Python implementation of dtangle (Deconvolution of microarray and bulk RNASeq data)
Project description
dtangle
Python implementation of dtangle for deconvolution of bulk expression profiles using reference cell types. Original R package can be found at https://github.com/gjhunt/dtangle.
Install
pip install dtangle
Requires python>=3.11.
Quick Start
from dtangle import deconvolut
deconvolut(
mixture_adata,
reference_adata,
"cell_type",
markers={"A": ["g0"], "B": ["g1"]},
n_markers=1,
key_added="dtangle",
)
# Results are written to:
# mixture_adata.obsm["dtangle"]
# mixture_adata.uns["dtangle"]
Development
uv venv
make install
make check
# Build docs
make docs
Project Links
- Source: https://github.com/harryhaller001/dtangle
- Issues: https://github.com/harryhaller001/dtangle/issues
License
GPL Version 3
Citation
Original dtangle publication:
@article{10.1093/bioinformatics/bty926,
author = {Hunt, Gregory J and Freytag, Saskia and Bahlo, Melanie and Gagnon-Bartsch, Johann A},
title = {dtangle: accurate and robust cell type deconvolution},
journal = {Bioinformatics},
volume = {35},
number = {12},
pages = {2093-2099},
year = {2018},
month = {11},
issn = {1367-4803},
doi = {10.1093/bioinformatics/bty926},
url = {https://doi.org/10.1093/bioinformatics/bty926},
eprint = {https://academic.oup.com/bioinformatics/article-pdf/35/12/2093/48934914/bioinformatics_35_12_2093.pdf},
}
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