MINER analysis tools
Project description
MINER
Mechanistic Inference of Node-edge Relationships
Usage
Docker image
you can access a Docker image with a full MINER installation at Docker Hub with the name weiju/isb-miner3
docker pull weiju/isb-miner3
Through pip
pip install isb-miner3
Command Line Tools documentation
Please see command line documentation at https://baliga-lab.github.io/miner3/
Tutorial information
Find a walkthrough analysis in the form of a Jupyter Notebook here
What you need to get started
Before the miner analysis can be performed, the gene expression data to be analyzed must be added to the miner/data directory. Ensure that your expression data is of the form log2(TPM+1) or log2(FPKM+1).
- If survival analysis is desired, a survival file must added to the miner/data directory
- If causal analysis is desired, a mutation file must added to the miner/data directory
Where to put your data
miner will search for specific filenames in the miner/data folder. Be sure to update the lines that read your files with the appropriate paths and filenames. Consider using the following names for consistency:
- Name your expression data "expressionData.csv"
- Name your mutation data "mutations.csv" (only for causal analysis)
- Name your survival data "survival.csv" (only for survival analysis)
Note that the gene names will be converted to Ensembl Gene ID format
Common mistakes to avoid
- miner does not yet support expression data in counts format. Ensure that data is in log2(TPM+1) or log2(FPKM+1) format.
- mechanistic inference includes a step that enforces a minimum correlation coefficient. If your results seem too sparse, try decreasing the minCorrelation parameter.
For maintainers
Documentation
This project's documentation is provided as github pages. It is generated from ReStructured Text files
and generated using the tool sphinx.
In order to update it, edit the .rst
documents in docs and generate HTML files by
make html
Provided there is a functioning sphinx system installed, the documentation will be in the build html
directory and should be copied to the gh-pages
branch of this repository.
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