IRescue: uncertainty-aware quantification of transposable elements expression at single cell level.

Nucleic Acids Res

INGM, Istituto Nazionale di Genetica Molecolare 'Romeo ed Enrica Invernizzi', Milan, Italy.

Published: October 2024

Transposable elements (TEs) are mobile DNA repeats known to shape the evolution of eukaryotic genomes. In complex organisms, they exhibit tissue-specific transcription. However, understanding their role in cellular diversity across most tissues remains a challenge, when employing single-cell RNA sequencing (scRNA-seq), due to their widespread presence and genetic similarity. To address this, we present IRescue (Interspersed Repeats single-cell quantifier), a software capable of estimating the expression of TE subfamilies at the single-cell level. IRescue incorporates a unique UMI deduplication algorithm to rectify sequencing errors and employs an Expectation-Maximization procedure to effectively redistribute the counts of multi-mapping reads. Our study showcases the precision of IRescue through analysis of both simulated and real single cell and nuclei RNA-seq data from human colorectal cancer, brain, skin aging, and PBMCs during SARS-CoV-2 infection and recovery. By linking the expression patterns of TE signatures to specific conditions and biological contexts, we unveil insights into their potential roles in cellular heterogeneity and disease progression.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11514465PMC
http://dx.doi.org/10.1093/nar/gkae793DOI Listing

Publication Analysis

Top Keywords

transposable elements
8
single cell
8
irescue
4
irescue uncertainty-aware
4
uncertainty-aware quantification
4
quantification transposable
4
elements expression
4
expression single
4
cell level
4
level transposable
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!