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Machine learning shows torsion angle preferences in left-handed and right-handed quadruplex DNAs.
- 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.)
- Subjects :
- Humans
DNA genetics
DNA chemistry
DNA, B-Form
G-Quadruplexes
Subjects
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