This work proposes Seq2Contact, a novel method to predict the protein-NA binding at a single nucleotide (DNA) and single amino acid (Protein) level, which is computationally more efficient, with up to 80% less memory cost and more than 90% less inference time.
Protein-RNA interactions play a central role in many cellular processes, such as gene regulation, protein synthesis and viral infections. Although a few thousand protein-RNA complexes have been structurally characterized, they represent only a small fraction of all interactions. This lack of experimental data limits th...
By integrating structure selection with binding-preference inference, PRIS provides an efficient framework for large-scale RNA library screening and aptamer design.
Yi-Hao Zhao, Jing Han, Ji-Ke Wang et al.· bioRxiv· 0 citations
It is demonstrated that attention-based protein language models can accurately identify nucleic acid-binding proteins directly from sequence data and reveal biologically meaningful sequence determinants of binding, establishing an interpretable and scalable framework for proteome-wide characterization of protein–nuclei...
Hanjin Kim, Sung-Gwon Lee, Joo-Seong Oh et al.· Bioinformatics Advances· 0 citations
ProRB is introduced, a unified sequence-based framework that jointly estimates protein–RNA binding affinity, predicts binding interfaces in proteins and RNAs, and generates protein-binding RNA sequences from protein sequences that provides a scalable unified model for decoding the protein–RNA interaction and engineerin...
Specific recognition between proteins and DNA governs essential cellular functions, yet the binding specificity of most DNA-binding proteins (DBPs) remains experimentally uncharacterized and high-throughput experimental methods still lag far behind the ever-growing protein data set. Here, we present 3M-BSIP (3-modal...
These approaches improve generalisability, reduce reliance on deep evolutionary information, and enable proteome-scale prediction of RNA-binding residues, providing a route to map and interpret the molecular logic of protein-RNA interactions.
Rozeena Arif, Alfredo Castello· Current Opinion in Structura...· 0 citations
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