Regulatory Elements and Gene Expression in Primates and Diverse Human Cell-types
dc.contributor.advisor | Crawford, Gregory E | |
dc.contributor.author | Sheffield, Nathan | |
dc.date.accessioned | 2013-05-13T15:33:30Z | |
dc.date.available | 2013-05-13T15:33:30Z | |
dc.date.issued | 2013 | |
dc.department | Computational Biology and Bioinformatics | |
dc.description.abstract | After finishing a human genome reference sequence in 2002, the genomics community has turned to the task of interpreting it. A primary focus is to identify and characterize not only protein-coding genes, but all functional elements in the genome. The effort has identified millions of regulatory elements across species and in hundreds of human cell-types. Nearly all identified regulatory elements are found in non-coding DNA, hypothesizing a function for previously unannotated sequence. The ability to identify regulatory DNA genome-wide provides a new opportunity to understand gene regulation and to ask fundamental questions in diverse areas of biology. One such area is the aim to understand the molecular basis for phenotypic differences between humans and other primates. These phenotypic differences are partially driven by mutations in non-coding regulatory DNA that alter gene expression. This hypothesis has been supported by differential gene expression analyses in general, but we have not yet identified specific regulatory variants responsible for differences in transcription and phenotype. I have worked to identify regulatory differences in the same cell-type isolated from human, chimpanzee, and macaque. Most regulatory elements were conserved among all three species, as expected based on their central role in regulating transcription. How- ever, several hundred regulatory elements were gained or lost on the lineages leading to modern human and chimpanzee. Species-specific regulatory elements are enriched near differentially expressed genes, are positively correlated with increased transcription, show evidence of branch-specific positive selection, and overlap with active chromatin marks. ivSpecies-specific sequence differences in transcription factor motifs found within this regu- latory DNA are linked with species-specific changes in chromatin accessibility. Together, these indicate that species-specific regulatory elements contribute to transcriptional and phenotypic differences among primate species. Another fundamental function of regulatory elements is to define different cell-types in multicellular organisms. Regulatory elements recruit transcription factors that modulate gene expression distinctly across cell-types. In a study of 112 human cell-types, I classified regulatory elements into clusters based on regulatory signal tissue specificity. I then used these to uncover distinct associations between regulatory elements and promoters, CpG- islands, conserved elements, and transcription factor motif enrichment. Motif analysis identified known and novel transcription factor binding motifs in cell-type-specific and ubiquitous regulatory elements. I also developed a classifier that accurately predicts cell- type lineage based on only 43 regulatory elements and evaluated the tissue of origin for cancer cell-types. By correlating regulatory signal and gene expression, I predicted target genes for more than 500k regulatory elements. Finally, I introduced a web resource to enable researchers to explore these regulatory patterns and better understand how expression is modulated within and across human cell-types. Regulation of gene expression is fundamental to life. This dissertation uses identified regulatory DNA to better understand regulatory systems. In the context of either evolution- ary or developmental biology, understanding how differences in regulatory DNA contribute to phenotype will be central to completely understanding human biology. | |
dc.identifier.uri | ||
dc.subject | Bioinformatics | |
dc.subject | DNase hypersensitivity | |
dc.subject | Gene regulation | |
dc.subject | Primate evolution | |
dc.subject | Transcription factor binding | |
dc.title | Regulatory Elements and Gene Expression in Primates and Diverse Human Cell-types | |
dc.type | Dissertation |
Files
Original bundle
- Name:
- Sheffield_duke_0066D_11811.pdf
- Size:
- 11.65 MB
- Format:
- Adobe Portable Document Format