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grst / packages

Package Name Access Summary Updated
r-mcpcounter public Estimating tissue-infiltrating immune and other stromal subpopulations abundances using gene expression 2025-03-25
r-xcell public Tissues are a complex milieu consisting of numerous cell types. In cancer, understanding the cellular heterogeneity in the tumor microenvironment is an emerging field of research. Numerous methods have been published in recent years for the enumeration of cell subsets from tissue expression profiles. However, the available methods suffer from three major problems: inferring cell subset based on gene sets learned and verified from limited sources; displaying only partial portrayal of the full cellular heterogeneity; and insufficient validation in mixed tissues. The xCell package performs cell type enrichment analysis from gene expression data for 64 immune and stroma cell types. xCell is a gene signatures-based method learned from thousands of pure cell types from various sources. xCell applies a novel technique for reducing associations between closley related cell types. xCell signatures were validated using extensive in-silico simulations and also cytometry immunophenotyping, and were shown to outperform previous methods. xCell allows researchers to reliably portray the cellular heterogeneity landscape of tissue expression profiles. 2025-03-25
r-epic public Package implementing EPIC method to estimate the proportion of immune, stromal, endothelial and cancer or other cells from bulk gene expression data. It is based on reference gene expression profiles for the main non-malignant cell types and it predicts the proportion of these cells and of the remaining "other cells" (that are mostly cancer cells) for which no reference profile is given. 2025-03-25
r-bioqc public BioQC performs quality control of high-throughput expression data based on tissue gene signatures. It can detect tissue heterogeneity in gene expression data. The core algorithm is a Wilcoxon-Mann-Whitney test that is optimised for high performance. 2025-03-25
r-modules public Create reusable code modules in R. An alternative package management system for R, similar to module systems in Python, Ruby or JavaScript. 2025-03-25

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