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Splatter:单细胞 RNA 测序数据模拟。

Splatter: simulation of single-cell RNA sequencing data.

机构信息

Murdoch Childrens Research Institute, Royal Children's Hospital, 50 Flemington Rd, Parkville, VIC, 3052, Australia.

School of Biosciences, The University of Melbourne, Parkville, VIC, 3010, Australia.

出版信息

Genome Biol. 2017 Sep 12;18(1):174. doi: 10.1186/s13059-017-1305-0.

Abstract

As single-cell RNA sequencing (scRNA-seq) technologies have rapidly developed, so have analysis methods. Many methods have been tested, developed, and validated using simulated datasets. Unfortunately, current simulations are often poorly documented, their similarity to real data is not demonstrated, or reproducible code is not available. Here, we present the Splatter Bioconductor package for simple, reproducible, and well-documented simulation of scRNA-seq data. Splatter provides an interface to multiple simulation methods including Splat, our own simulation, based on a gamma-Poisson distribution. Splat can simulate single populations of cells, populations with multiple cell types, or differentiation paths.

摘要

随着单细胞 RNA 测序 (scRNA-seq) 技术的快速发展,分析方法也在不断发展。许多方法已经使用模拟数据集进行了测试、开发和验证。不幸的是,目前的模拟通常记录不完整,它们与真实数据的相似性没有得到证明,或者没有可重现的代码。在这里,我们介绍了 Splatter Bioconductor 包,用于简单、可重复和记录良好的 scRNA-seq 数据模拟。Splatter 提供了对多种模拟方法的接口,包括 Splat,我们自己的模拟方法,基于伽马泊松分布。Splat 可以模拟单细胞群、具有多种细胞类型的细胞群或分化路径。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6959/5596896/2e8183905455/13059_2017_1305_Fig1_HTML.jpg

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