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Brain shuttle peptides: From permeability assay toolbox to data-driven discovery
Nikolina Mohović1, Marko Njirjak2, Ena Dražić2
1Faculty of Biotechnology and Drug Development, University of Rijeka, Rijeka, Croatia.
Peptides show promise for brain drug delivery by crossing the blood-brain barrier (BBB). Researchers can use various in vitro and in vivo models, alongside machine learning, to study peptide transport and distribution for central nervous system (CNS) therapies.
Area of Science:
- Neuroscience
- Pharmacology
- Biotechnology
Background:
- The blood-brain barrier (BBB) protects the central nervous system (CNS) but hinders drug delivery.
- Peptides offer potential as brain shuttles due to their transport capabilities.
Purpose of the Study:
- To review models for assessing peptide transport across the BBB.
- To guide researchers in selecting tools for studying peptide shuttles and brain distribution.
Main Methods:
- Overview of in vitro models (artificial membranes, BBB-on-a-chip) and in vivo models (brain perfusion, molecular imaging).
- Discussion of mass-based quantification techniques.
- Highlighting the role of machine learning in identifying BBB-crossing peptides.
Main Results:
- Various models can assess BBB permeability, transport mechanisms, and peptide distribution.
- Machine learning is increasingly used to predict peptide BBB potential.
Conclusions:
- Appropriate selection and combination of models are crucial for studying peptide BBB transport.
- This chapter provides methodological guidance for researchers in the field.
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