In this study, the accuracy and precision of nanopore sensors are systematically evaluated by extending previous work on the sensing limits of single receptors in biological cells. A mathematical model is developed to evaluate the effect of measurement noise on the precision and accuracy of nanopore sensors. Two approaches are proposed for estimating concentrations from noisy nanopore data demonstrating an accuracy-precision trade-off that underscores a challenge in optimizing practical sensor performance. A surprising and counter-intuitive regime is also identified where even extensive signal averaging over long durations does not improve the concentration sensing accuracy. The insights from this study will be helpful in guiding nanopore-based quantitative biosensing applications.
期刊介绍:
Advanced Theory and Simulations is an interdisciplinary, international, English-language journal that publishes high-quality scientific results focusing on the development and application of theoretical methods, modeling and simulation approaches in all natural science and medicine areas, including:
materials, chemistry, condensed matter physics
engineering, energy
life science, biology, medicine
atmospheric/environmental science, climate science
planetary science, astronomy, cosmology
method development, numerical methods, statistics