Skip to main content

AmbiDose

PyPI version PyPI downloads Bioconda Conda downloads Python versions Documentation CI License DOI

AmbiDose removes ambient RNA from droplet scRNA-seq. Empty droplets estimate the soup profile χ. Each cell receives an operational dose d_c = ρ_c · n_c. Type-aware subtraction writes non-negative integer counts. The method does not correct batch effects or assign cell types.

Docs: Read the Docs.

Install

pip install ambidose
# or: conda install -c conda-forge -c bioconda ambidose

Python 3.10–3.13. A GPU is not required. Details: installation.

First run

import scanpy as sc
import ambidose as amdose

adata = sc.read_10x_mtx("filtered_feature_bc_matrix/")
adata = amdose.denoise(adata, raw="raw_feature_bc_matrix.h5", sample_key=None)
# adata.X is denoised integer UMI; original counts in layers["raw_counts"]
ambidose denoise --input /path/to/outs --output cleaned.h5ad

Treat rho as an operational dose. Check obs["ambidose_rho_trust"] and the QC report before using it as a contamination rate.

Status

0.5.11 (Alpha). Import as import ambidose as amdose. The entry point is denoise(). See the API reference.

Next steps

  1. Installation
  2. Quickstart
  3. Tutorials
  4. FAQ
  5. From R

Citation

Pin the package version used in the analysis, for example ambidose==0.5.11. Software record: 10.5281/zenodo.22278199. See CITATION.cff and the citation page.

@software{li2026ambidose,
  title   = {AmbiDose: per-cell ambient dose removal for droplet scRNA-seq},
  author  = {Li, Zhao},
  year    = {2026},
  version = {0.5.11},
  doi     = {10.5281/zenodo.22278199},
  url     = {https://doi.org/10.5281/zenodo.22278199},
}

License

Software: Apache License 2.0.

Author

Zhao Li (李钊) Email: leelieber@gmail.com

Metadata

Release files for ambidose 0.5.11

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for ambidose 0.5.11
File Size Uploaded
ambidose-0.5.11.tar.gz 488.7 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for ambidose 0.5.11
File Interpreter ABI Platform
ambidose-0.5.11-py3-none-any.whl Python 3 none any Details

Total release size: 607.0 kB

Release files / ambidose-0.5.11.tar.gz

Download URL ambidose-0.5.11.tar.gz
Size 488.7 kB
Tags Source
SHA-256 checksum
How to use checksums
5a7abe7d2da21c877d55df3a75f33d2fd242b1f0f7778e90bd364bb2e171b93b
BLAKE2b-256 checksum
How to use checksums
0fe82d96cb168471524641da6dede9db312e5dcfeaa6ef5455ece72045cf0d07
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 21, 2026.

Transparency log

Release files / ambidose-0.5.11-py3-none-any.whl

Download URL ambidose-0.5.11-py3-none-any.whl
Size 118.3 kB
Tags Python 3
SHA-256 checksum
How to use checksums
7f99734af8edfcf69fd7d24fa497c95e80b7de65de0c6c684d7cf64c52889b08
BLAKE2b-256 checksum
How to use checksums
bb6b9c28a582be74bbabc5c7dc12bfba391be0eacb344d28340f14516f1cfeb9
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 21, 2026.

Transparency log

Release history Release notifications | RSS feed

0.5.13

2 release files

This release

0.5.11 This release

2 release files

0.5.10

2 release files

0.5.9

2 release files

0.5.8

2 release files

0.5.7

2 release files

0.5.6

2 release files

0.5.5

2 release files

0.5.3

2 release files

0.5.2

2 release files

0.5.1

2 release files

0.3.3

2 release files

0.3.2

2 release files

0.3.1

2 release files

0.3.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page