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Droplet Barcoding-Based Single Cell Transcriptomics of Adult Mammalian Tissues
Published on: January 10, 2019
SCALA: A complete solution for multimodal analysis of single-cell Next Generation Sequencing data.
Christos Tzaferis1, Evangelos Karatzas2, Fotis A Baltoumas2
1Institute for Bioinnovation, Biomedical Sciences Research Center "Alexander Fleming", Vari, Greece.
SCALA simplifies analyzing single-cell RNA sequencing (scRNA-seq) and scATAC-seq data. This bioinformatics tool integrates multiple analyses for easier biological insight discovery.
Area of Science:
- Bioinformatics
- Computational Biology
- Genomics
Background:
- Analyzing single-cell transcriptional and chromatin accessibility data presents significant challenges.
- Numerous bioinformatics tools complicate data interpretation and hinder biological insight extraction.
Purpose of the Study:
- To introduce SCALA, a bioinformatics tool for single-cell RNA sequencing (scRNA-seq) and Assay for Transposase-Accessible Chromatin using sequencing (scATAC-seq) data analysis.
- To enable independent or integrative analysis of scRNA-seq and scATAC-seq datasets.
- To assist biomedical researchers in data exploration, analysis, and visualization.
Main Methods:
- SCALA integrates multiple software packages for quality control, cell population identification, and cell state analysis.
- It offers functional enrichment, cellular trajectory inference, ligand-receptor analysis, and regulatory network reconstruction.
- The tool provides parameterizable modules and publication-ready visualizations.
Main Results:
- SCALA facilitates comprehensive analysis of scRNA-seq and scATAC-seq data.
- It successfully handles both modalities for integrated analysis.
- Demonstrated utility through use-cases involving TNF-driven arthritic mice.
Conclusions:
- SCALA empowers researchers to analyze complex single-cell data without extensive coding experience.
- The tool streamlines the process of deriving biological insights from multi-modal single-cell datasets.
- SCALA is available as a standalone R/Shiny application and an online service.
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