Biology subjects

Kwon, P.

Publications and source records attributed to Kwon, P..

3 recordsLinked to original sources

bioRxiv2026

Generative design of sequence specific DNA binding proteins

De novo protein design has advanced rapidly in recent years, yet the programmable recognition of specific DNA sequences remains a longstanding challenge. Here we describe a deep learning based approach for designing sequence selective DNA binding proteins. Our method combines structure generation using RFdiffusion3 with explicit screening against off-target interactions using AlphaFold3. We test this approach by generating 96 designs for each of 15 diverse DNA targets and identify specific binders for 7 targets, representing a ~100-fold improvement in success rates over previous approaches. We further characterize the binding landscape using variant competition assays and randomized library screening, revealing robust sequence discrimination across diverse targets. Together, these results represent a significant step forward in de novo sequence specific DNA binder design.

synthetic biology↗

bioRxiv2025

Kinetics of de novo Bone and Bone Marrow Niche Formation with Hybrid Click Cryogels

Successful hematopoietic stem cell transplantation (HSCT) critically depends on efficient T cell recovery, which is limited by compromised bone marrow niches following irradiation. While various factors influence the regeneration of bone and bone marrow niches, the dynamics of this process remain elusive. Here, we explore the kinetics of de novo bone and bone marrow development under varying BMP-2 doses, host immune status, and biological sex, using a cryogel of covalently crosslinked alginate and gelatin releasing BMP-2. Bone formation was monitored by ultrasonography and microcomputed tomography (microCT) analysis, while histological analysis provided insights into the relation between mineralized tissue and bone marrow formation. Bone developed within 2-4 weeks, resulting in cortical bone around the cryogels, and a trabecular bone network with hematopoietic tissue within the cryogels. Higher BMP-2 doses significantly accelerated mineralization kinetics and doubled the resident hematopoietic stem cell population. Notably, immunocompromised status delayed niche development by two weeks and reduced hematopoietic stem cells fourfold. We also found that female mice exhibited enhanced niche formation compared to males under the identical conditions. These findings provide insights into the factors that govern the spatiotemporal regulation of bone and bone marrow niche development and establish this hybrid click cryogel system as a promising platform for improving T cell reconstitution in HSCT patients.

bioengineering↗

bioRxiv2024

Controlling semiconductor growth with structured de novo protein interfaces

Protein design now enables the precise arrangement of atoms on the nanometer length scales of inorganic crystal nuclei, opening up the possibility of templating the growth of metal oxides including semiconductors. We designed proteins presenting regularly repeating interfaces containing functional groups that organize ions and water molecules, and characterized their ability to bind to and template metal oxides. Two interfaces promoted the growth of hematite under conditions that otherwise resulted in the formation of magnetite. Three interfaces promoted ZnO nucleation under conditions where traditional ZnO-binding peptides and control proteins were ineffective. Designed cyclic assemblies with these ZnO nucleating interfaces lining interior cavities promoted ZnO growth within the cavity. CryoEM analysis of a designed octahedral nanocage revealed atomic density likely corresponding to the growing ZnO directly adjacent to the designed nucleation promoting interfaces. These findings demonstrate that designed proteins can direct the formation of metal oxides not observed in biological systems, opening the door to protein-semiconductor hybrid materials. One Sentence SummaryWe describe the design of structured protein interfaces that bind to, promote, and localize the growth of zinc oxide and hematite, inorganic materials which are not found in biological systems.

bioengineering↗