MP-RNA: Unleashing Multi-species RNA Foundation Model via Calibrated Secondary Structure Prediction

H Yang, K Li - Findings of the Association for Computational …, 2024 - aclanthology.org
RNA foundation models (FMs) have been extensively used to interpret genomic sequences
and address a wide range of in-silico genomic tasks. However, current RNA FMs often …

OmniGenome: Aligning RNA Sequences with Secondary Structures in Genomic Foundation Models

H Yang, K Li - arxiv preprint arxiv:2407.11242, 2024 - arxiv.org
The alignment between RNA sequences and structures in foundation models (FMs) has yet
to be thoroughly investigated. Existing FMs have struggled to establish sequence-structure …

KinPFN: Bayesian Approximation of RNA Folding Kinetics using Prior-Data Fitted Networks

D Scheuer, F Runge, JKH Franke, MT Wolfinger… - bioRxiv, 2024 - biorxiv.org
RNA is a dynamic biomolecule crucial for cellular regulation, with its function largely
determined by its folding into complex structures, while misfolding can lead to multifaceted …

RNACG: A Universal RNA Sequence Conditional Generation model based on Flow-Matching

L Gao, ZJ Lu - arxiv preprint arxiv:2407.19838, 2024 - arxiv.org
RNA plays a crucial role in diverse life processes. In contrast to the rapid advancement of
protein design methods, the work related to RNA is more demanding. Most current RNA …

Old dog, new tricks: Exact seeding strategy improves RNA design performances

T Boury, L Sidl, IL Hofacker, Y Ponty, HT Yao - 2024 - hal.science
The Inverse Folding problem involves identifying RNA sequences that adopt a target
structure with respect to free-energy minimization, ie preferential to all alternative structures …

[PDF][PDF] Secondary-Structure-Informed RNA Inverse Design via Relational Graph Neural Networks

A Manzourolajdad, M Mohebbi - 2024 - preprints.org
RNA inverse design is an essential part of many RNA therapeutics strategies. To date, there
have been great advances in the computationally-driven RNA design. Current machine …