Accuracy and Precision Limits of Concentration Sensing Using Nanopore Biosensors

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.

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Publication Details

Journal
Advanced Theory and Simulations
Published
2025-05-20
DOI
https://doi.org/10.1002/adts.202500305
Citations
1
Primary Topic
Nanopore and Nanochannel Transport Studies
Type
article
Field-Weighted Citation Impact
0.67
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article

Accuracy and Precision Limits of Concentration Sensing Using Nanopore Biosensors

Tuhin Chakrabortty, Manoj Varma
1 citations
Advanced Theory and Simulations
Nanopore and Nanochannel Transport Studies
0.67
article

Accuracy and Precision Limits of Concentration Sensing Using Nanopore Biosensors

Tuhin Chakrabortty, Manoj Varma
article en
1 citations

Abstract

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.

Advanced Theory and SimulationsVol. 8(10)
Indian Institute of Science Bangalore (IN)
Openalex Percentile: Top 32%
Nanopore and Nanochannel Transport Studies
0.67
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