CS-Annotate: A Tool for Using NMR Chemical Shifts to Annotate RNA Structure

J Chem Inf Model. 2021 Apr 26;61(4):1545-1549. doi: 10.1021/acs.jcim.1c00006. Epub 2021 Apr 2.

Abstract

Here, we introduce CS-Annotate, a tool that uses assigned NMR chemical shifts to annotate structural features in RNA. At its core, CS-Annotate is a deployment of a multitask deep learning model that simultaneously classifies the solvent exposure, base-stacking and -pairing status, and conformation of individual RNA residues from their chemical shift fingerprint. Here, we briefly describe how we trained and tested the classifier and demonstrate its application to a model RNA system. CS-Annotate can be accessed via the SMALTR (Structure-based MAchine Learning Tools for RNA) Science Gateway (smaltr.org).

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Machine Learning
  • Magnetic Resonance Imaging*
  • Magnetic Resonance Spectroscopy
  • Nucleic Acid Conformation
  • RNA*

Substances

  • RNA