Mercurial > repos > bimib > cobraxy
comparison COBRAxy/docs/README.md @ 538:fd53d42348bd draft
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| author | francesco_lapi |
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| date | Sat, 25 Oct 2025 11:39:03 +0000 |
| parents | 4ed95023af20 |
| children | fcdbc81feb45 |
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| 537:f79250e824b5 | 538:fd53d42348bd |
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| 1 # COBRAxy Documentation | 1 # COBRAxy Documentation |
| 2 | 2 |
| 3 > A Python toolkit for metabolic flux analysis and visualization, with Galaxy integration. | 3 > A Python toolkit for metabolic flux analysis and visualization, with Galaxy integration. |
| 4 | 4 |
| 5 COBRAxy transforms gene expression and metabolite data into meaningful metabolic insights through flux sampling and interactive pathway maps. | 5 COBRAxy enables the integration of transcriptomics data with COBRA-based metabolic models, offering a comprehensive framework for studying metabolism in both health and disease. With COBRAxy, users can load and enrich metabolic models by incorporating transcriptomic data and adjusting the model’s medium conditions. |
| 6 | 6 |
| 7 ## Overview | 7 ## Overview |
| 8 | 8 |
| 9 COBRAxy provides a complete pipeline for metabolic modeling and analysis, from raw omics data to publication-ready pathway visualizations. Whether you're a researcher analyzing metabolic changes in disease, a systems biologist studying metabolic networks, or a bioinformatician building analysis pipelines, COBRAxy offers the tools you need. | 9 COBRAxy enables constraint-based modeling and sampling techniques, allowing users to compute metabolic |
| 10 flux distributions for multiple biological samples. The tool also enables the integration of medium | |
| 11 composition information to refine flux predictions. Additionally, COBRAxy provides a user-friendly interface | |
| 12 for visualizing significant flux differences between populations on an enriched metabolic map. This | |
| 13 extension provides a comprehensive and accessible framework for advanced metabolic analysis, enabling | |
| 14 researchers without extensive programming expertise to explore complex metabolic processes | |
| 15 | |
| 16 By offering an intuitive and accessible platform for multi-omics integration and metabolic analysis, COBRAxy meets the growing need for tools that help researchers explore complex metabolic processes with ease. | |
| 10 | 17 |
| 11 ## Key Features | 18 ## Key Features |
| 12 | 19 |
| 20 - **Galaxy Tools** - Web-based analysis with intuitive interface | |
| 13 - **Reaction Activity Scores (RAS)** - Compute metabolic activity from gene expression data | 21 - **Reaction Activity Scores (RAS)** - Compute metabolic activity from gene expression data |
| 14 - **Reaction Propensity Scores (RPS)** - Infer metabolic preferences from metabolite abundance | 22 - **Reaction Propensity Scores (RPS)** - Infer metabolic preferences from metabolite abundance |
| 15 - **Flux Sampling** - Sample metabolic flux distributions with CBS or OptGP algorithms | 23 - **Flux computation** - Compute metabolic flux distributions using different optimization or sampling algorithms |
| 16 - **Statistical Analysis** - Perform pFBA, FVA, and sensitivity analysis | 24 - **Statistical Analysis** - Perform statistically significant flux differences between groups of samples and report on an enriched metabolic map |
| 17 - **Interactive Maps** - Generate publication-ready pathway visualizations with SVG/PDF export | 25 - **Built-in Models** - Ready-to-use models including ENGRO2 and Recon3D |
| 18 - **Galaxy Tools** - Web-based analysis with intuitive interface | |
| 19 - **Built-in Models** - Ready-to-use models including ENGRO2 and Recon | |
| 20 | 26 |
| 21 ## Quick Navigation | 27 ## Quick Navigation |
| 22 | 28 |
| 23 ### [Installation](installation.md) | 29 ### [Installation](installation.md) |
| 24 Install COBRAxy and get it running on your system | 30 Install COBRAxy and get it running on your system |
| 29 ### [Tools Documentation](tools/) | 35 ### [Tools Documentation](tools/) |
| 30 Complete reference for all COBRAxy tools | 36 Complete reference for all COBRAxy tools |
| 31 | 37 |
| 32 ## Data Flow | 38 ## Data Flow |
| 33 | 39 |
| 34 COBRAxy follows two parallel analysis paths: | 40 COBRAxy follows several analysis paths: |
| 35 | 41 |
| 36 1. **Enrichment Analysis**: RAS + RPS → MAREA → Enriched Maps | 42 1. **RAS Enrichment Analysis**: RAS computation → MAREA → Enriched Maps |
| 37 2. **Flux Simulation**: RAS → Model Constraints → Flux Sampling → Flux Maps | 43 2. **Flux Enrichment Analysis Simulation**: RAS computation → Model Constraints → Flux Sampling → Flux Maps |
| 44 3. **RAS/RPS Enrichment Analysis**: RAS + RPS computation → MAREA → Enriched Maps | |
| 38 | 45 |
| 39 ## Community & Support | 46 ## Community & Support |
| 40 | 47 |
| 41 - **Documentation**: Complete guides and API reference | 48 - **Documentation**: Complete guides and API reference |
| 42 - **Discussions**: Ask questions and share experiences | 49 - **Discussions**: Ask questions and share experiences |
