Isoform sequencing

  • 文章类型: Journal Article
    背景:毛囊发育过程受复杂基因和信号网络的调控,头发从毛囊中长出来.天祝白牦牛种群的毛发长度存在差异,尤其是额头和肩膀区域。然而,遗传机制尚不清楚。同种型测序(Iso-seq)技术在长读数测序中具有优势。因此,我们结合Iso-seq和RNA-seq方法来研究长毛牦牛(LHY)和正常毛牦牛(NHY)之间的转录复杂性和差异。
    结果:头发长度测量结果显示,前额和肩部的LHY和NHY之间存在显着差异(P值<0.001)。合并来自LHY和NHY的前额和肩部的皮肤样品用于同种型测序(Iso-seq)。我们获得了许多长成绩单,包括新的同工型,长链非编码RNA,选择性剪接事件,和选择性聚腺苷酸化事件。结合RNA-seq数据,我们在LHY和NHY之间进行了差异同工型(DEIs)分析。我们发现一些毛囊和皮肤发育相关的DEIs,像BMP4,KRT2,IGF2R,和COL1A2在前额皮肤;BMP1,KRT1,FGF5,COL2A1和IGFBP5在肩部皮肤。富集分析显示,两个可比组中的DEI均显着参与皮肤和毛囊发育相关途径,就像ECM-受体相互作用一样,病灶粘连,和PI3K-Akt信号通路。结果表明,天祝白牦牛毛囊发育可能影响毛长差异。此外,DEIs的蛋白-蛋白相互作用(PPI)网络显示COL2A1和COL3A1表现出高度的中心性,这两个基因被认为是天祝白牦牛毛发长度生长的潜在候选基因。
    结论:结果提供了对转录组复杂性的全面分析,并鉴定了差异转录本,增强了我们对天祝白牦牛毛发长度生长变化的分子机制的理解。
    BACKGROUND: The hair follicle development process is regulated by sophisticated genes and signaling networks, and the hair grows from the hair follicle. The Tianzhu white yak population exhibits differences in hair length, especially on the forehead and shoulder region. However, the genetic mechanism is still unclear. Isoform sequencing (Iso-seq) technology with advantages in long reads sequencing. Hence, we combined the Iso-seq and RNA-seq methods to investigate the transcript complexity and difference between long-haired yak (LHY) and normal-haired yak (NHY).
    RESULTS: The hair length measurement result showed a significant difference between LHY and NHY on the forehead and the shoulder (P-value < 0.001). The skin samples from the forehead and the shoulder of LHY and NHY were pooled for isoform sequencing (Iso-seq). We obtained numerous long transcripts, including novel isoforms, long non-coding RNA, alternative splicing events, and alternative polyadenylation events. Combined with RNA-seq data, we performed differential isoforms (DEIs) analysis between LHY and NHY. We found that some hair follicle and skin development-related DEIs, like BMP4, KRT2, IGF2R, and COL1A2 in the forehead skin; BMP1, KRT1, FGF5, COL2A1, and IGFBP5 in the shoulder skin. Enrichment analysis revealed that DEIs in both two comparable groups significantly participated in skin and hair follicle development-related pathways, like ECM-receptor interaction, focal adhesion, and PI3K-Akt signaling pathways. The results indicated that the hair follicle development of Tianzhu white yak may influence the hair length difference. Besides, the protein-protein interaction (PPI) network of DEIs showed COL2A1 and COL3A1 exhibited a high degree of centrality, and these two genes were suggested as potential candidates for the hair length growth of Tianzhu white yak.
    CONCLUSIONS: The results provided a comprehensive analysis of the transcriptome complexity and identified differential transcripts that enhance our understanding of the molecular mechanisms underlying the variation in hair length growth in Tianzhu white yak.
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  • 文章类型: Review
    毛竹在自然生长过程中能够有性和无性繁殖,产生了四种不同类型的茎秆:竹笋,幼苗茎,leptomorph根茎,和一个长期被忽视的茎-外根茎。有时候,当向外的根茎突破土壤时,他们继续纵向成长,发展成为一个新的个体。然而,替代转录起始位点(aTSS)或终止位点(aTTS)以及替代剪接(AS)的作用尚未得到全面研究。为了重新注释毛竹基因组并识别全基因组aTSS,aTTS,和生长的茎一样,我们利用单分子长读数测序技术。总的来说,确定了169,433个非冗余同工型和14,840个新基因位点。在1311个lncRNAs中,其中大多数与它们的靶mRNA呈正相关,这些IncRNA中的三分之一优先在冬笋中表达。此外,在毛竹中观察到的主要AS类型是内含子保留,而aTSS和aTTS事件发生频率高于AS。值得注意的是,大多数有AS事件的基因也伴有aTSS和aTTS事件。毛竹的根茎向外生长与内含子保留的显着增加有关,可能是由于生长环境的变化。随着不同类型的毛竹茎的生长和发展,由于aTSS的调节,大量的同种型在其保守结构域中发生了变化,aTTS,和as。因此,这些同工型可能发挥不同的作用,而不是他们原来的功能。然后,这些同工型执行与其原始角色不同的功能,有助于毛竹的转录组复杂性。总的来说,本研究全面概述了不同类型毛竹生长发育的转录组变化。
    Moso bamboo is capable of both sexual and asexual reproduction during natural growth, resulting in four distinct types of culms: the bamboo shoot-culm, the seedling stem, the leptomorph rhizome, and a long-ignored culm-the outward-rhizome. Sometimes, when the outward rhizomes break through the soil, they continue to grow longitudinally and develop into a new individual. However, the roles of alternative transcription start sites (aTSS) or termination sites (aTTS) as well as alternative splicing (AS) have not been comprehensively studied for their development. To re-annotate the moso bamboo genome and identify genome-wide aTSS, aTTS, and AS in growing culms, we utilized single-molecule long-read sequencing technology. In total, 169,433 non-redundant isoforms and 14,840 new gene loci were identified. Among 1311 lncRNAs, most of which showed a positive correlation with their target mRNAs, one-third of these IncRNAs were preferentially expressed in winter bamboo shoots. In addition, the predominant AS type observed in moso bamboo was intron retention, while aTSS and aTTS events occurred more frequently than AS. Notably, most genes with AS events were also accompanied by aTSS and aTTS events. Outward rhizome growth in moso bamboo was associated with a significant increase in intron retention, possibly due to changes in the growth environment. As different types of moso bamboo culms grow and develop, a significant number of isoforms undergo changes in their conserved domains due to the regulation of aTSS, aTTS, and AS. As a result, these isoforms may play different roles than their original functions. These isoforms then performed different functions from their original roles, contributing to the transcriptomic complexity of moso bamboo. Overall, this study provided a comprehensive overview of the transcriptomic changes underlying different types of moso bamboo culm growth and development.
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  • 文章类型: Journal Article
    背景:日本落叶松(Larixkaempferi)是一种经济上重要的落叶针叶树种,生长在冷温带森林中,是日本特有的。Kuril落叶松(L.gmeliniivar.japonica)是一种自然分布在千岛群岛和萨哈林岛的Dahurian落叶松。杂交落叶松(L.gmeliniivar.粳稻×L.kaempferi)表现出杂种优势,表现为幼体快速生长和对田鼠放牧的高度抗性。由于这些优越的特点已经被林业管理者所重视,杂交落叶松是北海道最重要的人工林树种之一。为了加速这些物种的分子育种,我们收集并比较了全长cDNA同工型(Iso-Seq)和RNA-Seq短读,并将它们合并以构建候选基因作为两种落叶松物种的参考。为了验证结果,从参考序列中筛选与一些开花信号相关基因相关的候选蛋白编码基因(ORFs),并阐明了与密切相关物种的系统发育关系。
    结果:使用PacBioRSll的同种型测序和RNA-Seq短读序列的从头组装,我们在日本落叶松和千岛落叶松中确定了50,690和38,684个ORF,分别。日本落叶松和千岛落叶松的BUSCO完整性值分别为90.5%和92.1%,分别。在比较了两种落叶松的ORF后,共有19,813个集群,包括22,571个日本落叶松ORF和22,667个千岛落叶松ORF,包含在维恩图的交点中。此外,我们筛选了几个与开花信号相关的ORF(抑制CO1:SOC1,LEAFY:LFY,开花轨迹T:FT,CONSTANCE:CO)来自两个参考序列,在其他物种中发现的非常相似。
    结论:收集的ORF将用作日本和千岛落叶松分子育种的参考序列,以及阐明针叶树基因组的进化和研究功能基因组学。
    BACKGROUND: Japanese larch (Larix kaempferi) is an economically important deciduous conifer species that grows in cool-temperate forests and is endemic to Japan. Kuril larch (L. gmelinii var. japonica) is a variety of Dahurian larch that is naturally distributed in the Kuril Islands and Sakhalin. The hybrid larch (L. gmelinii var. japonica × L. kaempferi) exhibits heterosis, which manifests as rapid juvenile growth and high resistance to vole grazing. Since these superior characteristics have been valued by forestry managers, the hybrid larch is one of the most important plantation species in Hokkaido. To accelerate molecular breeding in these species, we collected and compared full-length cDNA isoforms (Iso-Seq) and RNA-Seq short-read, and merged them to construct candidate gene as reference for both Larix species. To validate the results, candidate protein-coding genes (ORFs) related to some flowering signal-related genes ​were screened from the reference sequences, and the phylogenetic relationship with closely related species was elucidated.
    RESULTS: Using the isoform sequencing of PacBio RS ll and the de novo assembly of RNA-Seq short-read sequences, we identified 50,690 and 38,684 ORFs in Japanese larch and Kuril larch, respectively. BUSCO completeness values were 90.5% and 92.1% in the Japanese and Kuril larches, respectively. After comparing the collected ORFs from the two larch species, a total of 19,813 clusters, comprising 22,571 Japanese larch ORFs and 22,667 Kuril larch ORFs, were contained in the intersection of the Venn diagram. In addition, we screened several ORFs related to flowering signals (SUPPRESSER OF OVEREXPRESSION OF CO1: SOC1, LEAFY: LFY, FLOWERING Locus T: FT, CONSTANCE: CO) from both reference sequences, and very similar found in other species.
    CONCLUSIONS: The collected ORFs will be useful as reference sequences for molecular breeding of Japanese and Kuril larches, and also for clarifying the evolution of the conifer genome and investigating functional genomics.
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  • 文章类型: Journal Article
    一种新型的Nidovirus,CSBVBces-Po19,从海鱼中分离出来,日本比目鱼(Paralichthysolivaceus)。病毒基因组长26,597个核苷酸,与CSBVWHQSR4345共有98.62%的核苷酸同一性。PacBioSequel和Illumina测序用于对CSBVBces-Po19敏感(S)和抗性(R)日本比目鱼进行全长转录组测序。阴性染色结果显示杆状和球形病毒体。CSBVBces-Po19S和R组之间总共有1444个不同的基因,935上调,513下调。代谢-,免疫-,和RNA相关通路显著富集。此外,CSBVBces-Po19感染诱导日本比目鱼的选择性剪接(AS)事件;S组的AS事件(12,352)比R组(11,452)更多。S组中长链非编码RNA(lncRNA)的数量,另一方面,显著低于R组。除了提供有关CSBVBces-Po19感染的更多信息外,这些研究结果为CSBVBces-Po19的预防和治疗提供了进一步的线索。
    A novel nidovirus, CSBV Bces-Po19, was isolated from the marine fish, Japanese flounder (Paralichthys olivaceus). The viral genome was 26,597 nucleotides long and shared 98.62% nucleotide identity with CSBV WHQSR4345. PacBio Sequel and Illumina sequencing were used to perform full-length transcriptome sequencing on CSBV Bces-Po19-sensitive (S) and -resistant (R) Japanese flounder. The results of negative staining revealed bacilliform and spherical virions. There were in total 1444 different genes between CSBV Bces-Po19 S and R groups, with 935 being up-regulated and 513 being down-regulated. Metabolism-, immune-, and RNA-related pathways were significantly enriched. Furthermore, CSBV Bces-Po19 infection induced alternative splicing (AS) events in Japanese flounder; the S group had a higher numbers of AS events (12,352) than the R group (11,452). The number of long non-coding RNA (lncRNA) in the S group, on the other hand, was significantly lower than in the R group. In addition to providing valuable information that sheds more light on CSBV Bces-Po19 infection, these research findings provide further clues for CSBV Bces-Po19 prevention and treatment.
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  • 文章类型: Journal Article
    Hucho bleekeri is a glacial relict and critically endangered fish restricted to the Yangtze River drainage in China. The lack of basic genomic information and immune characteristics will hinder the way toward protecting this species. In the present study, we conducted the first transcriptome analysis of H. bleekeri using the combination of SMRT and Illumina sequencing technology. Transcriptome sequencing generated a total of 93,330 non-redundant full-length unigenes with a mean length of 3072 bp. A total of 92,472 (99.08%) unigenes were annotated in at least one of the Nr protein, Swiss-Prot, KEGG, KOG, GO, Nt and Pfam databases. KEGG analysis showed that a total of 7240 unigenes belonging to 28 immune pathways were annotated to the immune system category. Meanwhile, differentially expressed genes between mucosa-associated tissues (skin, gill and hindgut) and systemic-immune tissues (spleen, head kidney and liver) were obtained. Importantly, genes participating in diverse immune signalling pathways and their expression profiles in H. bleekeri were discussed. In addition, a large number of long non-coding RNAs (lncRNAs) and simple sequence repeats (SSRs) were obtained in the H. bleekeri transcriptome. The present study will provide basic genomic information for H. bleekeri and for further research on analysing the characteristics of both the innate and adaptive immune systems of this critically endangered species.
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  • 文章类型: Journal Article
    背景:斯特鱼(Acipeneriformes)是多倍体软骨鱼,构成了研究脊椎动物发育和进化的重要模型物种。为了更好地了解st鱼的繁殖调节机制,这项研究将PacBio同工型测序(Iso-Seq)与Illumina短读RNA-seq方法相结合,以发现参与阿穆尔st鱼早期配子发生的全长基因,史伦基针石.
    结果:从两个SMRT细胞中总共产生了50.04G亚阅读碱基,并且在本文中,从七个3岁的施伦克A个体的性腺组织(三个睾丸和四个卵巢)产生了164,618个非冗余全长转录物(unigenes),平均长度为2782bp。卵巢特异性表达的单基因数量大于睾丸(19,716vs.3028),在卵巢偏向和睾丸偏向的DEU之间,完全不同的KEGG途径显着富集。重要的是,成功鉴定了60个早期配子发生相关基因(涉及755个单基因),其中50%(30/60)的基因在睾丸和卵巢中显示出明显的差异表达。其中,具有睾丸偏向表达的Amh和Gsdf,和卵巢偏向表达的Foxl2和Cyp19a强烈暗示了施氏杆菌在精子发生和卵子发生中的重要调节作用,分别。我们还发现了四个新的Sox9转录变体,这增加了调节基因的数量,并暗示了早期配子发生的功能复杂性。最后,共检测到236,672例AS事件(涉及36,522例单基因),还分别鉴定了10556个推定的长链非编码RNA(lncRNAs)和4339个预测的转录因子(TFs),它们都与施伦克氏A的早期配子发生显着相关。
    结论:总体而言,我们的研究结果为st鱼提供了全长转录数据和信息的新遗传资源,作为基因组水平的参考。至关重要的是,我们探索了施氏杆菌在配子发生早期的睾丸和卵巢之间不同的综合遗传特征,为进一步研究st鱼的繁殖调控机制提供候选基因和理论依据。
    BACKGROUND: Sturgeons (Acipenseriformes) are polyploid chondrostean fish that constitute an important model species for studying development and evolution in vertebrates. To better understand the mechanisms of reproduction regulation in sturgeon, this study combined PacBio isoform sequencing (Iso-Seq) with Illumina short-read RNA-seq methods to discover full-length genes involved in early gametogenesis of the Amur sturgeon, Acipenser schrenckii.
    RESULTS: A total of 50.04 G subread bases were generated from two SMRT cells, and herein 164,618 nonredundant full-length transcripts (unigenes) were produced with an average length of 2782 bp from gonad tissues (three testes and four ovaries) from seven 3-year-old A. schrenckii individuals. The number of ovary-specific expressed unigenes was greater than those of testis (19,716 vs. 3028), and completely different KEGG pathways were significantly enriched between the ovary-biased and testis-biased DEUs. Importantly, 60 early gametogenesis-related genes (involving 755 unigenes) were successfully identified, and exactly 50% (30/60) genes of those showed significantly differential expression in testes and ovaries. Among these, the Amh and Gsdf with testis-biased expression, and the Foxl2 and Cyp19a with ovary-biased expression strongly suggested the important regulatory roles in spermatogenesis and oogenesis of A. schrenckii, respectively. We also found the four novel Sox9 transcript variants, which increase the numbers of regulatory genes and imply function complexity in early gametogenesis. Finally, a total of 236,672 AS events (involving 36,522 unigenes) were detected, and 10,556 putative long noncoding RNAs (lncRNAs) and 4339 predicted transcript factors (TFs) were also respectively identified, which were all significantly associated with the early gametogenesis of A. schrenckii.
    CONCLUSIONS: Overall, our results provide new genetic resources of full-length transcription data and information as a genomic-level reference for sturgeon. Crucially, we explored the comprehensive genetic characteristics that differ between the testes and ovaries of A. schrenckii in the early gametogenesis stage, which could provide candidate genes and theoretical basis for further the mechanisms of reproduction regulation of sturgeon.
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  • 文章类型: Journal Article
    在使用下一代测序的转录组分析中,cDNA的标准化被广泛用于提高稀有转录本的覆盖率。最近,长读技术已经成为转录组测序和构建的强大工具,特别是对于含有高度相似的转录本和转录剪接的同工型的复杂基因组。这里,我们分析了甘蔗的转录组,一个高度多倍体的植物基因组,通过PacBio同工型测序(Iso-Seq)对两种不同的cDNA文库制剂进行测序,有和没有标准化步骤。结果表明,虽然这两个图书馆包含许多相同的成绩单,许多更长的成绩单被删除,通过归一化检测到许多新的通常较短的转录本。对于相同的输入cDNA和数据产量,归一化文库恢复了更多的总转录同种型和预测基因家族和直系同源组的数量,导致甘蔗转录组的代表性更高,与非标准化库相比。非规范化库,另一方面,包括更宽的转录本长度范围,更长的转录本高于1.25kb,每个基因家族和每个转录本的基因本体论术语更多的转录本同工型。Alargeproportionoftheuniquetranscriptscomprising〜52%ofthenormalizedlibrarywereexpressedatalowerlevelthantheuniquetranscriptsfromthenon-normalizedlibrary,测试了三种组织类型,包括叶子,茎,和根。总共5,348个预测的长非编码转录物中,约有83%来自标准化文库,其中80%来自低表达的分数。独特转录物的功能注释表明每个文库富含不同的功能转录物部分。这证明了在本研究中使用的测序深度处获得复杂基因组的完整转录组的两种方法的互补。
    Normalization of cDNA is widely used to improve the coverage of rare transcripts in analysis of transcriptomes employing next-generation sequencing. Recently, long-read technology has been emerging as a powerful tool for sequencing and construction of transcriptomes, especially for complex genomes containing highly similar transcripts and transcript-spliced isoforms. Here, we analyzed the transcriptome of sugarcane, a highly polyploidy plant genome, by PacBio isoform sequencing (Iso-Seq) of two different cDNA library preparations, with and without a normalization step. The results demonstrated that, while the two libraries included many of the same transcripts, many longer transcripts were removed, and many new generally shorter transcripts were detected by normalization. For the same input cDNA and data yield, the normalized library recovered more total transcript isoforms and number of predicted gene families and orthologous groups, resulting in a higher representation for the sugarcane transcriptome, compared to the non-normalized library. The non-normalized library, on the other hand, included a wider transcript length range with more longer transcripts above ∼1.25 kb and more transcript isoforms per gene family and gene ontology terms per transcript. A large proportion of the unique transcripts comprising ∼52% of the normalized library were expressed at a lower level than the unique transcripts from the non-normalized library, across three tissue types tested including leaf, stalk, and root. About 83% of the total 5,348 predicted long noncoding transcripts was derived from the normalized library, of which ∼80% was derived from the lowly expressed fraction. Functional annotation of the unique transcripts suggested that each library enriched different functional transcript fractions. This demonstrated the complementation of the two approaches in obtaining a complete transcriptome of a complex genome at the sequencing depth used in this study.
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  • 文章类型: Journal Article
    To better understand the immune system of shrimp, this study combined PacBio isoform sequencing (Iso-Seq) and Illumina paired-end short reads sequencing methods to discover full-length immune-related molecules of the Pacific white shrimp, Litopenaeus vannamei. A total of 72,648 nonredundant full-length transcripts (unigenes) were generated with an average length of 2545 bp from five main tissues, including the hepatopancreas, cardiac stomach, heart, muscle, and pyloric stomach. These unigenes exhibited a high annotation rate (62,164, 85.57%) when compared against NR, NT, Swiss-Prot, Pfam, GO, KEGG and COG databases. A total of 7544 putative long noncoding RNAs (lncRNAs) were detected and 1164 nonredundant full-length transcripts (449 UniTransModels) participated in the alternative splicing (AS) events. Importantly, a total of 5279 nonredundant full-length unigenes were successfully identified, which were involved in the innate immune system, including 9 immune-related processes, 19 immune-related pathways and 10 other immune-related systems. We also found wide transcript variants, which increased the number and function complexity of immune molecules; for example, toll-like receptors (TLRs) and interferon regulatory factors (IRFs). The 480 differentially expressed genes (DEGs) were significantly higher or tissue-specific expression patterns in the hepatopancreas compared with that in other four tested tissues (FDR <0.05). Furthermore, the expression levels of six selected immune-related DEGs and putative IRFs were validated using real-time PCR technology, substantiating the reliability of the PacBio Iso-seq results. In conclusion, our results provide new genetic resources of long-read full-length transcripts data and information for identifying immune-related genes, which are an invaluable transcriptomic resource as genomic reference, especially for further exploration of the innate immune and defense mechanisms of shrimp.
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