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

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dc.contributor.advisor NARLIKAR, LEELAVATI
dc.contributor.author HERUR, SAMARTH V
dc.date.accessioned 2025-05-22T03:57:54Z
dc.date.available 2025-05-22T03:57:54Z
dc.date.issued 2025-05
dc.identifier.citation 79 en_US
dc.identifier.uri http://dr.iiserpune.ac.in:8080/xmlui/handle/123456789/10071
dc.description.abstract Precise 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.language.iso en en_US
dc.subject Computational Biology en_US
dc.subject Chromatin Organization en_US
dc.subject 3D Genome en_US
dc.subject Computational Genomics en_US
dc.subject Deep Learning en_US
dc.subject Machine Learning en_US
dc.subject Transcription Factors en_US
dc.title Sequence-to-function: Understanding the role of the CTCF binding sequence in chromatin organization en_US
dc.type Thesis en_US
dc.description.embargo Two Years en_US
dc.type.degree BS-MS en_US
dc.contributor.department Dept. of Biology en_US
dc.contributor.registration 20201084 en_US


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  • MS THESES [1969]
    Thesis submitted to IISER Pune in partial fulfilment of the requirements for the BS-MS Dual Degree Programme/MSc. Programme/MS-Exit Programme

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