AI Article Synopsis

  • Eukaryotic genes produce various RNA isoforms, which can yield different protein variants, but methods to study these isoforms are limited.
  • Researchers introduce a new technique called nano-ID that uses nanopore sequencing to detect and analyze RNA isoforms, incorporating metabolic labeling and machine learning for better accuracy.
  • This method reveals that RNA isoform stability can vary significantly and is influenced by various factors, enabling a more detailed understanding of RNA metabolism under different cellular conditions.

Article Abstract

Eukaryotic genes often generate a variety of RNA isoforms that can lead to functionally distinct protein variants. The synthesis and stability of RNA isoforms is poorly characterized because current methods to quantify RNA metabolism use short-read sequencing and cannot detect RNA isoforms. Here we present nanopore sequencing-based isoform dynamics (nano-ID), a method that detects newly synthesized RNA isoforms and monitors isoform metabolism. Nano-ID combines metabolic RNA labeling, long-read nanopore sequencing of native RNA molecules, and machine learning. Nano-ID derives RNA stability estimates and evaluates stability determining factors such as RNA sequence, poly(A)-tail length, secondary structure, translation efficiency, and RNA-binding proteins. Application of nano-ID to the heat shock response in human cells reveals that many RNA isoforms change their stability. Nano-ID also shows that the metabolism of individual RNA isoforms differs strongly from that estimated for the combined RNA signal at a specific gene locus. Nano-ID enables studies of RNA metabolism at the level of single RNA molecules and isoforms in different cell states and conditions.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7545145PMC
http://dx.doi.org/10.1101/gr.257857.119DOI Listing

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