MORE-RNAseq: a pipeline for quantifying retrotransposition-capable LINE1 expression based on RNA-seq data
Retrotransposon long interspersed nuclear element-1 (LINE-1, L1) constitutes a large proportion of the mammalian genome. A fraction of L1s, which have no deleterious mutations in the structure, can amplify their copies via a process called retrotransposition (RT). RT affects genome stability and gene expression and is involved in the pathogenesis of many hereditary diseases. Measuring expression of RT-capable L1s (rc-L1s) among the hundreds of thousands of non rc-L1s is an essential step to understand the impact of RT. We developed mobile element-originated read enrichment from RNA-seq data (MORE-RNAseq), a pipeline for calculating expression of rc-L1s using manually curated L1 references in humans and mice. MORE-RNAseq allows for quantification of expression levels of overall (sum of the expression of all rc-L1s) and individual rc-L1s with consideration of the genomic context. We applied MORE-RNAseq to publicly available RNA-seq data of human and mouse cancer cell lines from the studies that reported increased L1 expression. We found the significant increase of rc-L1 expressions at the overall level in both inter- and intragenic contexts. We also identified differentially expressed rc-L1s at the locus level, which will be the important candidates for downstream analysis. We also applied our method to young and aged human muscle RNA-seq data with no prior information about L1 expression, and found a significant increase of rc-L1 expression in the aged samples. Our method will contribute to understand the role of rc-L1s in various physiological and pathophysiological conditions using standard RNA-seq data. All scripts are available at https://github.com/molbrain/MORE-RNAseq.
Authors
- Jianbin Du (ORCID: https://orcid.org/0000-0003-1496-660X)
- Kazuya Iwamoto (ORCID: https://orcid.org/0000-0002-1780-692X)
- Yasuko Yanagida (ORCID: https://orcid.org/0000-0002-7882-3651)
- Yutaka Nakachi (ORCID: https://orcid.org/0000-0003-1964-2495)
- Risa Watanabe (ORCID: https://orcid.org/0000-0002-0186-9029)
- Miki Bundo (ORCID: https://orcid.org/0000-0002-5786-0509)
Institutions
- Jiangnan University (CN)
- Jiangxi Mental Health Center (CN)
- Kumamoto University (JP)
- Icahn School of Medicine at Mount Sinai (US)
Publication Details
- Journal
- Frontiers in Bioinformatics
- Published
- 2025-05-22
- DOI
- https://doi.org/10.3389/fbinf.2025.1575346
- Primary Topic
- Chromosomal and Genetic Variations
- Type
- article
- Field-Weighted Citation Impact
- 0.00