Deep learning methods for proteome-scale interaction prediction

MS Yoon, B Bae, K Kim, H Park, M Baek - Current Opinion in Structural …, 2025 - Elsevier
Proteome-scale interaction prediction is essential for understanding protein functions and
disease mechanisms. Traditional experimental methods are often limited by scale and …

Selecting genes for analysis using historically contingent progress: from RNA changes to protein–protein interactions

F Lalit, AM Jose - Nucleic Acids Research, 2025 - academic.oup.com
Progress in biology has generated numerous lists of genes that share some property. But
advancing from these lists of genes to understanding their roles is slow and unsystematic …

Prediction and discovery of protein-protein direct interactions and stable complexes based on gene co-expression and co-evolution

P Miglionico, LA Nemati Fard, CJ Gloeckner… - bioRxiv, 2024 - biorxiv.org
In this study we employed a data-driven approach to explore the evolutionary and genetic
determinants of protein direct interactions and stable complex formation in the human …

DprA recruits ComM to facilitate recombination during natural transformation in Gram-negative bacteria

TN Dalia, M Machouri, C Lacrouts, Y Fauconnet… - bioRxiv, 2024 - biorxiv.org
Natural transformation (NT) represents one of the major modes of horizontal gene transfer in
bacterial species. During NT, cells can take up free DNA from the environment and integrate …

Reliable prediction of protein-protein binding affinity changes upon mutations with Pythia-PPI

F Tao, J Sun, B Wu, GF Gao - bioRxiv, 2024 - biorxiv.org
Protein-protein interactions are essential for numerous biological functions, and predicting
binding affinity changes caused by mutations is crucial for understanding the impact of …

PPIFold: A Tool for Analysis of Protein-Protein Interaction from AlphaPullDown

Q Rouger, E Giudice, DF Meyer, K Mace - bioRxiv, 2025 - biorxiv.org
Protein structure and protein-protein interaction (PPI) predictions based on coevolution have
transformed structural biology, but managing pre-processing and post-processing can be …