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Decorrelation in the developing visual thalamus (Tikidji-Hamburyan et al, accepted)

Home Page: https://modeldb.science/267589

Python 82.98% AMPL 5.18% Shell 11.84%
development neuron-simulator

267589's Introduction

Synaptic and circuit mechanisms prevent detrimentally precise correlation in the developing mammalian visual system

by Ruben A. Tikidji-Hamburyan, Gubbi Govindaiah, William Guido, Matthew T. Colonnese

eLife 2023; 12:e84333. DOI: https://doi.org/10.7554/eLife.84333.

Required software

For any simulation in this record, one needs Python(version 3.9.9 and higher) and libraries cython, numpy, scipy and matplotlib.

$pip3 install --user numpy scipy matplotlib cython

Additional libraries:

Figure 1 NEURON, pyabf and inspyred
Figure 2,4,5 NEURON, h5py, and neurodsp

To install all libraries for all scripts, use a single command

$pip3 install --user numpy scipy matplotlib cython NEURON pyabf inspyred h5py neurodsp brian2

Files, directories, and models in this record

File or directory Description
TC-fitting Fitting procedure and associated files for Figure 1 in the manuscript
dLGN-network Thalamic network at P7-P10 for Figures 2, 4, and 5 in the manuscript
experimentaldata an example of a neuron recording and mask file for the optimization as well as Maccione et al. 2014 recording from waverepo repository on GitHub
P07-selected-checked-gmin-20220921.json A reduced, fully validated, and human-evaluated database of 286 models of thalamocortical neurons in visual LGN at P7-P10, enough to reproduce any results in the manuscript

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