smoothclust

Method for segmentation of spatial domains with smooth boundaries and clustering in spatial transcriptomics

https://github.com/lmweber/smoothclust

Science Score: 36.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
  • Academic publication links
  • Committers with academic emails
    1 of 3 committers (33.3%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (8.2%) to scientific vocabulary

Keywords from Contributors

bioconductor-package gene
Last synced: 10 months ago · JSON representation

Repository

Method for segmentation of spatial domains with smooth boundaries and clustering in spatial transcriptomics

Basic Info
  • Host: GitHub
  • Owner: lmweber
  • License: mit
  • Language: R
  • Default Branch: devel
  • Homepage:
  • Size: 103 KB
Statistics
  • Stars: 1
  • Watchers: 2
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 2 years ago · Last pushed about 1 year ago
Metadata Files
Readme License

README.md

smoothclust

R build status

Overview

smoothclust is a method for segmentation of spatial domains and spatially-aware clustering in spatial transcriptomics data. The method generates spatial domains with smooth boundaries by smoothing gene expression profiles across neighboring spatial locations, followed by unsupervised clustering. Spatial domains consisting of consistent mixtures of cell types may then be further investigated by applying cell type compositional analyses or differential analyses.

Installation

The smoothclust package can be installed from Bioconductor as follows (using R version 4.4 onwards). This is the recommended installation for most users. Additional details are shown on the Bioconductor package landing page.

install.packages("BiocManager") BiocManager::install("smoothclust")

The latest development version of the package can also be installed from the development version of Bioconductor, or alternatively from GitHub as follows.

remotes::install_github("lmweber/smoothclust")

Tutorial

For a tutorial and example workflow, see the package vignette.

Citation

In preparation.

Owner

  • Name: Lukas Weber
  • Login: lmweber
  • Kind: user
  • Location: Boston, MA
  • Company: Boston University

Assistant Professor, Department of Biostatistics, Boston University

GitHub Events

Total
  • Push event: 9
  • Create event: 2
Last Year
  • Push event: 9
  • Create event: 2

Committers

Last synced: about 1 year ago

All Time
  • Total Commits: 133
  • Total Committers: 3
  • Avg Commits per committer: 44.333
  • Development Distribution Score (DDS): 0.045
Past Year
  • Commits: 17
  • Committers: 3
  • Avg Commits per committer: 5.667
  • Development Distribution Score (DDS): 0.235
Top Committers
Name Email Commits
Lukas Weber l****u@g****m 127
J Wokaty j****y 4
A Wokaty a****y@s****u 2
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 11 months ago

All Time
  • Total issues: 0
  • Total pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Total issue authors: 0
  • Total pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
Pull Request Authors
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • bioconductor 3,701 total
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 5
  • Total maintainers: 1
bioconductor.org: smoothclust

smoothclust

  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 3,701 Total
Rankings
Dependent repos count: 0.0%
Dependent packages count: 31.3%
Average: 42.9%
Downloads: 97.5%
Maintainers (1)
Last synced: 11 months ago