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SONAR is the algorithm of cell-type deconvolution for spatial transcriptomics

License: GNU General Public License v3.0

R 1.60% MATLAB 0.14% HTML 98.26%

sonar's Introduction

SONAR

SONAR is the algorithm of cell-type deconvolution for spatial transcriptomics

Installation

#library(devtools)

devtools:: install_github("lzygenomics/SONAR")

Dependence

  • R version >= 4.0.5.
  • R packages:
    • this.path>=0.5.1; Matrix>=1.3.4; data.table>=1.14.0; Seurat>=4.0.3; matlabr=1.5.2; R.matlab=3.7.0
  • MATLAB version >= R2019a
    • Just install the MATLAB, subsequent operations do not require you to use the MATLAB language

Run SONAR

  1. Install the dependence

  2. Install SONAR

  3. Download the SONAR files: Follow the Example/SONAR-entrance.Rmd IS ALL YOU NEED

Files Annotation

  • /inst/extdata/

    These files store the required input information, See SONAR-entrance.Rmd for specific format requirements.

  • /result/

    These files store the output results.

    Proportions of all cell types in each spot (SONAR.results.txt);

    Spatial pie plots (pie.pdf);

    Spatial distribution of specific cell types proportion (abs_prop.pdf / scaled_prop.pdf);

    Colocalization(correlation along the spatial) for pairs of cell types (colocalization.pdf).

  • /core-code/

    no need to operate.

    These files store the core code, and store the preprocessed data that delivered to SONAR.

A brif Example

Please Follow the Example/SONAR-entrance.html or Example/SONAR-entrance.Rmd

sonar's People

Contributors

lzygenomics avatar

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