Utilizing Nanopore direct RNA sequencing of blood from patients with sepsis for discovery of co- and post-transcriptional disease biomarkers.

作者信息

He Jingni, Ganesamoorthy Devika, Chang Jessie J-Y, Zhang Jianshu, Trevor Sharon L, Gibbons Kristen S, McPherson Stephen J, Kling Jessica C, Schlapbach Luregn J, Blumenthal Antje, Coin Lachlan J M

机构信息

Department of Clinical Pathology, The University of Melbourne, Parkville, Australia.

Institute for Molecular Bioscience, The University of Queensland, Brisbane, Australia.

出版信息

BMC Infect Dis. 2025 May 13;25(1):692. doi: 10.1186/s12879-025-11078-z.

Abstract

BACKGROUND

RNA sequencing of whole blood has been increasingly employed to find transcriptomic signatures of disease states. These studies traditionally utilize short-read sequencing of cDNA, missing important aspects of RNA expression such as differential isoform abundance and poly(A) tail length variation.

METHODS

We used Oxford Nanopore Technologies sequencing to sequence native mRNA extracted from whole blood from 12 patients with definite bacterial and viral sepsis and compared with results from matching Illumina short-read cDNA sequencing data. Additionally, we explored poly(A) tail length variation, novel transcript identification, and differential transcript usage.

RESULTS

The correlation of gene count data between Illumina cDNA- and Nanopore RNA-sequencing strongly depended on the choice of analysis pipeline; NanoCount for Nanopore and Kallisto for Illumina data yielded the highest mean Pearson's correlation of 0.927 at the gene level and 0.736 at the transcript isoform level. We identified 2 genes with differential polyadenylation, 9 genes with differential expression and 4 genes with differential transcript usage between bacterial and viral infection. Gene ontology gene set enrichment analysis of poly(A) tail length revealed enrichment of long tails in mRNA of genes involved in signaling and short tails in oxidoreductase molecular functions. Additionally, we detected 240 non-artifactual novel transcript isoforms.

CONCLUSIONS

Nanopore RNA- and Illumina cDNA-gene counts are strongly correlated, indicating that both platforms are suitable for discovery and validation of gene count biomarkers. Nanopore direct RNA-seq provides additional advantages by uncovering additional post- and co-transcriptional biomarkers, such as poly(A) tail length variation and transcript isoform usage.

摘要
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b438/12070577/b4972331b7f4/12879_2025_11078_Fig1_HTML.jpg

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