Skip to content

clustSIGNAL

Bioc current

ClustSIGNAL: a spatial clustering method

v1.4.1 · Package record · software · GPL-2

Release Lineage

Entered 3.21 · Apr 16, 2025

Current · Requires R 4.6

1.0 In 3 of 49 releases 3.23

Description

clustSIGNAL: clustering of Spatially Informed Gene expression with Neighbourhood Adapted Learning. A tool for adaptively smoothing and clustering gene expression data. clustSIGNAL uses entropy to measure heterogeneity of cell neighbourhoods and performs a weighted, adaptive smoothing, where homogeneous neighbourhoods are smoothed more and heterogeneous neighbourhoods are smoothed less. This not only overcomes data sparsity but also incorporates spatial context into the gene expression data. The resulting smoothed gene expression data is used for clustering and could be used for other downstream analyses.

Advisories

None published for Bioconductor

Test coverage

Line coverage

–

Expression

–

Tests / Examples

–

Functions

13 6 exported

Complexity

4.3 avg / 15 max

Call network

13 nodes / 8 edges

Test coverage is not measured for Bioconductor packages; nodes fall back to a neutral fill.

Loading call graph…

Lowest coverage

Per-function coverage is not measured for this package yet.

Code

Structure

Lines of code

2,116

Files

36

Compiled share

0%

Has compiled src

No

Language breakdown

R 755 (35.7%)Tests 35 (1.7%)Docs 609 (28.8%)Vignettes 717 (33.9%)

API

Exported functions

6

Internal functions

7

Recent export changes

v3.21+6 adaptiveSmoothing, clustSIGNAL, entropyMeasure +3 more

Testing

Has tests

Yes

Test-to-code ratio

0.05

testthat edition

–

Docs

Roxygen coverage

100%

Health & Security signals

Informational signals; not verdicts.

on.exit coverage

–

Unsafe pattern score

0

Dep constraint coverage

9.1%

Secret pattern count

0

Bundled 3rd-party code

2 items

Portability & License

Min R version

4.4.0

System requirements

–

C++ standard

–

License

GPL-2

License flags

SPDX valid, OSI approved

History

Versions

3

First release

2025-04-15

Latest release

2026-09-09

Avg cadence

256 days

Cold removal rate

–

Dep drift

0

LOC over versions

v3.21: 2,115 LOCv3.22: 2,115 LOCv3.23: 2,116 LOC

Per-file churn detail lives in the source pipeline: https://github.com/r-observatory/bioc-code-metrics.

Documentation

In the Bioconductor 3.23 release
READMEYes · 926 wordsVignettesYes · 1 · dynamicNEWSYes · 67% structured · mentions 1.4.1Citation fileNoWebsiteYes · pkgdown
Help pages
16 (7 internal)
Examples that run
100%6 run in a plain check
Exported functions with examples
100%
Documented parameters
75%
Return-value docs
100%
Help pages citing references
0%
Vignettes (1)
Changes in 1.4.1 (Bioconductor 3.23)
  • Bug fix: corrected a bug in the vignette where ARI() gives error if given a regular vector without factors.

From NEWS.md in the release

Repository practices

Upstream repositoryBeta

5 development-tooling and community-health practices detected across 3 families in the upstream repository

Checks run against github.com/sydneybiox/clustsignal on 2026-10-21.

Continuous integration (1)
GitHub Actions
Docs source (3)
pkgdown

GitHub Pages site last deployed 2026-09-09 · The repository has a site deploy workflow

pkgdown site last built 2026-09-09

Lint, format, editor (1)
RStudio project
How this is detected·Detection ruleset v4 (2026-10-20)

Datasets

Bundled datasets · 7
NameClassSizeAlso in
me_datadata.frame5,000 × 6No other package
me_exprdgCMatrix351 × 5,000No other package
mh_datadata.frame6,000 × 6No other package
mh_exprdgCMatrix135 × 6,000No other package
nnCellsmatrix1,000 × 31No other package
regXclustlist1,000 elementsNo other package
spe–––

All of clustSIGNAL's data objects

Topics

Maintainer
Pratibha Panwar

Available on

CRANr2uBioconductorautoCRANCOPR

People

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("clustSIGNAL")
Panwar, P., Ghazanfar, S., Guo, B., Hicks, S., & Zhao, H. (2026). clustSIGNAL: ClustSIGNAL: a spatial clustering method (Version 1.4.1) [Computer software]. https://bioconductor.org/packages/clustSIGNAL

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for clustSIGNAL version 1.4.1 [Data set]. HJJB, LLC. Data release v2026-10-25. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-25, which the citation names so these numbers can be found later. More on citing and the projects behind them.

Report a problem with this page →

Privacy choices

These apply to this browser and are stored on this device only. Nothing about your choice is sent to us.

Read the privacy policy