The yeast Saccharomyces cerevisiae is a prevalent system for studying gene regulation because of the ease of experimental methods and the simplicity of its gene structure. Here, I describe my work that aims to identify the sequences and factors responsible for demarcating genes within the genome sequence. With comparative genomics and RNA-Seq, we are quite adept at identifying gene structure. However, the cell does not have access to this kind of information. Instead, it uses the specificities of DNA- and RNA-binding proteins to read and interpret the sequence of the genome;​ it is this process that I have studied in my thesis.

In the first chapter, I describe my work collecting yeast transcription factor specificities. I evaluated these specificities using available confirmatory data to determine which one best represents the transcription factor;​ this gave me a high-confidence description of what DNA sequences yeast transcription factors recognize.

Next, I look for over- and under-represented DNA words within and surrounding gene structures and attempt to explain these in terms of the specificities of known factors or other known biological phenomena. I found that the sequences in the 5' and 3' gene ends are very similar and can often be explained by similar phenomena. I also provide evidence that several factors may be involved in regulating transcription in non-canonical ways.

In the final chapter, I describe my efforts to build a model that uses my collection of transcription factor specificities as well as DNA structural features to identify gene structure as we think the cell would. This model is comprised of two classifiers that identify mRNA initiation and termination sites, and these are used to provide evidence to a hidden Markov model that predicts gene structure. I test that the predicted determinants of promoter structure are sufficient to initiate transcription, and that the transcription arising from randomly-generated DNA is correctly predicted. Overall, my work demonstrates that the sequence elements demarcating yeast genes are relatively simple in nature, which has implications for how transcription is regulated and how genes evolve.