ACS OmegaPharmacology & ToxicologyPeer-reviewed journal article
Surface Plasmon Resonance (SPR)-Based Workflow for High-Throughput Discovery of CD28-Targeted Small Molecules
Laura Calvo‐BarreiroiD, Hossam NadaiD, Saurabh UpadhyayiD, Moustafa Tarek GabriD
Abstract
CD28 is a critical costimulatory receptor involved in T cell activation and immune regulation, making it a compelling target for immunomodulatory therapies. Despite its therapeutic relevance, small molecule CD28 inhibitors remain largely underexplored. To address this gap, we developed a high-throughput screening (HTS) workflow using surface plasmon resonance (SPR) to identify novel CD28-targeted small molecules. To our knowledge, this work represents the first SPR-based HTS platform applied to the discovery of small molecules targeting a stimulatory immune checkpoint receptor. A chemical library composed of diverse 1,056 small molecules was screened using a 384-well format. Compounds were evaluated based on level of occupancy (LO), binding response, and dissociation kinetics, resulting in 12 primary hits (1.14% hit rate). Follow-up dose-response SPR screening confirmed micromolar-range affinities for three compounds. Molecular docking and 100 ns molecular dynamics (MD) simulations of the top hit, DDS5, revealed a stable complex with CD28, maintained by hydrogen bonding and a persistent interaction with Phe93. Functional validation using a competitive ELISA confirmed that DDS5 inhibited the CD28-CD80 interaction. These results demonstrate that our SPR-based HTS platform is a robust and efficient strategy for discovering CD28-targeted small molecules. The integration of computational evaluation and orthogonal validation further underscores the potential of DDS5 as an early-stage immunomodulatory agent.
- Citations
- 10
- FWCI
- 5.17
- Field percentile
- top 4%
Reproducibility 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
- TRIC-Based High-Throughput Screening Enables the Discovery of Small Molecule CD28 Binders
Laura Calvo‐Barreiro, Moustafa Tarek Gabr·bioRxiv·May 27, 2025
- An Integrated Biophysical Fragment Screening Approach Identifies Novel Binders of the CD28 Immune Receptor
Laura Calvo‐Barreiro, Hossam Nada, Moustafa Tarek Gabr·Biochemistry and Biophysics ReportsPeer-reviewed·Mar 7, 2026
- Discovery of CD28-Targeted Small Molecule Inhibitors of T Cell Co-stimulation Using Affinity Selection-Mass Spectrometry (AS-MS) and Ex Vivo Validation
Saurabh Upadhyay, Sung‐Woo Cho, … Moustafa Tarek Gabr·Journal of Medicinal ChemistryPeer-reviewed·Nov 21, 2025
- AI-Enforced Ultra-Large Virtual Screening Discovers Potent CD28 Binders
Saurabh Upadhyay, Michele Roggia, … Moustafa Tarek Gabr·Journal of Chemical Information and ModelingPeer-reviewed·Jun 11, 2026
- Structure-Guided Optimization and Functional Characterization of Small Molecule Antagonists Targeting CD28 Costimulation
Saurabh Upadhyay, Hossam Nada, … Moustafa Tarek Gabr·bioRxiv·Oct 6, 2025
- Small Molecule-Based Blockade of CD28 Suppresses T Cell Costimulation Across Cellular and Mucosal Co-culture Models
Saurabh Upadhyay, Valerij Talagayev, … Moustafa Tarek Gabr·bioRxiv·Jul 16, 2025