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无参转录组组装用于差异表达检测的可用性:以二型种子的阿拉伯芥为例的研究。

Usability of reference-free transcriptome assemblies for detection of differential expression: a case study on Aethionema arabicum dimorphic seeds.

机构信息

Plant Cell Biology, Faculty of Biology, University of Marburg, 35043, Marburg, Germany.

School of Biological Sciences, Royal Holloway University of London, Egham, Surrey, TW20 0EX, UK.

出版信息

BMC Genomics. 2019 Jan 30;20(1):95. doi: 10.1186/s12864-019-5452-4.

Abstract

BACKGROUND

RNA-sequencing analysis is increasingly utilized to study gene expression in non-model organisms without sequenced genomes. Aethionema arabicum (Brassicaceae) exhibits seed dimorphism as a bet-hedging strategy - producing both a less dormant mucilaginous (M) seed morph and a more dormant non-mucilaginous (NM) seed morph. Here, we compared de novo and reference-genome based transcriptome assemblies to investigate Ae. arabicum seed dimorphism and to evaluate the reference-free versus -dependent approach for identifying differentially expressed genes (DEGs).

RESULTS

A de novo transcriptome assembly was generated using sequences from M and NM Ae. arabicum dry seed morphs. The transcripts of the de novo assembly contained 63.1% complete Benchmarking Universal Single-Copy Orthologs (BUSCO) compared to 90.9% for the transcripts of the reference genome. DEG detection used the strict consensus of three methods (DESeq2, edgeR and NOISeq). Only 37% of 1533 differentially expressed de novo assembled transcripts paired with 1876 genome-derived DEGs. Gene Ontology (GO) terms distinguished the seed morphs: the terms translation and nucleosome assembly were overrepresented in DEGs higher in abundance in M dry seeds, whereas terms related to mRNA processing and transcription were overrepresented in DEGs higher in abundance in NM dry seeds. DEGs amongst these GO terms included ribosomal proteins and histones (higher in M), RNA polymerase II subunits and related transcription and elongation factors (higher in NM). Expression of the inferred DEGs and other genes associated with seed maturation (e.g. those encoding late embryogenesis abundant proteins and transcription factors regulating seed development and maturation such as ABI3, FUS3, LEC1 and WRI1 homologs) were put in context with Arabidopsis thaliana seed maturation and indicated that M seeds may desiccate and mature faster than NM. The 1901 transcriptomic DEG set GO-terms had almost 90% overlap with the 2191 genome-derived DEG GO-terms.

CONCLUSIONS

Whilst there was only modest overlap of DEGs identified in reference-free versus -dependent approaches, the resulting GO analysis was concordant in both approaches. The identified differences in dry seed transcriptomes suggest mechanisms underpinning previously identified contrasts between morphology and germination behaviour of M and NM seeds.

摘要

背景

RNA 测序分析越来越多地用于研究没有测序基因组的非模式生物中的基因表达。拟南芥(十字花科)表现出种子二态性,作为一种贝叶斯博弈策略——产生休眠程度较低的粘液(M)种子形态和休眠程度较高的非粘液(NM)种子形态。在这里,我们比较了从头和基于参考基因组的转录组组装,以研究 Ae. arabicum 种子二态性,并评估无参考和基于参考的方法用于鉴定差异表达基因(DEGs)。

结果

使用 M 和 NM Ae. arabicum 干种子形态的序列生成了从头转录组组装。从头组装的转录本包含 63.1%完整的基准通用单拷贝直系同源物(BUSCO),而参考基因组的转录本则包含 90.9%。使用三种方法(DESeq2、edgeR 和 NOISeq)的严格共识进行 DEG 检测。在 1533 个差异表达的从头组装转录本中,只有 37%与 1876 个基于基因组的 DEG 配对。GO 术语区分了种子形态:在 M 干种子中丰度较高的 DEGs 中,翻译和核小体组装等术语被过度表达,而在 NM 干种子中丰度较高的 DEGs 中,与 mRNA 加工和转录相关的术语被过度表达。这些 GO 术语中的 DEGs 包括核糖体蛋白和组蛋白(在 M 中含量较高)、RNA 聚合酶 II 亚基和相关的转录和延伸因子(在 NM 中含量较高)。推断的 DEGs 以及其他与种子成熟相关的基因(例如编码晚期胚胎丰富蛋白和调节种子发育和成熟的转录因子,如 ABI3、FUS3、LEC1 和 WRI1 同源物)的表达与拟南芥种子成熟相关,并表明 M 种子可能比 NM 种子更快地干燥和成熟。1901 个转录组 DEG 集的 GO 术语与 2191 个基于基因组的 DEG GO 术语有近 90%的重叠。

结论

虽然在无参考和基于参考的方法中鉴定的 DEG 只有适度的重叠,但这两种方法的 GO 分析结果是一致的。干种子转录组中发现的差异表明,在之前鉴定的 M 和 NM 种子形态和萌发行为之间的差异背后存在机制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2208/6354389/8132232ec7d4/12864_2019_5452_Fig1_HTML.jpg

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