4.8 Article

Determination of isoform-specific RNA structure with nanopore long reads

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NATURE BIOTECHNOLOGY
卷 39, 期 3, 页码 336-346

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NATURE PORTFOLIO
DOI: 10.1038/s41587-020-0712-z

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资金

  1. A*STAR (A*STAR investigatorship) [1630700155]
  2. National Research Foundation Singapore [NRF2019-NRF-ISF003-2970, CRP21-2018-0101]
  3. EMBO Young Investigatorship
  4. CIFAR global scholarship
  5. Warwick-A*STAR research attachment programme

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PORE-cupine is a RNA structure analysis method that combines long-read RNA sequencing, structure probing, and machine learning to detect secondary structures in cellular RNAs and capture global structural features. The method reveals structural differences between distinct transcript isoforms of the same gene, highlighting the importance of understanding the role of structures in gene regulation.
Current methods for determining RNA structure with short-read sequencing cannot capture most differences between distinct transcript isoforms. Here we present RNA structure analysis using nanopore sequencing (PORE-cupine), which combines structure probing using chemical modifications with direct long-read RNA sequencing and machine learning to detect secondary structures in cellular RNAs. PORE-cupine also captures global structural features, such as RNA-binding-protein binding sites and reactivity differences at single-nucleotide variants. We show that shared sequences in different transcript isoforms of the same gene can fold into different structures, highlighting the importance of long-read sequencing for obtaining phase information. We also demonstrate that structural differences between transcript isoforms of the same gene lead to differences in translation efficiency. By revealing isoform-specific RNA structure, PORE-cupine will deepen understanding of the role of structures in controlling gene regulation.

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