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Characterizing The Gene Networks Associated With Non-Coding Elements In Pediatric Cancer Using Integrative Genomics

Title: Characterizing The Gene Networks Associated With Non-Coding Elements In Pediatric Cancer Using Integrative Genomics
Authors: Modi, Apexa
Contributors: Sharon J. Diskin
Source: 4419 ; Publicly Accessible Penn Dissertations ; published
Publication Year: 2022
Collection: University of Pennsylvania: ScholaryCommons@Penn
Subject Terms: cancer biology; lncRNA; long non coding RNA; non-coding genome; pediatric cancer; Bioinformatics
Description: There is a need to better understand non-coding elements that drive pediatric cancers. Long non-coding RNAs (lncRNAs) play an important role in gene regulation and contribute to tumorigenesis; however, which lncRNAs are expressed in pediatric cancer histotypes and whether any are common drivers still remains unknown. Here, we curate RNA sequencing data for 1,044 pediatric leukemia and solid tumors and integrate paired tumor whole genome sequencing and epigenetic data in relevant cell line models to explore lncRNA expression, regulation, and association with cancer. We report a total of 2,657 robustly expressed lncRNAs across six pediatric cancers, including 1,142 exhibiting histotype-specific expression. Next, a multi-dimensional framework was applied to identify and prioritize lncRNAs impacting gene networks, which revealed that lncRNAs dysregulated in pediatric cancer are associated with proliferation, metabolism, and DNA damage hallmarks. Altogether these analyses were integrated to prioritize lncRNAs for experimental validation, and we showed that silencing of TBX2-AS1, our top-prioritized neuroblastoma-specific lncRNA, resulted in significant growth inhibition of neuroblastoma cells, confirming our computational predictions. Taken together, these data provide a comprehensive characterization of lncRNA regulation and function in pediatric cancers and pave the way for future mechanistic studies. In addition to non-coding RNA, non-coding genetic variation can also play a role in driving pediatric cancer. In a second study, we focus on understanding the impact of non-coding genetic variation in neuroblastoma susceptibility and progression. Neuroblastoma is the most common extra-cranial solid pediatric cancer. Its low somatic mutation burden is thought to be driven, in part, by germline variation. Our neuroblastoma genome wide association study (GWAS) has identified nineteen loci associated with disease and confirmed that the majority of associated variants are non-coding. We analyzed histone ChIP-seq, ATAC-seq, ...
Document Type: thesis
File Description: 140 p.; application/pdf
Language: English
Relation: https://repository.upenn.edu/handle/20.500.14332/31487
Availability: https://repository.upenn.edu/handle/20.500.14332/31487; https://hdl.handle.net/20.500.14332/31487
Rights: Apexa Modi
Accession Number: edsbas.66F2FB03
Database: BASE