Sequence-to-function: Understanding the role of the CTCF binding sequence in chromatin organization

dc.contributor.advisorNARLIKAR, LEELAVATIen_US
dc.contributor.authorHERUR, SAMARTH Ven_US
dc.contributor.departmentDept. of Biologyen_US
dc.contributor.registration20201084en_US
dc.date.accessioned2025-05-22T03:57:54Z
dc.date.available2025-05-22T03:57:54Z
dc.date.issued2025-05en_US
dc.description.abstractPrecise chromatin folding is imperative in the modulation and specialization of regulatory function in various contexts with marked roles and implications in cellular differentiation and disease. Topologically Associating Domains (TADs) are structural features conserved across species and cell types, typically tens of kb to a few Mb, con- straining regulatory interactions within the domains. The genomic regions located between consecutive TADs are highly conserved and have been shown to be vital in the stable formation of the domains. CTCF is a zinc finger binding transcriptional factor and a critical determinant of 3D chromatin architecture and demarcation of TADs and their boundary regions. Here, we discover various sequence variations in the CTCF TFBS that are important for the formation and stabilization of these struc- tural domains. We delineate relationships between nucleotide sequence variations in the motifs, its genomic neighbourhood, and their positional relevance in the context of TADs. We do so by probing the complex relationships between DNA sequence iden- tity, conservation across species, and the binding efficiency of the CTCF protein spe- cific to these variations. Furthermore, by integrating epigenomic signals, ChIP bind- ing intensity, and evolutionary conservation data into a convolutional neural network model, we accurately predict insulation scores and extend these predictions across dif- ferent cell lines. This integrative approach studies the role of CTCF in orchestrating chromatin organization in the cellular context and through differentiation.en_US
dc.description.embargoTwo Yearsen_US
dc.identifier.citation79en_US
dc.identifier.urihttp://dr.iiserpune.ac.in:8080/xmlui/handle/123456789/10071
dc.language.isoenen_US
dc.subjectComputational Biologyen_US
dc.subjectChromatin Organizationen_US
dc.subject3D Genomeen_US
dc.subjectComputational Genomicsen_US
dc.subjectDeep Learningen_US
dc.subjectMachine Learningen_US
dc.subjectTranscription Factorsen_US
dc.titleSequence-to-function: Understanding the role of the CTCF binding sequence in chromatin organizationen_US
dc.typeThesisen_US
dc.type.degreeBS-MSen_US

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