Module 12: Functional Annotation and Synapse Typing
Explore how functional roles of synapses and neurons are assigned through morphology and location.
π§° Synapse Features and Functions
Different synapse types can be inferred from structural features such as size, vesicle count, and shape. This section introduces inhibitory vs. excitatory markers.
- Pre- and post-synaptic structures
- Active zone characteristics
- Neurotransmitter vesicle morphologies
π€ΈοΈββοΈ Cell Type and Functional Mapping
Neuronal identity and location help interpret the roles of different synapses in a network.
- Inferred excitatory/inhibitory types
- Comparison with known circuit motifs
- Labeling by functional markers
π COMPASS Integration
- Knowledge: Neuroanatomy, cell types, neurotransmission
- Skills: Functional labeling, inference from structure
- Character: Curiosity, attention to biological meaning
- Meta-Learning: Bridging structure and function iteratively
π References & Resources
- Harris & Weinberg, 2012. Ultrastructure of synapses. Brain Res.
- Scheffer et al., 2020. A connectome and analysis of the adult Drosophila central brain. eLife.
- Colab: "Synapse Type Classification from Morphology"
- Notebook: Dash Synapse Explorer (source)
β Assessment
- Label synapse types from EM snapshots
- Correlate synapse positions with known neuron roles
- Describe confidence level and biological rationale