Epigenetics is an important layer of transcriptional control necessary for cell-type specific gene regulation. We developed computational methods to analyze the combinatorial effect and large-scale organizations of genome-wide distributions of epigenetic marks. Throughout this dissertation, we show that regions containing multiple genes with similar epigenetic patterns are found throughout the genome, suggesting the presence of several chromatin domains. In Chapter 1, we develop a hidden Markov model (HMM) for detecting the types and locations of epigenetic domains from multiple histone modifications. We use this method to analyze a published ChIP-seq dataset of five histone modification marks in mouse embryonic stem cells. We successfully detect domains of consistent epigenetic patterns from ChIP-seq data, providing new insights into the role of epigenetics in longrange gene regulation. In Chapter 2, we expand our model to investigate the genome-wide patterns of histone modifications in multiple human cell lines. We find that chromatin states can be used to accurately classify cell differentiation stage, and that three cancer cell lines can be classified as differentiated cells. We also found that genes whose chromatin states change dynamically in accordance with differentiation stage are not randomly distributed across the genome, but tend to be embedded in multi-gene chromatin domains. Moreover, many specialized gene clusters are associated with stably occupied domains. In the last chapter, we develop a more sophisticated, tiered HMM to include a domain structure in our chromatin annotation. We find that a model with three domains and five sub-states per domain best fits our data. Each state has a unique epigenetic pattern, while still staying true to its domain’s specific functional aspects and expression profiles. The majority of the genome (including most introns and intergenic regions) has low epigenetic signals and is assigned to the same domain. Our model outperforms current chromatin state models due to its increased domain coherency and interpretation.

Die Chromatinstruktur spielt eine bedeutende Rolle bei der Stadien- und Gewebs-spezifischen Genexpression. Der epigenetische Status von Chromatindomänen wird mit Hilfe einer Anzahl von Proteinen und Histonmodifikationen etabliert und aufrechterhalten. Das Ziel dieser Arbeit ist die Untersuchung der Bedeutung und Funktion des Chriz Protein Komplexes bei Drosophila, der spezifisch in dekondensierten Regionen von Interphase Chromosomen gebunden ist. Meine RNAi Experimente an embryonalen S2 Zellen zeigten, dass die Rekrutierung von Z4 und der Kinase Jil-1 an das Chromatin sowie dessen H3S10 Phosphorylierung während der Interphase von Chriz abhängt. Diese Ergebnisse lieferten einen starken Hinweis auf eine Ähnlichkeit bei der Bildung des Komplexes in polytänen Zellen und diploiden S2 Zellen. Ich führte eine vergleichende Analyse der Bindungsprofile von Proteinen des Chriz Komplex zwischen Speicheldrüsen im 3.Larvenstadium und S2 Zellen im chromosomalen Intervall 61C7-8 durch. Ich fand heraus, dass die Chriz Bindungsprofile im proximalen Teil der Domäne konserviert waren. Dagegen beobachtete ich eine veränderte Chriz Bindung im distalen Teil, die mit einem veränderten Transkriptionsprofil in dieser Region übereinstimmte. Chriz und Z4 RNAi Experimente in S2 Zellen führten zu einer Veränderung der Expression vieler Chriz- und Z4- bindender Gene. Mittels Co-Immunpräzipitation und Protein „Pull-down“ konnte ich die Bindung der Insulator Proteine BEAF-32 und CP190 im Chriz-Komplex nachweisen und die für die Protein-Protein Interaktion notwendigen Proteinabschnitte grob kartieren. Schließlich überprüfte ich die Möglichkeit einer Rekrutierung des Chriz Komplexes durch BEAF-32 durch Induktion von Punktmutationen in bekannten BEAF-32 Bindemotiven. Meine Ergebnisse wiesen eine Wechselwirkung zwischen Chriz und Insulator Proteinen nach und zeigten, dass der Chriz-Komplex eine wichtige Bedeutung bei der strukturellen Organisation von Chromatin Domänen besitzt. / Chromatin structure is important for the correct stage and tissue-specific expression of the genetic material. The epigenetic state of chromatin domains is established and maintained by a number of proteins and histone modifications. The aim of current thesis is to investigate the role and function of Chriz protein complex, specifically bound to decondensed regions of interphase chromosomes in Drosophila. Several proteins were known to compose Chriz complex - chromodomain protein Chriz, zinc finger protein Z4 and H3S10 kinase Jil-1. I performed RNAi experiments on S2 cells which demonstrated that recruitment of Z4 and Jil-1 kinase to chromatin and interphase H3S10 phosphorylation are dependent on the presence of Chriz. I accomplished the comparative analysis of binding profiles of Chriz complex components between 3rd instar larvae salivary glands and S2 cell culture within 61C7-8 chromosomal interval. I found that Chriz binding profiles between two tissues are conserved at proximal part, however variant Chriz binding in distal part of 61C7-8 domain coincides with differences in transcription profile in the same region. Publicly available genome-wide data shows a tendency of Chriz to bind near Transcription Start Sites (TSS) and promoter regions of active genes. Chriz and Z4 RNAi experiments, performed in S2 cells resulted in expression changes of many Chriz- and Z4-binding genes. Using co-immunoprecipitation and pull-down assays, I identified insulator proteins BEAF-32 and CP190 to be present in the Chriz complex and performed rough mapping of interacting domains. Using BEAF-32 RNAi and introduced point mutations to BEAF-32 binding motifs I examined the possibility for recruitment of Chriz complex by BEAF-32. The obtained results revealed the interplay between Chriz and insulator proteins and point to important architectural role of Chriz complex in organizing chromatin domains.