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Machine learning shows torsion angle preferences in left-handed and right-handed quadruplex DNAs.

Authors :
Li K
Yatsunyk LA
Neidle S
Source :
Biophysical journal [Biophys J] 2022 Dec 20; Vol. 121 (24), pp. 4874-4881. Date of Electronic Publication: 2022 Aug 22.
Publication Year :
2022

Abstract

Left-handed G quadruplexes (LHG4) have been recently discovered as a new class of G quadruplexes. The biological functions of LHG4s are still unknown, but they share a striking resemblance to Z-DNA in their helicity and jagged phosphate backbone. To further understand structural features of the LHG4s that define their left handedness, we have employed human-interpretable machine-learning methods to classify right- and left-handed G4s purely based on torsional angle analysis. Our results reveal the importance of the α, β, δ, and χ angles in left-handed structuring across both Z-DNAs and LHG4s. Our analysis may serve as the first step to understanding the conditions of formation for LHG4s and their potential biological relevance.<br />Competing Interests: Declaration of interests The authors declare no competing interests.<br /> (Copyright © 2022 Biophysical Society. Published by Elsevier Inc. All rights reserved.)

Details

Language :
English
ISSN :
1542-0086
Volume :
121
Issue :
24
Database :
MEDLINE
Journal :
Biophysical journal
Publication Type :
Academic Journal
Accession number :
35999813
Full Text :
https://doi.org/10.1016/j.bpj.2022.08.021