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1.
Sci Rep ; 11(1): 5226, 2021 03 04.
Article in English | MEDLINE | ID: mdl-33664286

ABSTRACT

tRNAs and tRNA-derived RNA fragments (tRFs) play various roles in many cellular processes outside of protein synthesis. However, comprehensive investigations of tRNA/tRF regulation are rare. In this study, we used new algorithms to extensively analyze the publicly available data from 1332 ChIP-Seq and 42 small-RNA-Seq experiments in human cell lines and tissues to investigate the transcriptional and posttranscriptional regulatory mechanisms of tRNAs. We found that histone acetylation, cAMP, and pluripotency pathways play important roles in the regulation of the tRNA gene transcription in a cell-specific manner. Analysis of RNA-Seq data identified 950 high-confidence tRFs, and the results suggested that tRNA pools are dramatically distinct across the samples in terms of expression profiles and tRF composition. The mismatch analysis identified new potential modification sites and specific modification patterns in tRNA families. The results also show that RNA library preparation technologies have a considerable impact on tRNA profiling and need to be optimized in the future.


Subject(s)
RNA, Transfer/genetics , Transcription, Genetic/genetics , Transcriptome/genetics , Algorithms , Cyclic AMP/genetics , Gene Expression Regulation, Neoplastic/genetics , Genome, Human/genetics , Genomics , Humans , Protein Biosynthesis/genetics , RNA-Seq
2.
BMC Bioinformatics ; 21(1): 38, 2020 Jan 31.
Article in English | MEDLINE | ID: mdl-32005131

ABSTRACT

BACKGROUND: Whole genome bisulfite sequencing (WGBS) also known as BS-seq has been widely used to measure the methylation of whole genome at single-base resolution. One of the key steps in the assay is converting unmethylated cytosines into thymines (BS conversion). Incomplete conversion of unmethylated cytosines can introduce false positive methylation call. Developing a quick method to evaluate bisulfite conversion ratio (BCR) is benefit for both quality control and data analysis of WGBS. RESULTS: Here we provide a computational method named "BCREval" to estimate the unconverted rate (UCR) by using telomeric repetitive DNA as native spike-in control. We tested the method by using public WGBS data and found that it is very stable and most of BS conversion assays can achieve> 99.5% efficiency. The non-CpG DNA methylation at telomere fits a binomial model and may result from a random process with very low possibility (the ratio < 0.4%). And the comparison between BCREval and Bismark (Krueger and Andrews, Bioinformatics 27:1571-1572, 2011), a widely used BCR evaluator, suggests that our algorithm is much faster and more efficient than the latter. CONCLUSION: Our method is a simple but robust method to QC and speculates BCR for WGBS experiments to make sure it achieves acceptable level. It is faster and more efficient than current tools and can be easily integrated into presented WGBS pipelines.


Subject(s)
Computational Biology/methods , Sulfites/chemistry , Algorithms , Cytosine/chemistry , DNA/chemistry , DNA/genetics , DNA Methylation , Genome , High-Throughput Nucleotide Sequencing/methods , Humans , Whole Genome Sequencing
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