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Predicting Nonsense-mediated mRNA Decay from Splicing Events in Sepsis using RNA-Sequencing Data
Jaewook Shin1, Alger M Fredericks1, Brandon E Armstead1
1Division of Surgical Research, Department of Surgery, Rhode Island Hospital/Alpert Medical School of Brown University; Providence, 02903, USA.
Abstract:
Alternative splicing (AS) and nonsense-mediated mRNA decay (NMD) are highly conserved cellular mechanisms that modulate gene expression. Here we introduce NMD pipeline that computes how splicing events introduce premature termination codons to mRNA transcripts via frameshift, then predicts the rate of PTC-dependent NMD. We utilize whole blood, deep RNA-sequencing data from critically ill patients to study gene expression in sepsis. Statistical significance was determined as adjusted p value < 0.05 and |log2foldchange| > 2 for differential gene expression and probability >= 0.9 and |DeltaPsi| > 0.1 for AS. NMD pipeline was developed based on AS data from Whippet. We demonstrate that the rate of NMD is higher in sepsis and deceased groups compared to control and survived groups, which signify purposeful downregulation of transcripts by AS-NMD or aberrant splicing due to altered physiology. Predominance of non-exon skipping events was associated with disease and mortality states. The NMD pipeline also revealed proteins with potential novel roles in sepsis. Together, these results emphasize the utility of NMD pipeline in studying AS-NMD along with differential gene expression and discovering potential protein targets in sepsis.
Insights
Alternative splicing and nonsense-mediated mRNA decay (NMD) are key gene expression regulators. A new NMD pipeline reveals higher NMD rates in sepsis, suggesting purposeful transcript downregulation or altered splicing, and identifies potential sepsis targets.
Area of Science:
- Molecular Biology
- Genetics
- Bioinformatics
Background:
- Alternative splicing (AS) and nonsense-mediated mRNA decay (NMD) are crucial conserved mechanisms regulating gene expression.
- Understanding AS-NMD interplay is vital for deciphering cellular responses to disease states.
Purpose of the Study:
- To introduce and validate an NMD pipeline for predicting premature termination codon (PTC)-dependent NMD rates.
- To investigate the role of AS-NMD in sepsis using whole blood RNA-sequencing data.
Main Methods:
- Development of an NMD pipeline utilizing Whippet for AS data analysis.
- Application of deep RNA-sequencing on whole blood samples from sepsis patients and controls.
- Statistical analysis for differential gene expression and AS events, with significance thresholds set for adjusted p-value < 0.05, |log2foldchange| > 2, probability >= 0.9, and |DeltaPsi| > 0.1.
Main Results:
- The NMD pipeline demonstrated a higher rate of NMD in sepsis and deceased patient groups compared to control and survived groups.
- Predominance of non-exon skipping AS events correlated with disease severity and mortality.
- Identification of proteins with potential novel roles in sepsis through the NMD pipeline analysis.
Conclusions:
- The developed NMD pipeline is a valuable tool for studying AS-NMD mechanisms alongside differential gene expression.
- Elevated NMD rates in sepsis may indicate purposeful transcript downregulation or aberrant splicing due to physiological changes.
- The study highlights potential novel protein targets for sepsis intervention.
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