Git Product home page Git Product logo

farmhj / importance-of-binding-mechanism Goto Github PK

View Code? Open in Web Editor NEW
1.0 2.0 1.0 520.34 MB

Source code and data used in the article "Importance of modelling hERG binding in predicting drug-induced action potential prolongations for drug safety assessment" (Farm et al. Frontiers in Pharmacology, 2023)

License: BSD 3-Clause "New" or "Revised" License

Python 99.01% Makefile 0.99%
action-potential herg-channel-kinetics mathematical-modelling drug-binding drug-trapping

importance-of-binding-mechanism's Introduction

Importance of modelling hERG binding

DOI

In this work, we study the impact of including state-dependent drug binding in a mathematical ion channel model of the human Ether-ร -go-go-Related Gene (hERG) channel. We compared the action potential predictions when modelling drug binding of hERG using a state-dependent model versus a conductance scaling model.

Source code associated with "Importance of modelling hERG binding in predicting drug-induced action potential prolongations for drug safety assessment" by Hui Jia Farm, Michael Clerx, Fergus Cooper, Liudmila Polonchuk, Ken Wang, David J. Gavaghan and Chon Lok Lei.

Code

All scripts that generate the data and plot the figures are in the scripts folder.

Reproduce figures, including intermediate files

Figures can be reproduced with the command:

make FigureX

where X is the figure number. The list of commands to reproduce the figures are provided below.

List of commands to reproduce the figures

  1. Figure1
    • to reproduce Figure 1 (background figure)
  2. Figure2
    • to reproduce Figure 2 (method description figure)
    • requires data generated from the script binding_kinetics_comparison.py for example drug N (also run in command Figure4)
  3. Figure3
    • to reproduce Figure 3 (model comparison for example drug T)
  4. Figure4
    • to reproduce Figure 4 (model comparison for example drug N)
  5. Figure5
    • to reproduce Figure 5 (AP comparison at transient phase)
  6. Figure6
    • to reproduce Figure 6 (protocol dependence of AP prolongation)
  7. Figure7
    • to reproduce Figure 7 and Figure S12 (parameter space exploration)
  8. FigureS1_S10
    • to reproduce Figure S1 to S10 (APD90, qNet and Hill curves for several drugs)
  9. FigureS11
    • to reproduce Figure S11 (RMSD distribution with varying parameter N)
  10. FigureS13_S14
    • to reproduce Figure S13 and S14 (RMSD and APD90 at different Vhalf-trap values)
    • requires data generated from the script SA_param_space.py (also run in command Figure7)

Some figures were modified for better visualisation, i.e. Figure 1 to Figure 4.

Acknowledging this work

If you publish any work based on the contents of this repository please cite (CITATION file):

Farm, H. J., Clerx, M., Cooper, F., Polonchuk, L., Wang, K., Gavaghan, D. J. and Lei, C. L. (2023). Importance of modelling hERG binding in predicting drug-induced action potentials for drug safety assessment. Frontiers in Pharmacology, 14:1110555. doi:10.3389/fphar.2023.1110555.

importance-of-binding-mechanism's People

Contributors

chonlei avatar farmhj avatar

Stargazers

 avatar

Watchers

 avatar  avatar

Forkers

michaelclerx

importance-of-binding-mechanism's Issues

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.