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Classification of Epigenetic Biomarkers with Atomically Thin Nanopores.
- Source :
-
The journal of physical chemistry letters [J Phys Chem Lett] 2018 Oct 04; Vol. 9 (19), pp. 5718-5725. Date of Electronic Publication: 2018 Sep 18. - Publication Year :
- 2018
-
Abstract
- We use the electronic properties of 2D solid-state nanopore materials to propose a versatile and generally applicable biosensor technology by using a combination of molecular dynamics, nanoscale device simulations, and statistical signal processing algorithms. As a case study, we explore the classification of three epigenetic biomarkers, the methyl-CpG binding domain 1 (MBD-1), MeCP2, and γ-cyclodextrin, attached to double-stranded DNA to identify regions of hyper- or hypomethylations by utilizing a matched filter. We assess the sensing ability of the nanopore device to identify the biomarkers based on their characteristic electronic current signatures. Such a matched filter-based classifier enables real-time identification of the biomarkers that can be easily implemented on chip. This integration of a sensor with signal processing architectures could pave the way toward the development of a multipurpose technology for early disease detection.
- Subjects :
- Algorithms
Biosensing Techniques
DNA chemistry
Electric Conductivity
Electrochemical Techniques
Methyl CpG Binding Domain
Methyl-CpG-Binding Protein 2 chemistry
Methyl-CpG-Binding Protein 2 metabolism
Molecular Dynamics Simulation
Protein Structure, Tertiary
Semiconductors
gamma-Cyclodextrins chemistry
Biomarkers metabolism
Nanopores
Subjects
Details
- Language :
- English
- ISSN :
- 1948-7185
- Volume :
- 9
- Issue :
- 19
- Database :
- MEDLINE
- Journal :
- The journal of physical chemistry letters
- Publication Type :
- Academic Journal
- Accession number :
- 30226383
- Full Text :
- https://doi.org/10.1021/acs.jpclett.8b02200