Cython bindings and Python interface to CoMSA, a compressor for multiple-sequence alignments.
Project description
🗜️ PyCoMSA 
Cython bindings and Python interface to CoMSA, a compressor for multiple-sequence alignments.
🗺️ Overview
CoMSA is a compression method for multiple sequence alignments developed by Sebastian Deorowicz et al.[1]. It compresses sequence data using a combination of positional Burrows-Wheeler transform (pBWT)[2], weighted-frequency-count transform (WFC)[3], zero-run-length-encoding transform (RLE), and a range coder[4]. It outperforms general-purpose Lempel-Ziv compression algorithms[5] for MSA compression.
PyCoMSA is a Python module that provides bindings to CoMSA using Cython.It directly interacts with the CoMSA internals, allowing to read files into Python objects, or write files directly from memory, without having to read or write intermediate, non-compressed files.
📋 Features
The library implements the following features:
- Alignment decoding from FASTA or Stockholm encoded files.
- Automated detection of compressed file formats.
- Indexed access to Stockholm encoded files.
- Compression interface for Stockholm encoded files.
🔧 Installing
This project is supported on Python 3.7 and later.
Until a release is made to PyPI, you will have to install the project from source:
$ pip install pycomsa
Check the install page of the documentation for other ways to install PyJess on your machine.
💡 Example
Use the pycomsa.open
method to open a file for reading, using automatic format detection. The readers implement the
Sequence
interface, allowing out-of-order access in the file, or just plain
iteration.
import pycomsa
with pycomsa.open("src/pycomsa/tests/data/trimal.msac") as reader:
print(len(reader)) # show the number of families in the file
msa = reader[0] # load family by positional index
print(msa.names) # get the list of files in the alignment
print(msa.sequences) # get the list of sequences in the alignment
To write a MSA to a compressed file, used the same function in writing mode:
with pycomsa.open("test.msac", "w") as writer:
writer.write(msa)
Note that pycomsa.open
also supports
file-like objects
opened in binary mode,
and supporting the seek
method when reading CoMSA files.
💭 Feedback
⚠️ Issue Tracker
Found a bug ? Have an enhancement request ? Head over to the GitHub issue tracker if you need to report or ask something. If you are filing in on a bug, please include as much information as you can about the issue, and try to recreate the same bug in a simple, easily reproducible situation.
🏗️ Contributing
Contributions are more than welcome! See
CONTRIBUTING.md
for more details.
📋 Changelog
This project adheres to Semantic Versioning and provides a changelog in the Keep a Changelog format.
⚖️ License
This library is provided under the GNU General Public License v3.0. The CoMSA code was written by Sebastian Deorowicz and is distributed under the terms of the GPLv3 as well.
This project is in no way not affiliated, sponsored, or otherwise endorsed by the REFRESH-BIO laboratory. It was developed by Martin Larralde during his PhD project at the Leiden University Medical Center in the Zeller team.
📚 References
- [1] Deorowicz, S., Walczyszyn, J., & Debudaj-Grabysz, A. (2019). CoMSA: Compression of protein multiple sequence alignment files. Bioinformatics, 35(2), 227–234. doi:10.1093/bioinformatics/bty619
- [2] Durbin, R. (2014). Efficient haplotype matching and storage using the positional Burrows–Wheeler transform (PBWT). Bioinformatics, 30(9), 1266–1272. doi:10.1093/bioinformatics/btu014
- [3] Deorowicz, S. (2002). Second step algorithms in the Burrows–Wheeler compression algorithm. Software: Practice and Experience, 32(2), 99–111. doi:10.1002/spe.426
- [4] Salomon, D., & Motta, G. (2010). Handbook of Data Compression. Springer Science & Business Media. ISBN:978-1-84882-903-9
- [5] Ziv, J., & Lempel, A. (1977). A universal algorithm for sequential data compression. IEEE Transactions on Information Theory, 23(3), 337–343. IEEE Transactions on Information Theory. doi:10.1109/TIT.1977.1055714
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