LoDEI: a robust and sensitive tool to detect transcriptome-wide differential A-to-I editing in RNA-seq data

RNA editing is a highly conserved process. Adenosine deaminase acting on RNA (ADAR) mediated deamination of adenosine (A-to-I editing) is associated with human disease and immune checkpoint control. Functional implications of A-to-I editing are currently of broad interest to academic and industrial research as underscored by the fast-growing number of clinical studies applying base editors as therapeutic tools. Analyzing the dynamics of A-to-I editing, in a biological or therapeutic context, requires the sensitive detection of differential A-to-I editing, a currently unmet need. We introduce the local differential editing index (LoDEI) to detect differential A-to-I editing in RNA-seq datasets using a sliding-window approach coupled with an empirical q value calculation that detects more A-to-I editing sites at the same false-discovery rate compared to existing methods. LoDEI is validated on known and novel datasets revealing that the oncogene MYCN increases and that a specific small non-coding RNA reduces A-to-I editing.

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Publication Details

Journal
Nature Communications
Published
2024-10-23
DOI
https://doi.org/10.1038/s41467-024-53298-y
Citations
9
Primary Topic
RNA regulation and disease
Type
article
Field-Weighted Citation Impact
2.10

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article

LoDEI: a robust and sensitive tool to detect transcriptome-wide differential A-to-I editing in RNA-seq data

Michael Sauer, Gunhild Sommer, Phillipp Torkler, Selim Corbacioglu et al.
9 citations
Nature Communications
RNA regulation and disease
2.10
article

LoDEI: a robust and sensitive tool to detect transcriptome-wide differential A-to-I editing in RNA-seq data

Michael Sauer, Gunhild Sommer, Phillipp Torkler, Selim Corbacioglu, Uwe Schwartz, Tilman Heise
article en
9 citations

Abstract

RNA editing is a highly conserved process. Adenosine deaminase acting on RNA (ADAR) mediated deamination of adenosine (A-to-I editing) is associated with human disease and immune checkpoint control. Functional implications of A-to-I editing are currently of broad interest to academic and industrial research as underscored by the fast-growing number of clinical studies applying base editors as therapeutic tools. Analyzing the dynamics of A-to-I editing, in a biological or therapeutic context, requires the sensitive detection of differential A-to-I editing, a currently unmet need. We introduce the local differential editing index (LoDEI) to detect differential A-to-I editing in RNA-seq datasets using a sliding-window approach coupled with an empirical q value calculation that detects more A-to-I editing sites at the same false-discovery rate compared to existing methods. LoDEI is validated on known and novel datasets revealing that the oncogene MYCN increases and that a specific small non-coding RNA reduces A-to-I editing.

Nature CommunicationsVol. 15(1)
University Hospital Regensburg (DE), University of Regensburg (DE), Deggendorf Institute of Technology (DE)
Deutsche Forschungsgemeinschaft, Universitätsklinikum Regensburg, Universität Regensburg
Industry, innovation and infrastructure
Openalex Percentile: Top 12%
RNA regulation and disease
2.10
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LoDEI: a robust and sensitive tool to detect transcriptome-wide differential A-to-I editing in RNA-seq data — Michael Sauer, Gunhild Sommer, et al. · Nature Communications (2024) | TGRS Research Map | TGRS