TY - THES A1 - Yu, Sung-Huan T1 - Development and application of computational tools for RNA-Seq based transcriptome annotations T1 - Entwicklung und Anwendung bioinformatischer Werkzeuge für RNA-Seq-basierte Transkriptom-Annotationen N2 - In order to understand the regulation of gene expression in organisms, precise genome annotation is essential. In recent years, RNA-Seq has become a potent method for generating and improving genome annotations. However, this Approach is time consuming and often inconsistently performed when done manually. In particular, the discovery of non-coding RNAs benefits strongly from the application of RNA-Seq data but requires significant amounts of expert knowledge and is labor-intensive. As a part of my doctoral study, I developed a modular tool called ANNOgesic that can detect numerous transcribed genomic features, including non-coding RNAs, based on RNA-Seq data in a precise and automatic fashion with a focus on bacterial and achaeal species. The software performs numerous analyses and generates several visualizations. It can generate annotations of high-Resolution that are hard to produce using traditional annotation tools that are based only on genome sequences. ANNOgesic can detect numerous novel genomic Features like UTR-derived small non-coding RNAs for which no other tool has been developed before. ANNOgesic is available under an open source license (ISCL) at https://github.com/Sung-Huan/ANNOgesic. My doctoral work not only includes the development of ANNOgesic but also its application to annotate the transcriptome of Staphylococcus aureus HG003 - a strain which has been a insightful model in infection biology. Despite its potential as a model, a complete genome sequence and annotations have been lacking for HG003. In order to fill this gap, the annotations of this strain, including sRNAs and their functions, were generated using ANNOgesic by analyzing differential RNA-Seq data from 14 different samples (two media conditions with seven time points), as well as RNA-Seq data generated after transcript fragmentation. ANNOgesic was also applied to annotate several bacterial and archaeal genomes, and as part of this its high performance was demonstrated. In summary, ANNOgesic is a powerful computational tool for RNA-Seq based annotations and has been successfully applied to several species. N2 - Exakte Genomannotationen sind essentiell für das Verständnis Genexpressionsregulation in verschiedenen Organismen. In den letzten Jahren entwickelte sich RNA-Seq zu einer äußerst wirksamen Methode, um solche Genomannotationen zu erstellen und zu verbessern. Allerdings ist das Erstellen von Genomannotationen bei manueller Durchführung noch immer ein zeitaufwändiger und inkonsistenter Prozess. Die Verwendung von RNA-Seq-Daten begünstigt besonders die Identifizierung von nichtkodierenden RNAs, was allerdings arbeitsintensiv ist und fundiertes Expertenwissen erfordert. Ein Teil meiner Promotion bestand aus der Entwicklung eines modularen Tools namens ANNOgesic, das basierend auf RNA-Seq-Daten in der Lage ist, eine Vielzahl von Genombestandteilen, einschließlich nicht-kodierender RNAs, automatisch und präzise zu ermitteln. Das Hauptaugenmerk lag dabei auf der Anwendbarkeit für bakterielle und archaeale Genome. Die Software führt eine Vielzahl von Analysen durch und stellt die verschiedenen Ergebnisse grafisch dar. Sie generiert hochpräzise Annotationen, die nicht unter Verwendung herkömmlicher Annotations-Tools auf Basis von Genomsequenzen erzeugt werden könnten. Es kann eine Vielzahl neuer Genombestandteile, wie kleine nicht-kodierende RNAs in UTRs, ermitteln, welche von bisherigen Programme nicht vorhergesagt werden können. ANNOgesic ist unter einer Open-Source-Lizenz (ISCL) auf https://github.com/Sung-Huan/ANNOgesic verfügbar. Meine Forschungsarbeit beinhaltet nicht nur die Entwicklung von ANNOgesic, sondern auch dessen Anwendung um das Transkriptom des Staphylococcus aureus-Stamms HG003 zu annotieren. Dieser ist einem Derivat von S. aureus NCTC8325 - ein Stamm, Dear ein bedeutendes Modell in der Infektionsbiologie darstellt. Zum Beispiel wurde er für die Untersuchung von Antibiotikaresistenzen genutzt, da er anfällig für alle bekannten Antibiotika ist. Der Elternstamm NCTC8325 besitzt zwei Mutationen im regulatorischen Genen (rsbU und tcaR), die Veränderungen der Virulenz zur Folge haben und die in Stamm HG003 auf die Wildtypsequenz zurückmutiert wurden. Dadurch besitzt S. aureus HG003 das vollständige, ursprüngliche Regulationsnetzwerk und stellt deshalb ein besseres Modell zur Untersuchung von sowohl Virulenz als auch Antibiotikaresistenz dar. Trotz seines Modellcharakters fehlten für HG003 bisher eine vollständige Genomsequenz und deren Annotationen. Um diese Lücke zu schließen habe ich als Teil meiner Promotion mit Hilfe von ANNOgesic Annotationen für diesen Stamm, einschließlich sRNAs und ihrer Funktionen, generiert. Dafür habe ich Differential RNA-Seq-Daten von 14 verschiedenen Proben (zwei Mediumsbedingungen mit sieben Zeitpunkten) sowie RNA-Seq-Daten, die von fragmentierten Transkripten generiert wurden, analysiert. Neben S. aureus HG003 wurde ANNOgesic auf eine Vielzahl von Bakterien- und Archaeengenome angewendet und dabei wurde eine hohe Performanz demonstriert. Zusammenfassend kann gesagt werden, dass ANNOgesic ein mächtiges bioinformatisches Werkzeug für die RNA-Seq-basierte Annotationen ist und für verschiedene Spezies erfolgreich angewandt wurde. KW - RNA-Seq KW - Genome Annotation KW - small RNA KW - Genom KW - Annotation KW - Small RNA KW - Bioinformatik Y1 - 2019 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-176468 ER - TY - JOUR A1 - Afonso-Grunz, Fabian A1 - Hoffmeier, Klaus A1 - Müller, Sören A1 - Westermann, Alexander J. A1 - Rotter, Björn A1 - Vogel, Jörg A1 - Winter, Peter A1 - Kahl, Günter T1 - Dual 3'Seq using deepSuperSAGE uncovers transcriptomes of interacting Salmonella enterica Typhimurium and human host cells JF - BMC Genomics N2 - Background: The interaction of eukaryotic host and prokaryotic pathogen cells is linked to specific changes in the cellular proteome, and consequently to infection-related gene expression patterns of the involved cells. To simultaneously assess the transcriptomes of both organisms during their interaction we developed dual 3'Seq, a tag-based sequencing protocol that allows for exact quantification of differentially expressed transcripts in interacting pro-and eukaryotic cells without prior fixation or physical disruption of the interaction. Results: Human epithelial cells were infected with Salmonella enterica Typhimurium as a model system for invasion of the intestinal epithelium, and the transcriptional response of the infected host cells together with the differential expression of invading and intracellular pathogen cells was determined by dual 3'Seq coupled with the next-generation sequencing-based transcriptome profiling technique deepSuperSAGE (deep Serial Analysis of Gene Expression). Annotation to reference transcriptomes comprising the operon structure of the employed S. enterica Typhimurium strain allowed for in silico separation of the interacting cells including quantification of polycistronic RNAs. Eighty-nine percent of the known loci are found to be transcribed in prokaryotic cells prior or subsequent to infection of the host, while 75% of all protein-coding loci are represented in the polyadenylated transcriptomes of human host cells. Conclusions: Dual 3'Seq was alternatively coupled to MACE (Massive Analysis of cDNA ends) to assess the advantages and drawbacks of a library preparation procedure that allows for sequencing of longer fragments. Additionally, the identified expression patterns of both organisms were validated by qRT-PCR using three independent biological replicates, which confirmed that RELB along with NFKB1 and NFKB2 are involved in the initial immune response of epithelial cells after infection with S. enterica Typhimurium. KW - complete genome sequence KW - secretion systems KW - RNA-Seq KW - deepSuperSAGE KW - transcriptome KW - gene expression KW - serovar Typhimurium KW - human macrophages KW - epithelial cells KW - infection KW - SuperSAGE KW - receptors KW - Dual 3'seq KW - MACE KW - tag based KW - simultaneous KW - genome wide KW - gene expression profiling KW - host pathogen interaction KW - Salmonella enterica Typhimurium strain SL1344 Y1 - 2015 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-143230 VL - 16 IS - 323 ER - TY - JOUR A1 - Matos, I A1 - Machado, M. P. A1 - Schartl, M. A1 - Coelho, M. M. T1 - Gene expression dosage regulation in an allopolyploid fish JF - PLoS ONE N2 - How allopolyploids are able not only to cope but profit from their condition is a question that remains elusive, but is of great importance within the context of successful allopolyploid evolution. One outstanding example of successful allopolyploidy is the endemic Iberian cyprinid Squalius alburnoides. Previously, based on the evaluation of a few genes, it was reported that the transcription levels between diploid and triploid S. alburnoides were similar. If this phenomenon occurs on a full genomic scale, a wide functional "diploidization'' could be related to the success of these polyploids. We generated RNA-seq data from whole juvenile fish and from adult livers, to perform the first comparative quantitative transcriptomic analysis between diploid and triploid individuals of a vertebrate allopolyploid. Together with an assay to estimate relative expression per cell, it was possible to infer the relative sizes of transcriptomes. This showed that diploid and triploid S. alburnoides hybrids have similar liver transcriptome sizes. This in turn made it valid to directly compare the S. alburnoides RNA-seq transcript data sets and obtain a profile of dosage responses across the S. alburnoides transcriptome. We found that 64% of transcripts in juveniles' samples and 44% in liver samples differed less than twofold between diploid and triploid hybrids (similar expression). Yet, respectively 29% and 15% of transcripts presented accurate dosage compensation (PAA/PA expression ratio of 1 instead of 1.5). Therefore, an exact functional diploidization of the triploid genome does not occur, but a significant down regulation of gene expression in triploids was observed. However, for those genes with similar expression levels between diploids and triploids, expression is not globally strictly proportional to gene dosage nor is it set to a perfect diploid level. This quantitative expression flexibility may be a strong contributor to overcome the genomic shock, and be an immediate evolutionary advantage of allopolyploids. KW - RNA-Seq KW - balance hypothesis KW - hybrids KW - genome KW - maize KW - Squalius alburnoides KW - cell size KW - evolution KW - heterosis KW - complex Y1 - 2015 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-143565 VL - 10 IS - 3 ER - TY - JOUR A1 - Kang, Ji Hyoun A1 - Manousaki, Tereza A1 - Franchini, Paolo A1 - Kneitz, Susanne A1 - Schartl, Manfred A1 - Meyer, Axel T1 - Transcriptomics of two evolutionary novelties: how to make a sperm-transfer organ out of an anal fin and a sexually selected "sword" out of a caudal fin JF - Ecology and Evolution N2 - Swords are exaggerated male ornaments of swordtail fishes that have been of great interest to evolutionary biologists ever since Darwin described them in the Descent of Man (1871). They are a novel sexually selected trait derived from modified ventral caudal fin rays and are only found in the genus Xiphophorus. Another phylogenetically more widespread and older male trait is the gonopodium, an intromittent organ found in all poeciliid fishes, that is derived from a modified anal fin. Despite many evolutionary and behavioral studies on both traits, little is known so far about the molecular mechanisms underlying their development. By investigating transcriptomic changes (utilizing a RNA-Seq approach) in response to testosterone treatment in the swordtail fish, Xiphophorus hellerii, we aimed to better understand the architecture of the gene regulatory networks underpinning the development of these two evolutionary novelties. Large numbers of genes with tissue-specific expression patterns were identified. Among the sword genes those involved in embryonic organ development, sexual character development and coloration were highly expressed, while in the gonopodium rather more morphogenesis-related genes were found. Interestingly, many genes and genetic pathways are shared between both developing novel traits derived from median fins: the sword and the gonopodium. Our analyses show that a larger set of gene networks was co-opted during the development and evolution of the older gonopodium than in the younger, and morphologically less complex trait, the sword. We provide a catalog of candidate genes for future efforts to dissect the development of those sexually selected exaggerated male traits in swordtails. KW - mouse testis differentiation KW - fishes Xiphophorus KW - beetle horns KW - gonopodium KW - RNA-Seq KW - swordtails KW - Xiphophorus KW - key innovation KW - male-specific traits KW - Co-option KW - genus Xiphophorus KW - hybrid origin KW - Drosophila melanogaster KW - expression analysis KW - cell proliferation KW - preexisting bias KW - sex combs Y1 - 2015 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-144139 VL - 5 IS - 4 ER -