Dynamic and Structural Modeling of the Specificity in Protein-DNA Interactions Guided by Binding Assay and Structure Data
Abstract
How transcription factors (TFs) recognize their DNA sequences is often investigated complementarily by high-throughput protein binding assays and by structural biology experiments. The former quantifies the specificity of TF binding sites for numerous DNA sequences, often represented as the position-weight-matrix (PWM). The latter provides mechanistic insights into the interactions via the protein-DNA complex structures. However, these two types of data are not readily integrated. Here, we propose and test a new modeling method that incorporates the PWM with complex structure data. Based on pre-tuned coarse-grained models for proteins and DNAs, we model the specific protein-DNA interactions, PWMcos, in terms of an orientation-dependent potential function, which enables us to perform molecular dynamics simulations at unprecedentedly large scales. We show that the PWMcos model reproduces subtle specificity in the protein-DNA recognition. During the target search in genomic sequences, TF moves on highly rugged landscapes and occasionally flips on DNA depending on the sequence. The TATA-binding protein exhibits two remarkably distinct binding modes, of which frequencies differ between TATA-containing and TATA-less promoters. The PWMcos is general and can be applied to any protein-DNA interactions given their PWMs and complex structure data are available.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- DNA shape complements sequence-based representations of transcription factor binding sites
Peter DeFord, James Taylor·bioRxiv·Jun 17, 2019
- ShapeME: A tool and web front-end for de novo discovery of structural motifs underpinning protein-DNA interactions
Jeremy W. Schroeder, Vivian Ramirez, … Lydia Freddolino·Journal of Molecular BiologyPeer-reviewed·Apr 15, 2026
- Interpretable Protein-DNA Interactions Captured by Structure-Sequence Optimization
Yafan Zhang, Irene Silvernail, … Xingcheng Lin·bioRxiv·May 26, 2024
- DeepPWM-BindingNet: Unleashing Binding Predictionwith Combined Sequence and PWM Features
Sarwan Ali, Prakash Chourasia, Murray Patterson·Communications in computer and information sciencePeer-reviewed·Jan 1, 2025
- Non-specific vs specific DNA binding free energetics of a transcription factor domain protein for target search and recognition
C. Al Masri, B. Wan, J. Yu·bioRxiv·Dec 14, 2022
- A biophysical approach to predicting protein-DNA binding energetics
George Locke, Alexandre V Morozov·GeneticsPeer-reviewed·Aug 1, 2015