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Single-Cell E-Model Suite

A suite to handle single-cell electrophysiological data and to build and validate detailed electrical models.

  • eFEL — Electrophys Feature Extraction Library
  • BluePyEfe — Blue Brain Python E-feature extraction
  • BluePyOpt — Blue Brain Python Optimisation Library
  • BluePyMM — Blue Brain Python Cell Model Management
  • BlueCelluLab - Blue Brain Cellular Laboratory
  • EModelRunner — Runs cells from stand-alone packages
  • BlueNaaS-SingleCell - Interacts with single cell models through a web application
  • Currentscape - Plot currents in electrical models

eFEL

eFEL Banner

Useful links: GitHub repo, Documentation.

Electrophys Feature Extraction Library

The Electrophys Feature Extraction Library (eFEL) allows neuroscientists to automatically extract features from time series data recorded from neurons (both in vitro and in silico). Examples are the action potential width and amplitude in voltage traces recorded during whole-cell patch clamp experiments. The user of the library provides a set of traces and selects the features to be calculated. The library will then extract the requested features and return the values to the user.

BluePyEfe

BluePyEfe Banner

Useful links: GitHub repo, Documentation.

Blue Brain Python E-feature extraction

BluePyEfe aims at easing the process of reading experimental recordings and extracting batches of electrical features from these recordings. To do so, it combines trace reading functions and features extraction functions from the eFel library.

BluePyOpt

BluePyOpt Banner

Useful links: GitHub repo, Documentation.

Blue Brain Python Optimisation Library

The Blue Brain Python Optimisation Library (BluePyOpt) is an extensible framework for data-driven model parameter optimisation that wraps and standardises several existing open-source tools.

BluePyMM

BluePyMM Banner

Useful links: GitHub repo, Documentation.

Blue Brain Python Cell Model Management

When building a network simulation, biophysically detailed electrical models (e-models) need to be tested for every morphology that is possibly used in the circuit.

BlueCelluLab

BluePyCelluLab Banner

Useful links: GitHub repo, Documentation.

Blue Brain Cellular Laboratory

BlueCelluLab is designed for simulations and experiments on individual cells or groups of cells. Suitable use cases for BlueCelluLab include:

  • Scripting and statistical analysis for single cells or cell pairs.
  • Lightweight, detailed reporting on specific state variables after simulation.
  • Developing synaptic plasticity rules.
  • Validating dynamics of synaptic properties.
  • Automating in-silico whole-cell patching experiments.
  • Debugging, both scientifically and computationally.

EModelRunner

EModelRunner Banner

Useful links: GitHub repo, Documentation.

Runs cells from stand-alone packages

EModelRunner is a python library designed to run the cell models provided by the Blue Brain portals in a simple and straightforward way.

BlueNaaS-SingleCell

BlueNaaS-SingleCell

Useful links: GitHub repo, Documentation

Interacts with single cell models through a web application

Blue-Neuroscience-as-a-Service-SingleCell is an open source web application. It enables users to quickly visualize single cell model morphologies in 3D or as a dendrogram. Using a simple web user interface, single cell simulations can be easily configured and launched, producing voltage traces from selected compartments.

Currentscape

Currentscape is a Python tool enabling scientists to easily plot the currents in electrical neuron models. The code is based on the paper Alonso and Marder, 2019.

Useful links: GitHub repo, Documentation.

Currentscape example

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