Evaluation of Computational and Experimental Parameters in RNA Bisulfite Sequencing Analysis and Applications in Brain Development Studies
| dc.contributor.author | Johnson, Zachary Austin | en |
| dc.contributor.committeechair | Xie, Hehuang David | en |
| dc.contributor.committeemember | Pickrell, Alicia M. | en |
| dc.contributor.committeemember | Zhang, Liqing | en |
| dc.contributor.committeemember | Good, Deborah J. | en |
| dc.contributor.department | Genetics, Bioinformatics, and Computational Biology | en |
| dc.date.accessioned | 2023-09-14T08:00:16Z | en |
| dc.date.available | 2023-09-14T08:00:16Z | en |
| dc.date.issued | 2023-09-13 | en |
| dc.description.abstract | Epitranscriptomics, the study of RNA modifications, has become a hotspot of research over the last decade. Over 170 unique modifications have been discovered with a widespread occurrence in a diverse range of RNAs. 5-methylcytosine, m5C, is an evolutionarily conserved and reversable modification that regulates the stability and export of tRNAs, rRNAs, and mRNAs. m5C has recently been implicated in many biological phenomena including tumorigenesis, embryonic cell expansion and differentiation, brain development, and neuronal functions. While we are just beginning to understand the functions of m5C, a gold standard of m5C detection has yet to be established due to the low signal-to-noise presence of m5C. In this work, we utilize RNA bisulfite sequencing as a transcriptome-wide approach to understand the computational and chemical parameters needed to optimize m5C discovery in the mitochondria and the developing brain. In Chapter 1, we systematically evaluate four preparation conditions of bisulfite sequencing to identify potential presence of m5C-mRNAs localized to the mitochondria in neuronal stem cells. In tandem, we utilize unique molecular identifiers and a consortium of control template transcripts to evaluate sources of false positive m5C sites that may emerge from sequencing errors, PCR amplification, and the inadequate bisulfite conversion of transcripts. While improvements to mitochondrial transcript bisulfite conversion and false positive filtering were observed, no mitochondrial mRNAs were identified to be methylated, indicating no or very few methylated cytosines in mitochondrial mRNAs and the need for improved chemical methods to detect mitochondrial m5C-mRNAs if any. In Chapter 2, we employ the computational approaches established in Chapter 1 to survey the m5C landscape of the developing mammalian brain. We discover a general increase in unique m5C sites in mouse whole brain tissue when compared to neuronal cell cultures. Of these sites, we found the post-natal day 0 and 17 brain time points to undergo significant methylation level changes in comparison to the 6-week-old brain. These differentially methylated sites were significantly enriched for brain development, synaptic development, and transcriptional control gene network pathways. In Chapter 3, we expand on our findings in Chapter 2 to understand the impact of m5C reader FMRP and m5C eraser TET1 loss in the mouse post-natal day 17 brain. Among a set of m5C sites identified in wildtype or knockout samples, few were differentially methylated after protein ablation, suggesting m5C may rely on compensatory enzymes. Using FMRP-RNA pulldown assays to validate FMRP binding positions, we identified Ralbp1 to be hypermethylated and overexpressed in Fmr1-KO brain tissues. RalBP1 is a binding protein responsible for the endocytosis of AMPA receptors, a process critical for neuronal long term depression and brain development. | en |
| dc.description.abstractgeneral | Ribonucleic acid (RNA) is the product of deoxyribonucleic acid (DNA) transcription and the precursor to protein translation. Chemical modifications can be made to the bases of DNA, known as epigenetic modifications, to elicit new functions and responses to the environment. Epitranscriptomics refers to the study of RNA modifications that also serve unique roles and functions depending on the type of modification made. Here, we study the presence of 5-methylcytosine, a methyl group added to the cytosine (C) base of RNA. This modification is found throughout all branches of life and is known to promote the stability and export of many RNA types. Recently, studies have utilized many techniques including RNA bisulfite sequencing to find links between the presence of m5C-RNAs and cancer progression, stem cell development, and brain development. RNA bisulfite sequencing uses chemical applications to convert non-methylated "C"s to the RNA base "U", while retaining a "C" signature on methylated "C"s. However, due to the extremely low presence of RNA-m5C in comparison to DNA-m5C, sources of noise make it difficult to identify a true m5C signal. Because of this discrepancy, established analytical methods based on DNA biology may not be suitable for RNA analysis. To address shortcomings in current detection methods of RNA-m5C, we performed systematic analysis of 1) different preparation methods for improved m5C detection methods and 2) computational approaches for the filtering of false positive m5C sites, as described in Chapter 1. To achieve these goals, we expanded the breadth of analytical methods by including unique molecular identifiers and expanding the set of control RNA sequences to better grasp how false positive sites might be introduced into non-methylated sequences. While noticeable improvements were made to control RNA sequence false positive detection, we found that most mitochondrial RNAs did not carry the same m5C signatures as RNAs from other sources. Because of this difference, we could not conclude that mitochondrial mRNAs were methylated. Therefore, we suggest that future studies may need to develop better or alternative methods for the detection of mitochondrial RNA-m5Cs. In Chapters 2 and 3, we utilize the computational methods developed in Chapter 1 to understand how m5C levels change throughout the development of a mouse's brain. By investigating the m5C profiles of mouse newborn, young child, and juvenile brains, we found significant changes in m5C levels specific to certain RNAs. These RNAs are associated with neuronal growth, development, and maturation, which may have implications for m5C's role in cognitive development, intellectual disabilities, and neurodegenerative disorders. To discover if these RNAs could be affected by the absence of m5C-specific proteins, we created mice deficient in a protein m5C reader, FMRP, and an m5C eraser protein, TET1. Interestingly, we did not find a significant difference in mice deficient in the proteins, indicating m5C may rely on multiple proteins to serve redundant functions. However, one RNA, Ralbp1, was found to be significantly methylated in FMRP deficient models. This RNA is essential for developmental changes in the brain as well as neuronal growth and could be an interesting target for future research. | en |
| dc.description.degree | Doctor of Philosophy | en |
| dc.format.medium | ETD | en |
| dc.identifier.other | vt_gsexam:35477 | en |
| dc.identifier.uri | http://hdl.handle.net/10919/116281 | en |
| dc.language.iso | en | en |
| dc.publisher | Virginia Tech | en |
| dc.rights | In Copyright | en |
| dc.rights.uri | http://rightsstatements.org/vocab/InC/1.0/ | en |
| dc.subject | RNA cytosine-5 methylation | en |
| dc.subject | RNA bisulfite sequencing | en |
| dc.subject | brain development | en |
| dc.subject | neuronal stem cells | en |
| dc.subject | mitochondria | en |
| dc.title | Evaluation of Computational and Experimental Parameters in RNA Bisulfite Sequencing Analysis and Applications in Brain Development Studies | en |
| dc.type | Dissertation | en |
| thesis.degree.discipline | Genetics, Bioinformatics, and Computational Biology | en |
| thesis.degree.grantor | Virginia Polytechnic Institute and State University | en |
| thesis.degree.level | doctoral | en |
| thesis.degree.name | Doctor of Philosophy | en |