Skip to main content
Nichesphere Logo

NicheSphere

DOI PyPI - Version

NicheSphere is an sc-verse compatible Python library which allows the user to find differential co-localization domains / niches based on cell type pair co-localization probabilities in different conditions. Cell type pair co-localization probabilities can be obtained in different ways, for example, through deconvolution of spatial transcriptomics / PIC-seq data (getting the probabilities of finding each cell type in each spot / multiplet) ; or counting nearest neighbors of each type for each cell in single cell spatial data like MERFISH or CODEX.

It also offers the possibility to look at biological process based differential communication between cell type pairs or differential co-localization domains based on Ligand-Receptor pairs expression data, which can be obtained from diverse cell cell communication tools, such as CrossTalkeR.

You can find our documentation and an application example on the Myocardial Infarction atlas data from Kuppe et. al. 2022 here: https://nichesphere.readthedocs.io/en/latest/ , The data you'll need to run the tutorials is stored in Zenodo

Metadata

Release files for NicheSphere 1.1.0

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

Source distribution (sdist)

Source distribution for NicheSphere 1.1.0
File Size Uploaded Provenance Actions
nichesphere-1.1.0.tar.gz 49.4 kB With provenance Details for nichesphere-1.1.0.tar.gz

Built distribution (wheel)

Table of built distributions (wheels) for NicheSphere 1.1.0
File Interpreter ABI Platform Actions
nichesphere-1.1.0-py3-none-any.whl Python 3 none any Details for nichesphere-1.1.0-py3-none-any.whl

Total release size: 102.2 kB

Release files / nichesphere-1.1.0.tar.gz

Download URL nichesphere-1.1.0.tar.gz
Size 49.4 kB
Tags Source
SHA-256 checksum
How to use checksums
deec005d3ebe099a7e612169c49b32fad96da59f4c79ac58ea43ec3f6c5da1c1
BLAKE2b-256 checksum
How to use checksums
839f9c806da3ae10cd134367d2d3f36f542a89d61c3aab8dd3dd2c64c1c2fb06
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 10, 2026.

Transparency log

Release files / nichesphere-1.1.0-py3-none-any.whl

Download URL nichesphere-1.1.0-py3-none-any.whl
Size 52.8 kB
Tags Python 3
SHA-256 checksum
How to use checksums
2e1cb152280d2faf6b11fba3850d98cbca552aef48f090cd370ccc493161be2e
BLAKE2b-256 checksum
How to use checksums
be9931049aefb893a1768aa006f9597baf8a155c5e099fa8a39470288c0a0d9c
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 10, 2026.

Transparency log

Security for NicheSphere 1.1.0

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.

Full provenance

All 2 files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for nichesphere-1.1.0.tar.gz

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 10, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

This release

1.1.0 This release

2 release files Full provenance

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