Jul 2026· Protein Science· Vol 35· 0 citations· 47 references
Medicine
TL;DR
Today's in silico design pipelines can directly yield functional proteinaceous binders without the need for additional experimental screening using phage display or related technologies, and 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.
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.
It is demonstrated that KLHDC2 can accommodate non-carboxylate scaffolds and expands the chemical space for developing KLHDC2-based targeted protein degradation strategies and expands the chemical space for developing KLHDC2-based targeted protein degradation strategies.
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The results support that de novo design of small, site-specific protein probes for an underserved disease target is achievable using free, publicly available computational tools and minimal resources, pointing to a greater role for the public and amateur scientists to contribute to biotechnological advancement.
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