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Allen Institute Large-scale Datasets and Modeling Tools

Talkat The Brain and Computation Boot Camp · 2018-01-16..01-19
links:none on file
slides:none on file

Allen Institute provides large public datasets and runnable models: ~100 mouse cortical cell types from ~20,000 sequenced cells and 45,000+ recorded cells in the Allen Brain Observatory, patch‑clamp plus Patch‑seq linking morphology/ephys/transcriptomics, and multi‑patch synaptic physiology (up to 8 cells) to measure connection probabilities and short‑term dynamics. They build a 10,000‑neuron layer‑4 biophysical model (trained by tuning ~20 synaptic weight groups) that reproduces firing rates, orientation tuning and gamma band power but misses direction selectivity; reduced point‑neuron versions track trends but lose oscillations. Data, NEURON‑based models and APIs are on GitHub and public servers.

AI-written summary · about

  1. 0:00Introduction
  2. 2:40History of Allen Institute
  3. 8:50Programs
  4. 11:23Transcriptomics
  5. 24:40Connectome
  6. 28:05Electron microscopy
  7. 30:05Brain TV
  8. 31:01Visual Coding
  9. 36:25Modeling
  10. 41:40Optimization
  11. 43:30Human Neurons
  12. 49:15Purpose
  13. 50:33Filter Models
  14. 54:45Epilepsy
  15. 57:50Responses
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