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用于定量分析批量、单细胞和单细胞核RNA测序的kallisto、bustools和kb-python。

kallisto, bustools and kb-python for quantifying bulk, single-cell and single-nucleus RNA-seq.

作者信息

Sullivan Delaney K, Min Kyung Hoi Joseph, Hjörleifsson Kristján Eldjárn, Luebbert Laura, Holley Guillaume, Moses Lambda, Gustafsson Johan, Bray Nicolas L, Pimentel Harold, Booeshaghi A Sina, Melsted Páll, Pachter Lior

机构信息

Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, USA.

UCLA-Caltech Medical Scientist Training Program, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA.

出版信息

Nat Protoc. 2025 Mar;20(3):587-607. doi: 10.1038/s41596-024-01057-0. Epub 2024 Oct 10.

Abstract

The term 'RNA-seq' refers to a collection of assays based on sequencing experiments that involve quantifying RNA species from bulk tissue, single cells or single nuclei. The kallisto, bustools and kb-python programs are free, open-source software tools for performing this analysis that together can produce gene expression quantification from raw sequencing reads. The quantifications can be individualized for multiple cells, multiple samples or both. Additionally, these tools allow gene expression values to be classified as originating from nascent RNA species or mature RNA species, making this workflow amenable to both cell-based and nucleus-based assays. This protocol describes in detail how to use kallisto and bustools in conjunction with a wrapper, kb-python, to preprocess RNA-seq data. Execution of this protocol requires basic familiarity with a command line environment. With this protocol, quantification of a moderately sized RNA-seq dataset can be completed within minutes.

摘要

术语“RNA测序(RNA-seq)”指的是基于测序实验的一系列分析方法,这些实验涉及对来自组织样本、单细胞或单细胞核的RNA种类进行定量。kallisto、bustools和kb-python程序是用于执行此分析的免费开源软件工具,它们共同作用可从原始测序读数生成基因表达定量结果。这些定量结果可以针对多个细胞、多个样本或两者进行个性化分析。此外,这些工具还能将基因表达值分类为源自新生RNA种类或成熟RNA种类,使得该工作流程适用于基于细胞和基于细胞核的分析。本方案详细描述了如何结合使用kallisto和bustools以及包装程序kb-python来预处理RNA测序数据。执行本方案需要对命令行环境有基本的熟悉程度。通过本方案,中等规模的RNA测序数据集的定量分析可在数分钟内完成。

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