Git Product home page Git Product logo

miasim's Introduction

Microbiome data simulation with miaSim

Codecov test coverage Gitter Watch on GitHub Star on GitHub R-CMD-check

miaSim

This R/Bioconductor package provides tools to simulate (longitudinal) time series data from popular models in microbial ecology. The homepage provides tutorials and references for the implemented models:

  • Self-organised instability (SOI)
  • Hubbell's neutral model
  • generalized Lotka-Volterra (gLV)
  • Ricker model (discrete gLV)
  • Stochastic logistic model
  • Consumer-resource model

These methods can be used for in silico studies of microbial community dynamics or multi-omic or host-microbiome interactions. The miaSim package supports the Bioconductor multi-assay data science framework for multi-omic data integration and time series analysis, and utilizes the (Tree)SummarizedExperiment data container.

Getting started.

miaSimShiny

The accompanying miaSimShiny package allows users to explore the parameter space of their models in real-time in an intuitive graphical interface.

You can experiment with miaSimShiny online.

Contributions and acknowledgments

You can find us online from Gitter.

Contributions are very welcome through issues and pull requests at the development site. We follow a git flow kind of approach. Development version should be done against the main branch and then merged to release for release. (https://guides.github.com/introduction/flow/)

We are grateful to all contributors.

This research has received funding from

  • the Horizon 2020 Programme of the European Union within the FindingPheno project under grant agreement No 952914.
  • Research Council of Finland (grant 330887)

FindingPheno logo

Citing the package

Kindly cite this work as follows:

Gao et al. (2023). Methods in Ecology and Evolution. DOI: 10.1111/2041-210X.14129

For citation details, see R command citation("miaSim").

Code of conduct Please note that the project is released with a Bioconductor Code of Conduct. By contributing to this project, you agree to abide by its terms.

miasim's People

Contributors

yagmursimsekk avatar antagomir avatar gaoyu19920914 avatar danielriosgarza avatar jwokaty avatar nturaga avatar daenarys8 avatar ake123 avatar tuomasborman avatar hallucigenia-sparsa avatar

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.