bioRxivBioinformaticsPreprint
Epitranscriptome analysis of NAD-capped RNA by spike-in-based normalization
Dean LiiD, Shuwen Ge, Yandong LiuiD, Miaomiao Pan, Xueting WangiD, Guojing HaniD, Sili Zou, Rui LiuiD, Kongyan Niu, Chao ZhaoiD, Nan LiuiD, Lefeng QuiD
Abstract
The hub metabolite, nicotinamide adenine dinucleotide (NAD), can be used as an initiating nucleotide in RNA transcription to result in NAD-capped RNA (NAD-RNA). NAD-RNA that intimately connects metabolite with gene expression can be developed as novel biomarkers for aging and disease. Epitranscriptome-wide profiling of NAD-RNAs involves chemo-enzymatic labeling and affinity-based enrichment; yet currently available computational analysis cannot adequately remove variations associated with capture procedures. Here, we propose a spike-in-based normalization and data-driven evaluation framework, enONE, for the omic-level analysis of NAD-capped RNAs. We demonstrate that carefully designed spike-in RNAs, together with modular normalization procedures and evaluation metrics, can lead to the optimal normalization that maximally removes unwanted variations, empowering quantitative and comparative assessment of NAD-RNAs from different datasets. Using enONE and a human aging cohort, we reveal critical features of NAD-capped RNAs that occur with normal age. enONE facilitates the discovery of NAD-capped RNAs that are responsive to physiological changes, laying a critical foundation for functional investigations into this modification.
- organism: human
- assay: long-read sequencing
- research focus: differential expression
- research focus: benchmarking
- research focus: database / resource
- research focus: software / tool
- approach: statistical model
- Citations
- 2
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