Quantifying tumor-infiltrating immune cells from transcriptomics data
F Finotello, Z Trajanoski - Cancer Immunology, Immunotherapy, 2018 - Springer
By exerting pro-and anti-tumorigenic actions, tumor-infiltrating immune cells can profoundly
influence tumor progression, as well as the success of anti-cancer therapies. Therefore, the …
influence tumor progression, as well as the success of anti-cancer therapies. Therefore, the …
Cancer transcriptome profiling at the juncture of clinical translation
M Cieślik, AM Chinnaiyan - Nature Reviews Genetics, 2018 - nature.com
Methodological breakthroughs over the past four decades have repeatedly revolutionized
transcriptome profiling. Using RNA sequencing (RNA-seq), it has now become possible to …
transcriptome profiling. Using RNA sequencing (RNA-seq), it has now become possible to …
Determining cell type abundance and expression from bulk tissues with digital cytometry
Single-cell RNA-sequencing has emerged as a powerful technique for characterizing
cellular heterogeneity, but it is currently impractical on large sample cohorts and cannot be …
cellular heterogeneity, but it is currently impractical on large sample cohorts and cannot be …
Profiling cell type abundance and expression in bulk tissues with CIBERSORTx
CB Steen, CL Liu, AA Alizadeh… - Stem Cell Transcriptional …, 2020 - Springer
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 …
and cell type-specific gene expression patterns from bulk tissue transcriptome profiles. With …
EPIC: a tool to estimate the proportions of different cell types from bulk gene expression data
Gene expression profiling is nowadays routinely performed on clinically relevant samples
(eg, from tumor specimens). Such measurements are often obtained from bulk samples …
(eg, from tumor specimens). Such measurements are often obtained from bulk samples …
Simultaneous enumeration of cancer and immune cell types from bulk tumor gene expression data
Immune cells infiltrating tumors can have important impact on tumor progression and
response to therapy. We present an efficient algorithm to simultaneously estimate the …
response to therapy. We present an efficient algorithm to simultaneously estimate the …
The molecular taxonomy of primary prostate cancer
There is substantial heterogeneity among primary prostate cancers, evident in the spectrum
of molecular abnormalities and its variable clinical course. As part of The Cancer Genome …
of molecular abnormalities and its variable clinical course. As part of The Cancer Genome …
Comprehensive molecular portraits of invasive lobular breast cancer
Invasive lobular carcinoma (ILC) is the second most prevalent histologic subtype of invasive
breast cancer. Here, we comprehensively profiled 817 breast tumors, including 127 ILC, 490 …
breast cancer. Here, we comprehensively profiled 817 breast tumors, including 127 ILC, 490 …
Estimation of tumor cell total mRNA expression in 15 cancer types predicts disease progression
Single-cell RNA sequencing studies have suggested that total mRNA content correlates with
tumor phenotypes. Technical and analytical challenges, however, have so far impeded at …
tumor phenotypes. Technical and analytical challenges, however, have so far impeded at …
Computational deconvolution of transcriptomics data from mixed cell populations
Gene expression analyses of bulk tissues often ignore cell type composition as an important
confounding factor, resulting in a loss of signal from lowly abundant cell types. In this review …
confounding factor, resulting in a loss of signal from lowly abundant cell types. In this review …