The Genetic Compatibility between Antibiotic Resistance Genes and Bacterial Hosts: Evaluated by measuring differences in k-mer distributions and comparing gene codon usage with tRNA availability
Publicerad
Författare
Typ
Examensarbete för masterexamen
Master's Thesis
Master's Thesis
Modellbyggare
Tidskriftstitel
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Volymtitel
Utgivare
Sammanfattning
Antibiotic resistance is a growing global health concern, driven by bacteria exchanging
antibiotic resistance genes (ARGs) through horizontal gene transfer. The factors
influencing the spread of ARGs across bacteria are not entirely understood, though
genetic compatibility has been proposed as a contributing factor. This project aimed
to explore genetic compatibility between ARGs and bacterial genomes by creating
two metrics. The first metric, the 5mer score, was created by looking at nucleotide
composition, specifically comparing 5-mer distributions using Euclidean distance.
The second metric, the tRNA score, was created by comparing codon usage in the
genes with the tRNA availability in the bacterial hosts. The results showed that
both scores capture certain aspects of genetic compatibility and that higher compatibility
correlates with increased likelihood of horizontal gene transfer. Although
some transfers have occurred with poor scores, this suggests that transfers can still
take place despite lower genetic compatibility, for example under evolutionary pressure.
Gene length was identified as an important factor to take into account when
working with 5-mers. Further studies include implementing the 5mer score in machine
learning to determine the spread of ARGs, and refining the tRNA score due
to its limitations, including how the scores were determined.
Beskrivning
Ämne/nyckelord
genetic compatibility, antibiotic resistance genes, codon usage, nucleotide composition, tRNA availability, horizontal gene transfer
