Gene expression Normalization and noise reduction for single cell RNA-seq experiments
نویسندگان
چکیده
A major roadblock towards accurate interpretation of single cell RNA-seq data is large technical noise resulted from small amount of input materials. The existing methods mainly aim to find differentially expressed genes rather than directly de-noise the single cell data. We present here a powerful but simple method to remove technical noise and explicitly compute the true gene expression levels based on spike-in ERCC molecules. Availability and implementation: The software is implemented by R and the download version is available at http://wanglab.ucsd.edu/star/GRM. Contact: [email protected] Supplementary information: Supplementary data are available at Bioinformatics online.
منابع مشابه
Normalization and noise reduction for single cell RNA-seq experiments
UNLABELLED A major roadblock towards accurate interpretation of single cell RNA-seq data is large technical noise resulted from small amount of input materials. The existing methods mainly aim to find differentially expressed genes rather than directly de-noise the single cell data. We present here a powerful but simple method to remove technical noise and explicitly compute the true gene expre...
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