Browsing by Subject "RNA-Sequencing"

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    QUBIC2: a novel and robust biclustering algorithm for analyses and interpretation of large-scale RNA-Seq data
    (Oxford, 2020) Xie, Juan; Ma, Anjun; Zhang, Yu; Liu, Bingqiang; Cao, Sha; Wang, Cankun; Xu, Jennifer; Zhang, Chi; Ma, Qin; Medical and Molecular Genetics, School of Medicine
    Motivation The biclustering of large-scale gene expression data holds promising potential for detecting condition-specific functional gene modules (i.e. biclusters). However, existing methods do not adequately address a comprehensive detection of all significant bicluster structures and have limited power when applied to expression data generated by RNA-Sequencing (RNA-Seq), especially single-cell RNA-Seq (scRNA-Seq) data, where massive zero and low expression values are observed. Results We present a new biclustering algorithm, QUalitative BIClustering algorithm Version 2 (QUBIC2), which is empowered by: (i) a novel left-truncated mixture of Gaussian model for an accurate assessment of multimodality in zero-enriched expression data, (ii) a fast and efficient dropouts-saving expansion strategy for functional gene modules optimization using information divergency and (iii) a rigorous statistical test for the significance of all the identified biclusters in any organism, including those without substantial functional annotations. QUBIC2 demonstrated considerably improved performance in detecting biclusters compared to other five widely used algorithms on various benchmark datasets from E.coli, Human and simulated data. QUBIC2 also showcased robust and superior performance on gene expression data generated by microarray, bulk RNA-Seq and scRNA-Seq.
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    The role of Rtr1 and Rrp6 in RNAPII in transcription termination
    (2015-10) Fox, Melanie Joy; Mosley, Amber L.; Goebl, Mark G.; Liu, Yunlong; Wek, Richard C.
    RNA Polymerase II (RNAPII) is responsible for transcription of messenger RNA (mRNA) and many small non-coding RNAs. Progression through the RNAPII transcription cycle is orchestrated by combinatorial posttranslational modifications of the C-terminal domain (CTD) of the largest subunit of RNAPII, Rpb1, consisting of the repetitive sequence (Y1S2P3T4S5P6S7)n. Disruptions of proteins that control CTD phosphorylation, including the phosphatase Rtr1, cause defects in gene expression and transcription termination. There are two described RNAPII termination mechanisms. Most mRNAs are terminated by the polyadenylation-dependent cleavage and polyadenylation complex. Most short noncoding RNAs are terminated by the Nrd1 complex. Nrd1-dependent termination is coupled to RNA 3' end processing and/or degradation by Rrp6, a nuclear specific subunit of the exosome. The Rrp6-containing form a 3'-5' exonuclease complex that regulates diverse aspects of nuclear RNA biology including 3' end processing and degradation of a variety of noncoding RNAs (ncRNAs). It remains unclear whether Rrp6 is directly involved in termination. We discovered that deletion of RRP6 promotes extension of multiple Nrd1-dependent transcripts resulting from improperly processed 3' RNA ends and faulty transcript termination at specific target genes. Defects in RNAPII termination cause transcriptome-wide changes in mRNA expression through transcription interference and/or antisense repression, similar to previously reported effects of Nrd1 depletion from the nucleus. Our data indicate Rrp6 acts with Nrd1 globally to promote transcription termination in addition to RNA processing and/or degradation. Furthermore, we found that deletion of the CTD phosphatase Rtr1 shortens the distance of transcription before Nrd1-dependent termination of specific regulatory antisense transcripts (ASTs), increases Nrd1 occupancy at these sites, and increases the interaction between Nrd1 and RNAPII. The RTR1/RRP6 double deletion phenocopies an RRP6 deletion, indicating that the regulation of ASTs by Rtr1 requires Rrp6 activity and the Nrd1 termination pathway.