Geometric deep learning of RNA structure

RJL Townshend, S Eismann, AM Watkins, R Rangan… - Science, 2021 - science.org
RNA molecules adopt three-dimensional structures that are critical to their function and of
interest in drug discovery. Few RNA structures are known, however, and predicting them …

Advances in RNA 3D structure modeling using experimental data

B Li, Y Cao, E Westhof, Z Miao - Frontiers in genetics, 2020 - frontiersin.org
RNA is a unique bio-macromolecule that can both record genetic information and perform
biological functions in a variety of molecular processes, including transcription, splicing …

trRosettaRNA: automated prediction of RNA 3D structure with transformer network

W Wang, C Feng, R Han, Z Wang, L Ye, Z Du… - Nature …, 2023 - nature.com
RNA 3D structure prediction is a long-standing challenge. Inspired by the recent
breakthrough in protein structure prediction, we developed trRosettaRNA, an automated …

RNA sample optimization for cryo-EM analysis

X Chen, L Wang, J **e, JS Nowak, B Luo, C Zhang… - Nature …, 2024 - nature.com
RNAs play critical roles in most biological processes. Although the three-dimensional (3D)
structures of RNAs primarily determine their functions, it remains challenging to …

When will RNA get its AlphaFold moment?

B Schneider, BA Sweeney, A Bateman… - Nucleic Acids …, 2023 - academic.oup.com
The protein structure prediction problem has been solved for many types of proteins by
AlphaFold. Recently, there has been considerable excitement to build off the success of …

Assessment of three‐dimensional RNA structure prediction in CASP15

R Das, RC Kretsch, AJ Simpkin… - Proteins: Structure …, 2023 - Wiley Online Library
The prediction of RNA three‐dimensional structures remains an unsolved problem. Here, we
report assessments of RNA structure predictions in CASP15, the first CASP exercise that …

FARFAR2: improved de novo rosetta prediction of complex global RNA folds

AM Watkins, R Rangan, R Das - Structure, 2020 - cell.com
Predicting RNA three-dimensional structures from sequence could accelerate
understanding of the growing number of RNA molecules being discovered across biology …

Accurate RNA 3D structure prediction using a language model-based deep learning approach

T Shen, Z Hu, S Sun, D Liu, F Wong, J Wang, J Chen… - Nature …, 2024 - nature.com
Accurate prediction of RNA three-dimensional (3D) structures remains an unsolved
challenge. Determining RNA 3D structures is crucial for understanding their functions and …

Integrating end-to-end learning with deep geometrical potentials for ab initio RNA structure prediction

Y Li, C Zhang, C Feng, R Pearce… - Nature …, 2023 - nature.com
RNAs are fundamental in living cells and perform critical functions determined by their
tertiary architectures. However, accurate modeling of 3D RNA structure remains a …

Deep learning models for RNA secondary structure prediction (probably) do not generalize across families

M Szikszai, M Wise, A Datta, M Ward… - …, 2022 - academic.oup.com
Motivation The secondary structure of RNA is of importance to its function. Over the last few
years, several papers attempted to use machine learning to improve de novo RNA …