Epigenetic determinations of nucleotide excision repair efficiency

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Çetin, Arda (2020) Epigenetic determinations of nucleotide excision repair efficiency. [Thesis]

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Official URL: https://risc01.sabanciuniv.edu/record=b2553597 (Table of contents)


Passing through the atmosphere, UV components of sunlight reach the earth’s surface. Long exposures of cells to UV-A and UV-B result in cellular dysfunctionalities by causing DNA damage. Nucleotide excision repair (NER) is a mechanism that identifies and removes bulky DNA adducts such as UV-induced dipyrimidines. NER consists of two sub-pathways with respect to its damage recognition step: global (G-NER) and transcription-coupled repair (TC-NER). TC-NER takes place on the transcribed strand of the genes, whereas G-NER is globally active throughout the genome. It has been reported some chromatin states affect the efficiency of NER which consists of G-NER and TC-NER, in combination. TC-NER is associated with transcription and related genomic features. However, epigenetic factors affecting the G-NER efficiency has been underexplored. Here, we processed the genome-wide datasets derived from DNA damage and repair maps as well as histone modification maps of the three cell lines. With the genomic DNA damage, repair, and histone modification datasets, we built machine learning models to reveal epigenetic factors that can be predictive of NER and particularly G-NER efficacy. Our models resulted in high accuracy prediction of DNA repair potential of the genomic regions. We suggest that cells’ epigenetic architecture is likely the key determinant of global DNA repair bias, therefore, mutagenesis in cancer

Item Type:Thesis
Uncontrolled Keywords:nucleotide excision repair, histone modifications, chromatin, machine learning, UV lights, skin cancer. -- kesip çıkarmalı DNA onarımı. -- histon modifikasyonları. -- kromatin. -- makine ögrenmesi. -- UV ısınları. -- cilt kanseri.
Subjects:T Technology > TA Engineering (General). Civil engineering (General) > TA164 Bioengineering
ID Code:41416
Deposited By:IC-Cataloging
Deposited On:12 Apr 2021 13:08
Last Modified:01 Jul 2021 00:01

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