bioRxivBioinformaticsPreprint
Long read sequencing reveals changes in measured isoform structure and abundance due to RNA processing
Abstract
Oxford Nanopore Technology enables direct RNA sequencing without reverse transcription (RT) and cDNA sequencing without PCR amplification, allowing investigation of how RNA preparation protocols bias sequencing data. PCR amplification is known to introduce biases related to expression levels, transcript lengths, and GC content. However, biases introduced by RT have been described more recently and their quantification remains more elusive. Using seven cell line datasets from SG-NEx, we compared nanopore sequencing of direct RNA, direct cDNA, and PCR-amplified cDNA. We identified hundreds of differentially expressed genes and isoforms between protocols, indicating significant changes in observed expression. Differentially expressed isoforms displayed expected amplification biases, and further we observed decreased PCR counts associated with higher m6A methylation levels on native RNA. We also found differential transcript usage in hundreds of genes across cell lines, showing substantial changes in measured isoform proportions between protocols. Analysis of structural differences between isoforms that switch dominance revealed that while some events involve simple RNA fragmentation, most involve complex structural differences including novel junctions (e.g. exon skipping, intron retention). Compared to non-DTU genes, inserted introns (exitrons) were significantly more common after RT and amplification. Furthermore, visualisation of raw coverage data proved crucial for qualitative validation of experimental findings.
- assay: long-read sequencing
- research focus: differential expression
- research focus: gene regulatory network inference
- research focus: transcription & RNA processing
- approach: experimental assay
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Distinct 5' and 3' Coverage Biases Shape Transcriptome Interpretation in Nanopore Direct RNA versus PCR-cDNA Sequencing
Rebecca E. Lane, Eleanor Calcutt, … Adam P. Cribbs·BMC GenomicsPeer-reviewed·Jul 15, 2026
- Nanopore native RNA sequencing of a human poly(A) transcriptome
Rachael E. Workman, Alison D. Tang, … Winston Timp·Nature MethodsPeer-reviewed·Nov 18, 2019
- Highly parallel direct RNA sequencing on an array of nanopores
Daniel R Garalde, Elizabeth A Snell, … Daniel J Turner·bioRxiv·Aug 12, 2016
- Parallel and scalable workflow for the analysis of Oxford Nanopore direct RNA sequencing datasets
Luca Cozzuto, Huanle Liu, … Eva Maria Novoa·Frontiers in GeneticsPeer-reviewed·Mar 17, 2020
- A systematic benchmark of Nanopore long read RNA sequencing for transcript level analysis in human cell lines
Ying Chen, N. Davidson, … Jonathan Göke·Nature MethodsPeer-reviewed·Mar 13, 2025
- FIRST-seq: a nanopore-based cDNA sequencing platform for RNA modification and structure profiling
Oguzhan Begik, Gregor Diensthuber, … Eva Maria Novoa·Genome biologyPeer-reviewed·May 30, 2026