bioRxivCancer BiologyPreprint
Integrative analysis of nanopore direct RNA sequencing data reveals a role of PUS7-dependent pseudouridylation in regulation of m6A and m5C modifications
M. Bansal, A. Kundu, A. Gupta, J. Ding, A. Gibson, S. V. RudraRaju, S. Sudarshan, H.-F. Ding
Abstract
Understanding the interactions between different RNA modifications is essential for unraveling their biological functions. Here, we report NanoPsiPy, a computational pipeline that employs nanopore direct RNA sequencing to identify pseudouridine ({Psi}) sites and quantify their levels at single-nucleotide resolution. We validated NanoPsiPy by transcriptome-wide profiling of PUS7-dependent {Psi} sites in poly-A RNA and rRNA. NanoPsiPy leverages {Psi}-induced U-to-C basecalling errors in nanopore sequencing data, allowing detection of both low and high stoichiometric {Psi} sites. We identified 8,624 PUS7-dependent {Psi} sites in 1,246 mRNAs encoding proteins associated with ribosome biogenesis, translation, and energy metabolism. Importantly, integrative analysis revealed that PUS7 knockdown increases global mRNA N6-methyladenosine (m6A) and 5-methylcytosine (m5C) levels, suggesting an antagonistic relationship between {Psi} and these modifications. Our study underscores the potential of nanopore direct RNA sequencing in revealing the co-regulation of RNA modifications and the capacity of NanoPsiPy in analyzing pseudouridylation and its impact on other RNA modifications.
- organism: human
- assay: scRNA-seq
- assay: long-read sequencing
- research focus: cell type annotation
- research focus: differential expression
- research focus: gene regulatory network inference
- approach: deep learning
- approach: statistical model
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