A python client and CLI for easy access to G2P portal APIs
Project description
g2papi
g2papi is a Python library and command-line tool designed to interact with the G2P API provided by the Broad Institute. It allows users to retrieve mappings between protein isoforms, transcripts, and PDB structures for a gene, as well as protein feature tables for a gene.
Citation
If you use g2papi in your research, please cite:
Kwon S, et al. Genomics 2 Proteins portal: A resource and discovery tool for linking genetic screening outputs to protein sequences and structures. doi: https://doi.org/10.1101/2024.01.02.573913.
Installation
First, ensure that you have Python and pip installed on your system.
Installing with PyPi
pip install g2papi
Installing from source
Clone this repository to your local machine and navigate into the cloned directory:
git clone https://github.com/broadinstitute/g2papi.git
cd g2papi
To install g2papi, run:
pip install .
This will install the g2papi package and its dependencies.
Usage
As a Python Library
You can import g2papi in your Python scripts to retrieve data from the G2P API directly. Here are some examples:
Calling the G2P3D API to get the Gene-Transcript-Protein Isoform-Structure mapping
import g2papi
# Get gene-transcript-protein isoform-protein structure map as a pandas dataframe
gene_transcript_protein_isoform_struct = g2papi.get_gene_transcript_protein_isoform_structure('BRCA1', 'P38398')
print(gene_transcript_protein_isoform_struct[['UniProt Isoform','Ensembl Transcript Id', 'RefSeq mRNA Id']].head())
Output:
UniProt Isoform Ensembl Transcript Id RefSeq mRNA Id
0 P38398-1(*) ENST00000357654(*) NM_001407611
1 P38398-1(*) ENST00000357654(*) NM_001407616
2 P38398-1(*) ENST00000357654(*) NM_001407624
3 P38398-1(*) ENST00000357654(*) NM_001407637
4 P38398-1(*) ENST00000357654(*) NM_001407641
Getting Protein Features
import g2papi
# Get protein features as a pandas dataframe
protein_features = g2papi.get_protein_features('BRCA1', 'P38398')
protein_features.fillna('-', inplace=True)
print(protein_features[[
'residueId', 'AA',
'AlphaFold confidence (pLDDT)',
'Active site (UniProt)'
]].head())
Output:
residueId AA AlphaFold confidence (pLDDT) Active site (UniProt)
0 1 M 41.59 -
1 2 D 45.81 -
2 3 L 48.11 -
3 4 S 63.99 -
4 5 A 61.73 -
As a Command-Line Tool
g2papi can also be used as a command-line tool to retrieve information directly to your terminal or output files.
Getting Gene-Transcript-Protein Isoform-Structure Map with the G2P3D API
g2papi get-gene-transcript-protein-isoform-structure-map --geneName BRCA1 --uniprotId P38398
Getting Protein Features
g2papi get-protein-features --geneName BRCA1 --uniprotId P38398
The above commands will print the results to your terminal. If you wish to save the output to a file, you can redirect the output:
g2papi get-gene-transcript-protein-isoform-structure-map --geneName BRCA1 --uniprotId P38398 > transcript_map.tsv
g2papi get-protein-features --geneName BRCA1 --uniprotId P38398 > protein_features.tsv
System Requirements
The package was developed and tested on Python 3.9.12, and is designed to run on a computer that can run Python3 and has a working internet connection. The library was installed and tested on Ubuntu Linux 20.04 and Mac OSX Ventura, 13.5.1.
Set up time (total time to set up and run: approximately 5 minutes)
Installation and execution steps run in approximately real time. 3 installation steps each run in less than 5 seconds, and execution time takes less than 5 seconds for genes with under 2000 residues.
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