Evidence map›Paper›PMID 42458267›Full record

ArticleBMC genomics2026

Distinct 5' and 3' coverage biases shape transcriptome interpretation in Nanopore direct RNA versus PCR-cDNA sequencing.

Rebecca E Lane, Eleanor Calcutt, Anandagopal Srinivasan, Vicki Gamble, Udo Oppermann, Jianfeng Sun, Adam P Cribbs

Abstract read
In one paragraph

Article in BMC genomics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Review
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Rebecca E Lane *Botnar Research Centre, Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Research Unit (BRU), National Institute of Health Research Oxford Biomedical, University of Oxford, Oxford, UK.
Eleanor Calcutt *Botnar Research Centre, Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Research Unit (BRU), National Institute of Health Research Oxford Biomedical, University of Oxford, Oxford, UK.ORCID http://orcid.org/0009-0003-5553-961X
Anandagopal SrinivasanBotnar Research Centre, Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Research Unit (BRU), National Institute of Health Research Oxford Biomedical, University of Oxford, Oxford, UK.
Vicki GambleBotnar Research Centre, Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Research Unit (BRU), National Institute of Health Research Oxford Biomedical, University of Oxford, Oxford, UK.
Udo OppermannBotnar Research Centre, Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Research Unit (BRU), National Institute of Health Research Oxford Biomedical, University of Oxford, Oxford, UK.
Jianfeng SunBotnar Research Centre, Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Research Unit (BRU), National Institute of Health Research Oxford Biomedical, University of Oxford, Oxford, UK.ORCID http://orcid.org/0000-0002-1274-5080
Adam P CribbsBotnar Research Centre, Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Research Unit (BRU), National Institute of Health Research Oxford Biomedical, University of Oxford, Oxford, UK. adam.cribbs@ndorms.ox.ac.uk.ORCID https://orcid.org/0000-0001-5288-3077

Funding

UK Research and Innovation MR/V010182/1
6 · The paper itself

Abstract

Long-read RNA sequencing enables isoform-resolved transcriptomics, but library preparation introduces systematic biases that shape biological interpretation. We benchmarked Oxford Nanopore's two protocols-PCR-cDNA and direct RNA-using SKMM2 myeloma cells stimulated with interleukin-6 (IL-6) and ERCC synthetic spike-ins. Direct RNA produced longer, higher-quality reads and more high-confidence isoforms, but showed pronounced 5' coverage loss. PCR-cDNA yielded shorter fragments with 3' underrepresentation, detecting more low-abundance transcripts at reduced confidence. Protocol-specific biases had major consequences: differential expression analysis revealed limited overlap in IL-6-responsive genes, and pathway enrichment was broader in direct RNA. At the isoform level, differential transcript usage was almost entirely protocol-specific, with case studies (e.g. RPL22L1, GRB2, RNF220) illustrating concordance and divergence. ERCC controls confirmed these biases as technical rather than biological. Together, our results show that while both methods provide accurate gene-level quantification, transcript-level conclusions depend critically on protocol choice, highlighting the need for careful selection in long-read transcriptomics.

Indexed as

DNA, ComplementaryGene Expression ProfilingNanoporesNanopore SequencingPolymerase Chain ReactionRNASequence Analysis, DNASequence Analysis, RNATranscriptomeCell Line, TumorHigh-Throughput Nucleotide SequencingHumansDNA, ComplementaryRNADirect RNA-seqLong-readOxford NanoporeRNA-seq

Identifiers

PMID42458267
PMCPMC13647511

What Socratic holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.