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Profiling Cell Type Abundance and Expression in Bulk Tissues with CIBERSORTx.
Profiling Cell Type Abundance and Expression in Bulk Tissues with CIBERSORTx. Methods in molecular biology (Clifton, N.J.) Steen, C. B., Liu, C. L., Alizadeh, A. A., Newman, A. M. 2020; 2117: 135–57Abstract
CIBERSORTx is a suite of machine learning tools for the assessment of cellular abundance and cell type-specific gene expression patterns from bulk tissue transcriptome profiles. With this framework, single-cell or bulk-sorted RNA sequencing data can be used to learn molecular signatures of distinct cell types from a small collection of biospecimens. These signatures can then be repeatedly applied to characterize cellular heterogeneity from bulk tissue transcriptomes without physical cell isolation. In this chapter, we provide a detailed primer on CIBERSORTx and demonstrate its capabilities for high-throughput profiling of cell types and cellular states in normal and neoplastic tissues.
View details for DOI 10.1007/978-1-0716-0301-7_7
View details for PubMedID 31960376