<i>De novo</i> design of proteinaceous binders targeting the <scp>LEDGF</scp> <scp>PWWP</scp> domain

Lens epithelium-derived growth factor p75 (LEDGF/p75) is a chromatin reader that recognizes di- or trimethylated Lys36 of histone H3 (H3K36me2/3)-modified nucleosomes and is implicated in diverse diseases, including cancer and human immunodeficiency virus (HIV) infection. Inhibiting the interaction between the Pro-Trp-Trp-Pro (PWWP) domain of LEDGF and chromatin through a small-molecule drug presents an attractive therapeutic opportunity, but the compounds developed to date bind entirely within the small H3K36me2/3 pocket and achieve only modest affinity. Here, we report de novo computational design and structural validation of proteinaceous binders that engage both this canonical pocket and adjacent DNA-interacting surfaces of the PWWP domain. Using a hotspot-driven workflow integrating RFdiffusion, ProteinMPNN, AlphaFold, molecular dynamics simulations and manual structural assessment, we generated four protein designs that were subjected to experimental validation. Biophysical analysis confirmed that one designed binder had a low-micromolar affinity for the LEDGF PWWP domain. Another designed binder revealed unexpected homodimerization which apparently interfered with its binding to the target in solution. Nevertheless, this binder could be co-crystallized with the PWWP domain. The resulting atomic structure at 2.1 Å resolution confirms correct engagement of the intended binding interface. This crystal structure enabled the construction of an expanded pharmacophore model that can instruct the design of next-generation small-molecule or peptide-based inhibitors targeting the LEDGF PWWP domain and related epigenetic readers. These results demonstrate that modern in silico design pipelines can directly yield functional proteinaceous binders without the need for additional experimental screening using phage display or related technologies.

Authors

Institutions

Publication Details

Journal
Protein Science
Published
2026-07-23
DOI
https://doi.org/10.1002/pro.70726
Primary Topic
Genomics and Chromatin Dynamics
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

De novo design of proteinaceous binders targeting the LEDGF PWWP domain

Václav Veverka, Sergei V. Strelkov, Steven Beelen, Dominique Schols et al.
Protein Science
Genomics and Chromatin Dynamics
article

De novo design of proteinaceous binders targeting the LEDGF PWWP domain

Václav Veverka, Sergei V. Strelkov, Steven Beelen, Dominique Schols, Josef Houser, J Delepine, Jitka Holková, Sam Noppen, Matúš Drexler, Thibault Vantieghem
article en

Abstract

Lens epithelium-derived growth factor p75 (LEDGF/p75) is a chromatin reader that recognizes di- or trimethylated Lys36 of histone H3 (H3K36me2/3)-modified nucleosomes and is implicated in diverse diseases, including cancer and human immunodeficiency virus (HIV) infection. Inhibiting the interaction between the Pro-Trp-Trp-Pro (PWWP) domain of LEDGF and chromatin through a small-molecule drug presents an attractive therapeutic opportunity, but the compounds developed to date bind entirely within the small H3K36me2/3 pocket and achieve only modest affinity. Here, we report de novo computational design and structural validation of proteinaceous binders that engage both this canonical pocket and adjacent DNA-interacting surfaces of the PWWP domain. Using a hotspot-driven workflow integrating RFdiffusion, ProteinMPNN, AlphaFold, molecular dynamics simulations and manual structural assessment, we generated four protein designs that were subjected to experimental validation. Biophysical analysis confirmed that one designed binder had a low-micromolar affinity for the LEDGF PWWP domain. Another designed binder revealed unexpected homodimerization which apparently interfered with its binding to the target in solution. Nevertheless, this binder could be co-crystallized with the PWWP domain. The resulting atomic structure at 2.1 Å resolution confirms correct engagement of the intended binding interface. This crystal structure enabled the construction of an expanded pharmacophore model that can instruct the design of next-generation small-molecule or peptide-based inhibitors targeting the LEDGF PWWP domain and related epigenetic readers. These results demonstrate that modern in silico design pipelines can directly yield functional proteinaceous binders without the need for additional experimental screening using phage display or related technologies.

Protein ScienceVol. 35(8)
Central European Institute of Technology (CZ), Charles University (CZ), Masaryk University (CZ), Rega Institute for Medical Research (BE), Central European Institute of Technology – Masaryk University (CZ), Czech Academy of Sciences, Institute of Organic Chemistry and Biochemistry (CZ), KU Leuven (BE)
Grantová Agentura České Republiky, Fonds Wetenschappelijk Onderzoek, KU Leuven
Openalex Percentile: Top 15%
Genomics and Chromatin Dynamics
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.