Trans2express - 为基因表达分析而优化的全新转录组组装管道。

IF 4.7 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS
Aleksandra M Kasianova, Aleksey A Penin, Mikhail I Schelkunov, Artem S Kasianov, Maria D Logacheva, Anna V Klepikova
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引用次数: 0

摘要

背景:由于许多真核生物物种(尤其是植物)的基因组庞大而复杂,尽管测序技术不断进步,但从头测序和组装基因组仍然是一项艰巨的任务。基因组组装的另一种方法是组装转录组,即表达基因的 RNA 产物集。虽然有很多从头开始的转录组组装器,但转录组的挑战(同工型的存在、各基因表达水平的不均衡)使生成适合下游分析的高质量组装变得复杂:我们开发了Trans2express--一种基于网络的工具,以及基于rnaSPAdes的全新混合转录组组装和后处理流水线,并进行了一系列后续过滤。利用 Illumina 和 Oxford Nanopore Technologies 平台获得的拟南芥 cDNA 测序数据以及三个非模式植物物种对该管道进行了测试。将转录组组装的结构特征与参考拟南芥基因组进行比较后发现,组装的转录组质量很高,86.1% 的拟南芥表达基因组装为单个序列。我们测试了转录组组装在基因表达分析中的适用性。对于拟南芥和非模式物种,结果显示基于基因组的分析和基于转录组组装的分析在基因表达水平和差异表达基因集方面高度一致:我们介绍了 Trans2express - 一种旨在恢复每个基因单个转录本的全新混合转录本组组装协议。我们希望该协议能促进非模式植物转录组的特征描述和基因表达分析,并为广大植物生物学家提供基于网络的工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Trans2express - de novo transcriptome assembly pipeline optimized for gene expression analysis.

Background: As genomes of many eukaryotic species, especially plants, are large and complex, their de novo sequencing and assembly is still a difficult task despite progress in sequencing technologies. An alternative to genome assembly is the assembly of transcriptome, the set of RNA products of the expressed genes. While a bunch of de novo transcriptome assemblers exists, the challenges of transcriptomes (the existence of isoforms, the uneven expression levels across genes) complicates the generation of high-quality assemblies suitable for downstream analyses.

Results: We developed Trans2express - a web-based tool and a pipeline of de novo hybrid transcriptome assembly and postprocessing based on rnaSPAdes with a set of subsequent filtrations. The pipeline was tested on Arabidopsis thaliana cDNA sequencing data obtained using Illumina and Oxford Nanopore Technologies platforms and three non-model plant species. The comparison of structural characteristics of the transcriptome assembly with reference Arabidopsis genome revealed the high quality of assembled transcriptome with 86.1% of Arabidopsis expressed genes assembled as a single contig. We tested the applicability of the transcriptome assembly for gene expression analysis. For both Arabidopsis and non-model species the results showed high congruence of gene expression levels and sets of differentially expressed genes between analyses based on genome and based on the transcriptome assembly.

Conclusions: We present Trans2express - a protocol for de novo hybrid transcriptome assembly aimed at recovering of a single transcript per gene. We expect this protocol to promote the characterization of transcriptomes and gene expression analysis in non-model plants and web-based tool to be of use to a wide range of plant biologists.

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来源期刊
Plant Methods
Plant Methods 生物-植物科学
CiteScore
9.20
自引率
3.90%
发文量
121
审稿时长
2 months
期刊介绍: Plant Methods is an open access, peer-reviewed, online journal for the plant research community that encompasses all aspects of technological innovation in the plant sciences. There is no doubt that we have entered an exciting new era in plant biology. The completion of the Arabidopsis genome sequence, and the rapid progress being made in other plant genomics projects are providing unparalleled opportunities for progress in all areas of plant science. Nevertheless, enormous challenges lie ahead if we are to understand the function of every gene in the genome, and how the individual parts work together to make the whole organism. Achieving these goals will require an unprecedented collaborative effort, combining high-throughput, system-wide technologies with more focused approaches that integrate traditional disciplines such as cell biology, biochemistry and molecular genetics. Technological innovation is probably the most important catalyst for progress in any scientific discipline. Plant Methods’ goal is to stimulate the development and adoption of new and improved techniques and research tools and, where appropriate, to promote consistency of methodologies for better integration of data from different laboratories.
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