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• W2926010705 abstract "Single-cell RNA sequencing (scRNA-seq) technologies allow the dissection of gene expression at single-cell resolution, which greatly revolutionizes transcriptomic studies. A number of scRNA-seq protocols have been developed, and these methods possess their unique features with distinct advantages and disadvantages. Due to technical limitations and biological factors, scRNA-seq data are noisier and more complex than bulk RNA-seq data. The high variability of scRNA-seq data raises computational challenges in data analysis. Although an increasing number of bioinformatics methods are proposed for analyzing and interpreting scRNA-seq data, novel algorithms are required to ensure the accuracy and reproducibility of results. In this review, we provide an overview of currently available single-cell isolation protocols and scRNA-seq technologies, and discuss the methods for diverse scRNA-seq data analyses including quality control, read mapping, gene expression quantification, batch effect correction, normalization, imputation, dimensionality reduction, feature selection, cell clustering, trajectory inference, differential expression calling, alternative splicing, allelic expression, and gene regulatory network reconstruction. Further, we outline the prospective development and applications of scRNA-seq technologies." @default.
• W2926010705 created "2019-04-11" @default.
• W2926010705 creator A5048591018 @default.
• W2926010705 creator A5088007098 @default.
• W2926010705 creator A5089429812 @default.
• W2926010705 date "2019-04-05" @default.
• W2926010705 modified "2023-10-16" @default.
• W2926010705 title "Single-Cell RNA-Seq Technologies and Related Computational Data Analysis" @default.
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