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Determining Associations between Human Diseases and non-coding RNAs with Critical Roles in Network Control
Haruna Kagami1, Tatsuya Akutsu2, Shingo Maegawa3
1Department of Information Science, Faculty of Science, Toho University, Funabashi, 274-8510, Japan.
Scientific Reports
|October 14, 2015
Summary
Non-coding RNAs (ncRNAs) critical for network control are strongly linked to human diseases. This discovery aids in prioritizing candidate genes for disease research by including ncRNAs involved in critical network functions.
Area of Science:
- Systems biology
- Genomics
- RNA biology
Background:
- The human genome is extensively transcribed, producing numerous non-protein-coding RNAs (ncRNAs) with regulatory roles.
- Emerging evidence indicates diseases are linked to factors beyond protein-coding gene mutations.
Purpose of the Study:
- To investigate if ncRNAs crucial for biological network control are associated with human diseases.
- To explore the role of ncRNAs in disease etiology.
Main Methods:
- Mapped 350+ human disorders to a large dataset of ncRNA-protein interactions (93,000+ interactions).
- Applied a novel algorithmic controllability framework to a constructed bipartite network.
- Utilized statistical analysis to assess the link between network-critical ncRNAs and diseases.
Main Results:
- ncRNAs involved in critical network control are statistically enriched among disease-associated ncRNAs (P = 9.8 × 10(-109)).
- Identified a significant association between network controllability and disease linkage for ncRNAs.
Conclusions:
- ncRNAs playing key roles in biological networks are significantly linked to human disorders.
- Incorporating ncRNAs involved in critical control can enhance disease gene prioritization efforts.
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