Git Product home page Git Product logo

LCSB@EPFL's Projects

atlasxanalyses icon atlasxanalyses

The data and scripts contained in this repository allow the user to reproduce the figures and analyses of the article "ATLASx: a computational map for the exploration of biochemical space", doi: https://doi.org/10.1101/2021.02.17.431583

cromics icon cromics

CROMICS: CROwding-Modeling of In-silico Community Systems

etfl icon etfl

ETFL: A formulation for flux balance models accounting for expression, thermodynamics, and resource allocation constraints

host_parasite_interactions icon host_parasite_interactions

Generating host-parasite metabolic models to investigate the dependence of the parasite on the host's metabolic genes

ints_sl1344 icon ints_sl1344

Genome-scale metabolic model of Salmonella Typhimurium SL1344.

mattfa icon mattfa

A Matlab implementation of Thermodynamics-based Flux Analysis

nomad icon nomad

A Python implementation of the NOMAD workflow for rational strain design using large-scale kinetic models.

nra icon nra

Constraint-based metabolic control analysis for rational strain engineering

open icon open

OPtimal ENzyme - Estimates catalytically optimal modes of operations of enzymatic reactions

phenomapping icon phenomapping

PhenoMapping is a computational framework that provides some workflows and methodologies for the understanding of mechanisms underlying phenotypes using genome-scale models (GEMs). PhenoMapping classifies the information in a GEM as organism-specific information and context-specific information. Organism-specific information includes the (i) biochemistry/metabolic functions annotated to the genes, (ii) the localization of enzymes, (iii) the intracellular transportability of metabolites, and (iv) the enzymatic irreversibilities defined/ad hoc pre-assigned directionalities. Context-specific information involves (i) the medium composition, (ii) the reaction directionalities given a set of metabolomics data, (iii) the reaction flux levels given a set of gene expression data, and (iv) the possibility of regulation of gene expression between isoenzymes given a set of gene expression data. PhenoMapping is modular and allows the independent study of these mechanisms. The PhenoMapping workflow suggests a sequence that one can follow for the study of these mechanisms and analysis and interpretation of the results. PhenoMapping was developed for the analysis of high-throughput fitness phenotypic data throughout the life cycle of the malaria parasite P. berghei, and served to curate the genome-scale model of this organism (iPbe) and generate context-specific models for the blood (iPbe-blood) and liver (iPbe-liver) stages - both of which show approximately 80% accuracy and 0.5 Matthew Correlation Coefficient (MCC) with the phenotypic data.

pytfa icon pytfa

A Python 3 implementation of Thermodynamics-based Flux Analysis

redhuman icon redhuman

redHUMAN: analyzing human metabolism and growth media through systematic reductions of thermodynamically curated genome-scale models

rekindle icon rekindle

REKINDLE is a python package for training the generative adversarial networks (GANs) to parametrize large-scale nonlinear kinetic models of cellular metabolism

remi icon remi

Relative Expression and Metabolite Integration

renaissance icon renaissance

REconstruction of dyNAmIc models through Stratified Sampling using Artificial Neural networks and Concepts of Evolution strategies

skimpy icon skimpy

Symbolic Kinetic Models with Python

texfba icon texfba

Integration of gene expression data with TFA constraints

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.