2015
DOI: 10.1038/nmeth.3337
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Robust enumeration of cell subsets from tissue expression profiles

Abstract: We introduce CIBERSORT, a method for characterizing cell composition of complex tissues from their gene expression profiles. When applied to enumeration of hematopoietic subsets in RNA mixtures from fresh, frozen, and fixed tissues, including solid tumors, CIBERSORT outperformed other methods with respect to noise, unknown mixture content, and closely related cell types. CIBERSORT should enable large-scale analysis of RNA mixtures for cellular biomarkers and therapeutic targets (http://cibersort.stanford.edu).

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Cited by 9,381 publications
(9,602 citation statements)
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References 30 publications
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“…25 We profiled the relative enrichment of 22 immune cell types across FID, WID and PID in TCGA TMB-Lo and TMB-Hi tumors (Figure 2). Irrespective of TMB, the majority of immune cell types showed differential enrichment between FID and PID subclasses.…”
Section: Resultsmentioning
confidence: 99%
See 1 more Smart Citation
“…25 We profiled the relative enrichment of 22 immune cell types across FID, WID and PID in TCGA TMB-Lo and TMB-Hi tumors (Figure 2). Irrespective of TMB, the majority of immune cell types showed differential enrichment between FID and PID subclasses.…”
Section: Resultsmentioning
confidence: 99%
“…The gene signature matrix of 22 immune cell types (LM-22) developed by Alizadeh and colleagues 25 was used as input for the Gene Set Variation Analysis (GSVA) algorithm of Hanzelmann and colleagues. 58 GSVA was implemented by R package “GSVA”.…”
Section: Methodsmentioning
confidence: 99%
“…Genes significantly up-modulated in human M1 and in M2-polarized macrophages, 42 respectively and genes of the LM22 Cibersort list 43 were analyzed as M1 and M2 gene patterns (Supplementary Table S3) in the GHEA dataset by ssGSEA, as described. 44 ERS score was calculated as described. 11 CCL2 expression was analyzed in silico in the GSE70360 public dataset 14 with processed data retrieved from the GEO repository.…”
Section: Methodsmentioning
confidence: 99%
“…To link the signatures of VAT and spleen tissue macrophages to signatures derived from in vitro activated macrophages, the list of present genes of dataset I were used as input for CIBERSORT 40 . As signature matrix, 29 macrophage subsets including inactivated human macrophages were used 41 .…”
Section: Bioinformaticsmentioning
confidence: 99%