Central Limit Theorem-Based Analysis Method for MicroRNA Detection with Solid-State Nanopores.

ACS Appl Bio Mater

State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, No. 2, Sipailou, Nanjing 210096, People's Republic of China.

Published: August 2021

AI Article Synopsis

  • The research introduces a new method for analyzing nanopore data using the central limit theorem (CLT), which improves accuracy and consistency in blockage signal measurements.
  • This method determines optimal voltage settings based on current variations, leading to more defined distributions in blockage currents and durations.
  • It has been successfully tested for identifying isolated microRNAs, demonstrating potential for broader applications in detecting various biomolecules using solid-state nanopores.

Article Abstract

Although nanopore as a single-molecule sensing platform has proven its potential in various applications, data analysis of nanopores remains challenging. Herein, we introduce a method with increased accuracy in nanopore analysis based on the central limit theorem (CLT). An optimal voltage used in detection is determined from the standard deviations of blockage currents and time constants at various voltage biases. Compared with the conventional data analysis method, blockage signals processed with the CLT result in more concentrated distributions of blockage currents and durations. It allows fitting a Gaussian to the duration histogram and avoids the influence of bin sizes on time constants in duration analysis. The proposed method is further validated by applying it to detect isolated microRNAs with solid-state nanopores. Under the optimal voltage, different nucleic acids present in the isolation process are translocated through the nanopore. By processing the event signals with the CLT, all the nucleic acids including the microRNA are well differentiated. The method proposed here should also be applicable for sensing other biomolecules with the solid-state nanopores.

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http://dx.doi.org/10.1021/acsabm.1c00587DOI Listing

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