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imcRtools

Bioc current

Methods for imaging mass cytometry data analysis

v1.18.1 · Package record · software · GPL-3

Release Lineage

Entered 3.14 · Oct 27, 2021

Current · Requires R 4.6

1.0 In 10 of 49 releases 3.23

Description

This R package supports the handling and analysis of imaging mass cytometry and other highly multiplexed imaging data. The main functionality includes reading in single-cell data after image segmentation and measurement, data formatting to perform channel spillover correction and a number of spatial analysis approaches. First, cell-cell interactions are detected via spatial graph construction; these graphs can be visualized with cells representing nodes and interactions representing edges. Furthermore, per cell, its direct neighbours are summarized to allow spatial clustering. Per image/grouping level, interactions between types of cells are counted, averaged and compared against random permutations. In that way, types of cells that interact more (attraction) or less (avoidance) frequently than expected by chance are detected.

Advisories

None published for Bioconductor

Test coverage

Line coverage

–

Expression

–

Tests / Examples

–

Functions

71 23 exported

Complexity

9.3 avg / 56 max

Call network

71 nodes / 61 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

20,845

Files

162

Compiled share

0%

Has compiled src

No

Language breakdown

R 6,344 (30.4%)Tests 10,420 (50%)Docs 2,615 (12.5%)Vignettes 1,466 (7%)

API

Exported functions

23

Internal functions

48

Recent export changes

v3.22+3 distToCells, plotInteractions, readSCEfromTIFF  −1 minDistToCells

Testing

Has tests

Yes

Test-to-code ratio

1.64

testthat edition

–

Docs

Roxygen coverage

100%

Health & Security signals

Informational signals; not verdicts.

on.exit coverage

–

Unsafe pattern score

12

Dep constraint coverage

0%

Secret pattern count

0

Bundled 3rd-party code

2 items

Portability & License

Min R version

4.1

System requirements

–

C++ standard

–

License

GPL-3

License flags

SPDX valid, OSI approved

History

Versions

10

First release

2021-12-15

Latest release

2026-05-19

Avg cadence

189 days

Cold removal rate

100%

Dep drift

7

LOC over versions

v3.14: 12,697 LOCv3.15: 12,860 LOCv3.16: 16,169 LOCv3.17: 9,019 LOCv3.18: 17,004 LOCv3.19: 17,117 LOCv3.20: 17,117 LOCv3.21: 17,117 LOCv3.22: 20,832 LOCv3.23: 20,845 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 · 516 wordsVignettesYes · 1 · dynamicNEWSYes · 67% structured · mentions 1.18.1Citation fileYes · cites a publication
Help pages
23
Examples that run
100%23 run in a plain check
Exported functions with examples
100%
Documented parameters
99%
Return-value docs
100%
Help pages citing references
39%
Changes in 1.18.1 (Bioconductor 3.23)
  • bug fix in usage of aggregateAcrossCells function

From NEWS 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/bodenmillergroup/imcrtools on 2026-10-18.

Continuous integration (2)
GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, and on R-devel

Docs source (2)

GitHub Pages site last deployed 2026-10-06 · The repository has a site deploy workflow

Coverage (1)
Coverage reporting
How this is detected·Detection ruleset v3 (2026-09-26)

Datasets

Bundled datasets · 19
NameClassSizeAlso in
20210205_CompSlide_NSCLC_TMA_LC_Dy161_1data.frame20,000 × 10No other package
20210205_CompSlide_NSCLC_TMA_LC_Dy162_2data.frame20,000 × 10No other package
20210205_CompSlide_NSCLC_TMA_LC_Dy163_3data.frame20,000 × 10No other package
20210205_CompSlide_NSCLC_TMA_LC_Dy164_4data.frame20,000 × 10No other package
20210305_NE_mockData2_ROI_001_1data.frame8,961 × 11No other package
20210305_NE_mockData2_ROI_002_2data.frame3,599 × 11No other package
20210305_NE_mockData2_ROI_003_3data.frame2,862 × 11No other package
Dy161data.frame100 × 10No other package
Dy162data.frame100 × 10No other package
Dy163data.frame100 × 10No other package
Dy164data.frame100 × 10No other package
Experiment–––
Imagedata.frame15 × 177No other package
Object_relationshipsdata.frame1,484 × 9No other package
celldata.frame239 × 206No other package
imagesdata.frame15 × 15No other package
paneldata.frame5 × 7No other package
var_Imagedata.frame173 × 9No other package
var_celldata.frame204 × 9No other package

All of imcRtools's data objects

Topics

Maintainer
Daniel Schulz

Available on

CRANr2uBioconductorautoCRANCOPR

Depended on by (1)

Bioconductor (1)

Suggested by (1)

People

Cite

Cite this package

Run in R for the authors' entry:

citation("imcRtools")

The package provides a citation file, so citation() returns the authors' own entry.

It points to 10.1038/s41596-023-00881-0.

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 imcRtools version 1.18.1 [Data set]. HJJB, LLC. Data release v2026-10-22. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-22, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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