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dc.contributor.authorGustafsson, Joel
dc.date.accessioned2023-05-25T06:27:09Z
dc.date.available2023-05-25T06:27:09Z
dc.date.issued2023-05-25
dc.identifier.isbn978-91-8069-269-4 (tryckt)
dc.identifier.isbn978-91-8069-270-0 (PDF)
dc.identifier.urihttps://hdl.handle.net/2077/75906
dc.description.abstractIn an age of global pandemics, studying how viruses and their genomes evolve is of great importance. It has previously been found that the genomes of many eukaryotes and prokaryotes have specific preferences for nucleotides, dinucleotides, and codons. Such preferences are characterized by the selective pressure acting on the genomes and are referred to as specific genomic signatures. The presence of such signatures has, to our knowledge, not been studied in viruses, and it is, therefore, the aim of this thesis to thoroughly investigate genomic signatures in viruses. In the first two papers of this thesis, new algorithms for the study of genomic signatures were developed. Here, such genomic signatures were based on variable-length Markov chains of a genome. Compared to pre-existing methods, our new algorithms are a thousand times faster, and compared to the state-of-the-art, the algorithms are up to 600 times faster while also requiring less memory. These methods enable computationally efficient analysis of genomic signatures, even on laptops. In the subsequent two papers, we thoroughly analyzed the genomic signatures of viruses and compared such signatures to those of the viruses' hosts. The results illustrate that a majority of viruses have specific genomic signatures. In addition, in most cases, the signatures of viruses are not similar to the signatures of their hosts other than in GC content. This dissimilarity indicates that viruses' signatures are independent of their host's signature, despite viruses' dependence on their host's genetic and protein-expression machinery. In the final paper, we illustrated an application of the genomic signatures by applying them to identify recombination events between Human alphaherpesvirus 1 and Human alphaherpesvirus 2. We thus demonstrate that genomic signatures of variable length are an important property of virus genomes. They hint at the importance of the evolution of specific patterns of the nucleotide sequence of viruses. These patterns can likely identify even remotely related viruses in collections of unknown sequences, thus helping detect and classify novel viruses. In addition, it might be possible to use and modify the genomic signatures to, e.g., attenuate viruses to create vaccine candidates.en
dc.language.isoengen
dc.relation.haspart1. Gustafsson, J., Norberg, P., Qvick-Wester, J.R., Schliep, A. Fast parallel construction of variable-length Markov chains. BMC Bioinformatics 22, 487 (2021). https://doi.org/10.1186/s12859-021-04387-yen
dc.relation.haspart2. Gustafsson, J., Edwards, S. V., Schliep, A., Norberg, P. Estimating phylogenies from raw sequencing reads using variable-length Markov chains. Manuscripten
dc.relation.haspart3. Holmudden, M.*, Gustafsson, J.*, Schliep, A., Norberg, P. Species-specific genomic signatures in viruses. Manuscript. * Denotes shared first-authorshipen
dc.relation.haspart4. Gustafsson, J., Schliep, A., Norberg, P. Virus-host similarities in genomic signatures. Manuscripten
dc.relation.haspart5. Gustafsson, J., Schliep, A., Norberg, P. Detection of Herpes simplex type 1 and 2 recombination in clinical samples. Manuscripten
dc.subjectVirus evolutionen
dc.subjectBioinformaticsen
dc.subjectMarkov Chainsen
dc.subjectGenomic signaturesen
dc.titleGenomic signatures in virusesen
dc.typetexteng
dc.type.svepDoctoral thesiseng
dc.type.degreeDoctor of Philosophy (Medicine)en
dc.gup.originUniversity of Gothenburg. Sahlgrenska Academyen
dc.gup.departmentInstitute of Biomedicine. Department of Infectious Diseasesen
dc.gup.defenceplaceFredagen den 16 juni 2023, kl. 13.00, Föreläsningssalen våning 3, Guldhedsgatan 10a, Göteborgen
dc.gup.defencedate2023-06-16
dc.gup.dissdb-fakultetSA


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