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Bioinformatics

Several Python programs that solve various bioinformatics computational problems from the Rosalind project. The repository also contains three mini projects that focus on analysing molecular data to answer specific questions.

Homework for the Introduction to Bioinformatics course at the University of Ljubljana, Faculty of Computer and Information Science. The course covered the following main topics: molecular biology, probability models, gene finding, sequence alignment, Markov models, models of evolution, phylogenetics and sequence assembly.

Rosalind

Below, we list the solved problems and provide links to the Rosalind webpage containing the description and dataset. The file name represents a Rosalind ID of the individual problem.

Mini projects

Individual "porocilo.pdf" files contain more detailed reports for the projects in the Slovenian language.

Gene Prediction

We analyse the whole genome of Mycoplasma genitalium bacteria and try to find the regions that encode genes, especially those that encode proteins. We find the optimal ORF length for our algorithm based on recall and precision measures.

orf

DNA evolution

We search for a gene that would enable us to best distinguish between a Danio rerio fish and a group of six mammals. Using a distance measure derived from the Jukes-Cantor model we can compare the same gene between different species and then plot a phylogenetic tree.

phylogeneticTree

Sequence Reconstruction

We search several gene sequences for the minimal length of fragments that we can then still reconstruct into the original sequence. This is done iteratively by first heuristically estimating the fragment length and then creating a de Brujin graph for smaller and smaller fragments until only one unique Euler's path can be found.

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