Computational Methods for Single-Cell Data Analysis
Humana Press Inc. (Verlag)
978-1-4939-9056-6 (ISBN)
Authoritative and cutting-edge, Computational Methods for Single-Cell Data Analysis aims to cover a wide range of tasks and serves as a vital handbook for single-cell data analysis.
Quality Control of Single-cell RNA-seq.- Normalization for Single-cell RNA-seq Data Analysis.- Analysis of Technical and Biological Variability in Single-cell RNA Sequencing.- Identification of Cell Types from Single-cell Transcriptomic Data.- Rare Cell Type Detection.- scMCA- A Tool Defines Cell Types in Mouse Based on Single-cell Digital Expression.- Differential Pathway Analysis.- Differential Pathway Analysis.- Estimating Differentiation Potency of Single Cells using Single Cell Entropy (SCENT).- Inference of Gene Co-expression Networks from Single-Cell RNA-sequencing Data.- Single-cell Allele-specific Gene Expression Analysis.- Using BRIE to Detect and Analyse Splicing Isoforms in scRNA-seq Data.- Preprocessing and Computational Analysis of Single-cell Epigenomic Datasets.- Experimental and Computational Approaches for Single-cell Enhancer Perturbation Assay.- Antigen Receptor Sequence Reconstruction and Clonality Inference from scRNA-seq Data.- A Hidden Markov Random Field Modelfor Detecting Domain Organizations from Spatial Transcriptomic Data.
Erscheinungsdatum | 07.03.2019 |
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Reihe/Serie | Methods in Molecular Biology ; 1935 |
Zusatzinfo | 156 Illustrations, color; 12 Illustrations, black and white; X, 271 p. 168 illus., 156 illus. in color. |
Verlagsort | Totowa, NJ |
Sprache | englisch |
Maße | 178 x 254 mm |
Themenwelt | Mathematik / Informatik ► Informatik ► Theorie / Studium |
Informatik ► Weitere Themen ► Bioinformatik | |
Naturwissenschaften ► Biologie ► Genetik / Molekularbiologie | |
Naturwissenschaften ► Biologie ► Zellbiologie | |
Schlagworte | Cellular heterogeneity • computational methods • experimental data • Rare cell-type identification • sequencing • Spatial transcriptomics |
ISBN-10 | 1-4939-9056-X / 149399056X |
ISBN-13 | 978-1-4939-9056-6 / 9781493990566 |
Zustand | Neuware |
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