Literature DB >> 30601669

Wavelet Denoising of High-Bandwidth Nanopore and Ion-Channel Signals.

Siddharth Shekar, Chen-Chi Chien1, Andreas Hartel, Peijie Ong, Oliver B Clarke2, Andrew Marks2, Marija Drndic1, Kenneth L Shepard.   

Abstract

Recent work has pushed the noise-limited bandwidths of solid-state nanopore conductance recordings to more than 5 MHz and of ion channel conductance recordings to more than 500 kHz through the use of integrated complementary metal-oxide-semiconductor (CMOS) integrated circuits. Despite the spectral spread of the pulse-like signals that characterize these recordings when a sinusoidal basis is employed, Bessel filters are commonly used to denoise these signals to acceptable signal-to-noise ratios (SNRs) at the cost of losing many of the faster temporal features. Here, we report improvements to the SNR that can be achieved using wavelet denoising instead of Bessel filtering. When combined with state-of-the-art high-bandwidth CMOS recording instrumentation, we can reduce baseline noise levels by over a factor of 4 compared to a 2.5 MHz Bessel filter while retaining transient properties in the signal comparable to this filter bandwidth. Similarly, for ion-channel recordings, we achieve a temporal response better than a 100 kHz Bessel filter with a noise level comparable to that achievable with a 25 kHz Bessel filter. Improvements in SNR can be used to achieve robust statistical analyses of these recordings, which may provide important insights into nanopore translocation dynamics and mechanisms of ion-channel function.

Entities:  

Keywords:  CMOS; Nanopore; SNR; denoise; ion channel; wavelet

Mesh:

Substances:

Year:  2019        PMID: 30601669      PMCID: PMC6904930          DOI: 10.1021/acs.nanolett.8b04388

Source DB:  PubMed          Journal:  Nano Lett        ISSN: 1530-6984            Impact factor:   11.189


  41 in total

1.  Applying hidden Markov models to the analysis of single ion channel activity.

Authors:  L Venkataramanan; F J Sigworth
Journal:  Biophys J       Date:  2002-04       Impact factor: 4.033

2.  DNA base-calling from a nanopore using a Viterbi algorithm.

Authors:  Winston Timp; Jeffrey Comer; Aleksei Aksimentiev
Journal:  Biophys J       Date:  2012-05-15       Impact factor: 4.033

3.  Observing Changes in the Structure and Oligomerization State of a Helical Protein Dimer Using Solid-State Nanopores.

Authors:  David J Niedzwiecki; Christopher J Lanci; Gabriel Shemer; Phillip S Cheng; Jeffery G Saven; Marija Drndić
Journal:  ACS Nano       Date:  2015-08-17       Impact factor: 15.881

4.  Temporal resolution of nanopore sensor recordings.

Authors:  Jacob K Rosenstein; Kenneth L Shepard
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2013

5.  Scaling behaviour of heartbeat intervals obtained by wavelet-based time-series analysis.

Authors:  P C Ivanov; M G Rosenblum; C K Peng; J Mietus; S Havlin; H E Stanley; A L Goldberger
Journal:  Nature       Date:  1996-09-26       Impact factor: 49.962

6.  Origins and consequences of velocity fluctuations during DNA passage through a nanopore.

Authors:  Bo Lu; Fernando Albertorio; David P Hoogerheide; Jene A Golovchenko
Journal:  Biophys J       Date:  2011-07-06       Impact factor: 4.033

7.  Statistical inference for nanopore sequencing with a biased random walk model.

Authors:  Kevin J Emmett; Jacob K Rosenstein; Jan-Willem van de Meent; Ken L Shepard; Chris H Wiggins
Journal:  Biophys J       Date:  2015-04-21       Impact factor: 4.033

8.  A New Wavelet Denoising Method for Selecting Decomposition Levels and Noise Thresholds.

Authors:  Madhur Srivastava; C Lindsay Anderson; Jack H Freed
Journal:  IEEE Access       Date:  2016-07-07       Impact factor: 3.367

Review 9.  Nanopores: A journey towards DNA sequencing.

Authors:  Meni Wanunu
Journal:  Phys Life Rev       Date:  2012-05-18       Impact factor: 11.025

10.  Fabrication of Subnanometer-Precision Nanopores in Hexagonal Boron Nitride.

Authors:  S Matt Gilbert; Gabriel Dunn; Amin Azizi; Thang Pham; Brian Shevitski; Edgar Dimitrov; Stanley Liu; Shaul Aloni; Alex Zettl
Journal:  Sci Rep       Date:  2017-11-08       Impact factor: 4.379

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  2 in total

1.  Single-Stranded DNA Translocation Recordings through Solid-State Nanopores on Glass Chips at 10 MHz Measurement Bandwidth.

Authors:  Chen-Chi Chien; Siddharth Shekar; David J Niedzwiecki; Kenneth L Shepard; Marija Drndić
Journal:  ACS Nano       Date:  2019-09-03       Impact factor: 15.881

2.  The OpenPicoAmp-100k: an open-source high-performance amplifier for single channel recording in planar lipid bilayers.

Authors:  Vadim Shlyonsky; David Gall
Journal:  Pflugers Arch       Date:  2019-10-26       Impact factor: 3.657

  2 in total

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