Next Article in Journal
Role of Annexin 7 (ANXA7) as a Tumor Suppressor and a Regulator of Drug Resistance in Thyroid Cancer
Next Article in Special Issue
Enhancing HCV NS3 Inhibitor Classification with Optimized Molecular Fingerprints Using Random Forest
Previous Article in Journal
Carotenoid Cleavage Dioxygenase Gene CCD4 Enhances Tanshinone Accumulation and Drought Resistance in Salvia miltiorrhiza
Previous Article in Special Issue
Drug Discovery in the Age of Artificial Intelligence: Transformative Target-Based Approaches
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Discovery of a Small Molecule with an Inhibitory Role for RAB11

1
Renal Division, Department of Medicine, Faculty of Medicine, Medical Center, University of Freiburg, Hugstetter Strasse 55, 79106 Freiburg, Germany
2
Atomwise Inc., 250 Sutter St #650, San Francisco, CA 94108, USA
3
Italian Institute for Genomic Medicine, Str. Prov. le 142, km 3.95, 10060 Candiolo, Turin, Italy
4
Department of Mechanical and Aerospace Engineering, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Turin, Turin, Italy
5
CIBSS—Centre for Integrative Biological Signalling Studies, 79104 Freiburg, Germany
6
Candiolo Cancer Institute, FPO-IRCCS, 10060 Candiolo, Turin, Italy
*
Author to whom correspondence should be addressed.
Int. J. Mol. Sci. 2024, 25(23), 13224; https://doi.org/10.3390/ijms252313224
Submission received: 7 November 2024 / Revised: 27 November 2024 / Accepted: 3 December 2024 / Published: 9 December 2024
(This article belongs to the Special Issue Techniques and Strategies in Drug Design and Discovery, 2nd Edition)

Abstract

RAB11, a pivotal RabGTPase, regulates essential cellular processes such as endocytic recycling, exocytosis, and autophagy. The protein was implicated in various human diseases, including cancer, neurodegenerative disorders, viral infections, and podocytopathies. However, a small-molecular inhibitor is lacking. The complexity and workload associated with potential assays make conducting large-scale screening for RAB11 challenging. We employed a tiered approach for drug discovery, utilizing deep learning-based computational screening to preselect compounds targeting a specific pocket of RAB11 protein with experimental validation by an in vitro platform reflecting RAB11 activity through the exocytosis of GFP. Further validation included the exposure of Drosophila by drug feeding. In silico pre-screening identified 94 candidates, of which 9 were confirmed using our in vitro platform for Rab11 activity. Focusing on compounds with high potency, we assessed autophagy, which independently requires RAB11, and validated three of these compounds. We further analyzed the dose–response relationship, observing a biphasic, potentially hormetic effect. Two candidate compounds specifically caused a shift in Rab11 vesicles to the cell periphery, without significant impact on Rab5 or Rab7. Drosophila larvae exposed to another candidate compound with predicted oral bioavailability exhibited minimal toxicity, subcellular dispersal of endogenous Rab11, and a decrease in RAB11-dependent nephrocyte function, further supporting an inhibitory role. Taken together, the combination of computational screening and experimental validation allowed the identification of small molecules that modify the function of Rab11. This discovery may further open avenues for treating RAB11-associated disorders.
Keywords: Rab11; endocytosis; drug discovery; high-throughput screening; virtual screening; machine learning; Drosophila nephrocytes Rab11; endocytosis; drug discovery; high-throughput screening; virtual screening; machine learning; Drosophila nephrocytes

Share and Cite

MDPI and ACS Style

Lempicki, C.; Milosavljevic, J.; Laggner, C.; Tealdi, S.; Meyer, C.; Walz, G.; Lang, K.; Campa, C.C.; Hermle, T. Discovery of a Small Molecule with an Inhibitory Role for RAB11. Int. J. Mol. Sci. 2024, 25, 13224. https://doi.org/10.3390/ijms252313224

AMA Style

Lempicki C, Milosavljevic J, Laggner C, Tealdi S, Meyer C, Walz G, Lang K, Campa CC, Hermle T. Discovery of a Small Molecule with an Inhibitory Role for RAB11. International Journal of Molecular Sciences. 2024; 25(23):13224. https://doi.org/10.3390/ijms252313224

Chicago/Turabian Style

Lempicki, Camille, Julian Milosavljevic, Christian Laggner, Simone Tealdi, Charlotte Meyer, Gerd Walz, Konrad Lang, Carlo Cosimo Campa, and Tobias Hermle. 2024. "Discovery of a Small Molecule with an Inhibitory Role for RAB11" International Journal of Molecular Sciences 25, no. 23: 13224. https://doi.org/10.3390/ijms252313224

APA Style

Lempicki, C., Milosavljevic, J., Laggner, C., Tealdi, S., Meyer, C., Walz, G., Lang, K., Campa, C. C., & Hermle, T. (2024). Discovery of a Small Molecule with an Inhibitory Role for RAB11. International Journal of Molecular Sciences, 25(23), 13224. https://doi.org/10.3390/ijms252313224

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop