
Multifunctional Agents Targeting Microtubules
Project goal
A concise in silico workflow was used to design, synthesize, and validate small molecules that disrupt microtubule dynamics, induce G2/M cell cycle arrest, and demonstrate enhanced efficacy in vitro and in vivo compared to osimertinib in a zebrafish GBM model.
Description of Activities (Stages)
- 1.
Preparation of Candidate Library: Constructed an initial library of fragments and starting compounds, incorporating known binding motifs for microtubule binding sites.
- 2.
In Situ Fragment Growing: Employed fragment-growing techniques to expand initial scaffolds and assess fit within the target microtubule binding pocket.
- 3.
Generative Conformer Algorithm: Used generative algorithms to propose molecular conformers optimized for binding to the microtubule structure.
- 4.
Scoring Function Development: Applied a custom scoring function to evaluate candidate interactions with the binding site and predicted impact on microtubule dynamics.
- 5.
In Silico Studies: Conducted computational modeling and simulations to pre-select promising candidates without explicit docking.
- 6.
In Vitro Validation: Performed biological assays on U-251 glioblastoma cell lines to assess G2/M phase arrest, microtubule disruption, and cytotoxicity measurements.
- 7.
In Vivo Tests (Zebrafish GBM Xenograft Model): Established the model by xenografting U-251 cells into zebrafish and evaluated therapeutic efficacy by comparing three lead compounds to Osimertinib, analyzing survival rates and tumor size reduction.
- 8.
Results Analysis: Compared LC50 values for test compounds (2.913 µM, 3.538 µM, 3.614 µM) versus Osimertinib (10.72 µM) and selected three top candidates based on potency and safety.
- 9.
Workflow Validation: Confirmed that in silico predictions correlated with in vitro and in vivo outcomes, validating the design approach.
Resources used
Data
Proprietary dataset (~10 GB) containing ligand structures, results, and prior test data. Software and Algorithms: Tools for conformer generation, computational modeling packages, and custom scoring scripts.
Computational Infrastructure
Single PC (20 cores, 32 GB).
In Vitro Confirmation
In vitro assays on U-251 cell lines confirmed compound activity, showing G2/M phase arrest and microtubule dynamics disruption and in vivo – GBM xenograft.
Publication status
The manuscript is currently in peer-review process.

