GithubHelp home page GithubHelp logo

karrlab / datanator Goto Github PK

View Code? Open in Web Editor NEW
15.0 7.0 4.0 75.63 MB

Toolkit for discovering and aggregating data for whole-cell modeling

Home Page: http://www.datanator.info

License: MIT License

Python 99.93% Shell 0.07%
systems-biology mathematical-modeling cells data-aggregation data-integration data-discovery

datanator's People

Contributors

artgoldberg avatar bilalshaikh42 avatar jonrkarr avatar justkong13 avatar lzy7071 avatar saapooch avatar victoriagao1 avatar wvtsastool avatar yinhoon avatar yosefdroth avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar

datanator's Issues

Delete datanator.api

  • Remove datanator.api module
  • Update h1_hesc to use a specific commit of datanator

Add more data

Protein half-life
protein modifications
metablome
rna abundance
rna half-life
rna modifications

Can the equality requirement constraints be changed to >=?

The == constraint for urllib3 in requirements.txt was creating problems for the installation of datanator in CircleCI. I converted it to a >= constraint, which is more flexible. Everything seems to be fine. Is there a reason why you need a specific version?

The same question applies to datanator_query_python (pytz).

BRENDA content collaboration

Hi,

I'm currently working on upgrading my parser for the BRENDA flat file download. I've implemented a few SQLAlchemy models that seemed fitting for the content. Is there any interest on your side in the content of BRENDA?

Remove postgres

  • Remove postgres from code
  • Remove postgres config from datanator/config/config.py
  • Remove postgres_service from docker_compose.yml
  • Remove migrations directory
  • Remove manage.py
  • Remove postgres from .circleci/config.yml

Create case studies

Calibrate or re-calibrate a kinetic model of a mammalian signaling pathway

First, find an appropriate model from the curated portion of BioModels

  • Represents Homo sapiens or Mus musculus
  • Represents a signaling pathway
  • Species are annotated with UniProt ids

Here's the SBML files for the curated portion of BioModels.

Second, try to use the PAXdb data either to

  • (a) Calibrate the initial species concentrations (i.e., predict the values in the SBML file; the values in the SBML file would serve as the "gold" standard)
  • (b) Re-calibrate the initial species concentrations to represent a different organism or cell type

Enhanced Yeast FBA model

Any version could be used as a starting point.

Ways to improve the yeast model

  • Additional flux constraints equal to {k_cat} * {enzyme abundance}
  • More detailed biomass reconstruction using metabolite concentrations from YMBD

Potential ways to demonstrate improvement of the FBA model

  • Increase in the number of reactions with non-zero predicted flux
  • Increase in the number of exchanged metabolites (metabolites imported from the extracellular media)
  • Improved prediction of gene essentiality (would be due to more detailed biomass)
  • Resolution of any problem with the original model described in one of the original publications
  • Prediction of distribution of growth rates of single cells (demonstrates improvement in capabilities rather than in biological validity)

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.