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Updated: Jan 23, 2026

RNA Secondary Structure Prediction Using High-throughput SHAPE
Published on: May 31, 2013
Integrative Analysis of Somatic Mutations in Non-coding Regions Altering RNA Secondary Structures in Cancer Genomes
Funan He1, Ran Wei1, Zhan Zhou2
1Ministry of Education Key Laboratory of Contemporary Anthropology, School of Life Sciences, Fudan University, Shanghai, 200433, China.
Abstract:
RNA secondary structure may influence many cellular processes, including RNA processing, stability, localization, and translation. Single-nucleotide variations (SNVs) that alter RNA secondary structure, referred to as riboSNitches, are potentially causative of human diseases, especially in untranslated regions (UTRs) and noncoding RNAs (ncRNAs). The functions of somatic mutations that act as riboSNitches in cancer development remain poorly understood. In this study, we developed a computational pipeline called SNIPER (riboSNitch-enriched or depleted elements in cancer genomes), which employs MeanDiff and EucDiff to detect riboSNitches and then identifies riboSNitch-enriched or riboSNitch-depleted non-coding elements across tumors. SNIPER is available at github: https://github.com/suzhixi/SNIPER/ . We found that riboSNitches were more likely to be pathogenic. Moreover, we predicted several UTRs and lncRNAs (long non-coding RNA) that significantly enriched or depleted riboSNitches in cancer genomes, indicative of potential cancer driver or essential noncoding elements. Our study highlights the possibly neglected importance of RNA secondary structure in cancer genomes and provides a new strategy to identify new cancer-associated genes.
Insights
Single-nucleotide variations altering RNA secondary structure (riboSNitches) are linked to human diseases. Our study introduces SNIPER to identify riboSNitches in cancer genomes, revealing their pathogenic potential and association with cancer-related noncoding elements.
Area of Science:
- Genomics
- Molecular Biology
- Bioinformatics
Background:
- RNA secondary structure influences critical cellular processes like RNA processing, stability, localization, and translation.
- Single-nucleotide variations (SNVs) that disrupt RNA secondary structure, termed riboSNitches, are implicated in human diseases, particularly within untranslated regions (UTRs) and noncoding RNAs (ncRNAs).
- The role of somatic mutations acting as riboSNitches in cancer development is not well understood.
Purpose of the Study:
- To develop a computational pipeline, SNIPER, for detecting riboSNitches in cancer genomes.
- To identify non-coding elements significantly enriched or depleted of riboSNitches in tumors.
- To investigate the potential pathogenicity and cancer relevance of riboSNitches.
Main Methods:
- Development of the SNIPER (riboSNitch-enriched or depleted elements in cancer genomes) computational pipeline.
- Utilizing MeanDiff and EucDiff algorithms within SNIPER to detect riboSNitches.
- Analysis of cancer genomes to identify enriched or depleted riboSNitch non-coding elements.
Main Results:
- RiboSNitches were found to be more likely pathogenic.
- Identification of specific UTRs and long non-coding RNAs (lncRNAs) significantly enriched or depleted of riboSNitches in cancer genomes.
- These findings suggest potential roles for these elements as cancer drivers or essential noncoding components.
Conclusions:
- RNA secondary structure plays a potentially overlooked role in cancer genomes.
- The SNIPER pipeline offers a novel strategy for identifying cancer-associated genes through riboSNitch analysis.
- This research highlights the importance of considering RNA structural variations in cancer etiology.
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