Systematic Evolution of High-affinity ssDNA Sequence to Carbon Nanotube

12 October 2023, Version 1
This content is a preprint and has not undergone peer review at the time of posting.

Abstract

Single-walled carbon nanotubes (SWCNTs) have gained significant interest for their potential in biomedicine and nanoelectronics; particularly, the functionalization of SWCNTs with single-stranded DNA (ssDNA) enables precise control of SWCNT alignment and the development of optical and electronic biosensors. Our study addresses gaps in understanding by employing high-throughput systematic evolution, enriching high-affinity ssDNA sequences from a vast random library. We identify specific base compositions and patterns that govern the binding affinity between ssDNA and SWCNTs. Molecular dynamics simulation validates the stable ssDNA conformation on SWCNT and reveal the pivotal role of hydrogen bonds in this interaction. Additionally, we demonstrate machine learning's capacity to accurately distinguish high-affinity ssDNA sequences, providing an accessible model on a dedicated webpage (http://service.k-medai.com/ssdna4cnt). These findings open new avenues for high-affinity ssDNA-SWCNT constructs for enduring and sensitive molecular detection across diverse scientific disciplines.

Keywords

single-walled carbon nanotube

Supplementary materials

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Description
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Title
SI_Systematic Evolution of High Affinity ssDNA Sequences to Carbon Nanotubes
Description
The evolution data set of DNA sequences, example of distribution of ATGC composition, and displacement time constant data set for 47 sequences, and MSD plot in MD simulation and performance of five machine learning models for prediction ssDNA binding affinity
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Supplementary Movie 1_U6R-40
Description
Trajectory of U6R-40 ssDNA on SWCNT surface for 200 ns of the simulation
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Supplementary Movie 2_U6R-12
Description
Trajectory of U6R-12 ssDNA on SWCNT surface for 200 ns of the simulation
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Supplementary Movie 3_U6R-06
Description
Trajectory of U6R-06 ssDNA on SWCNT surface for 200 ns of the simulation
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Supplementary Movie 4_U6R-18
Description
Trajectory of U6R-18 ssDNA on SWCNT surface for 200 ns of the simulation
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