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Published March 19, 2023 | Version 1.0.0
Journal article Open

scDesign3 generates realistic in silico data for multimodal single-cell and spatial omics

  • 1. University of California, Los Angeles

Description

We present a statistical simulator, scDesign3, to generate realistic single-cell and spatial omics data, including various cell states, experimental designs, and feature modalities, by learning interpretable parameters from real data. Using a unified probabilistic model for single-cell and spatial omics data, scDesign3 infers biologically meaningful parameters; assesses the goodness-of-fit of inferred cell clusters, trajectories, and spatial locations; and generates in silico negative and positive controls for benchmarking computational tools.

This folder contains the preprocessed data and the code for analysis in this study. Scripts with "R" in their names are added during the review process.

Files

code.zip

Files (94.3 MB)

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md5:683d3f5171bb32dcf5e67b1f4856e9d1
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