Back to Search
Start Over
Pan-cancer analysis of expressed somatic nucleotide variants in long intergenic non-coding RNA
- Source :
- PSB
- Publication Year :
- 2018
-
Abstract
- Long intergenic non-coding RNAs have been shown to play important roles in cancer. However, because lincRNAs are a relatively new class of RNAs compared to protein-coding mRNAs, the mutational landscape of lincRNAs has not been as extensively studied. Here we characterize expressed somatic nucleotide variants within lincRNAs using 12 cancer RNA-Seq datasets in TCGA. We build machine-learning models to discriminate somatic variants from germline variants within lincRNA regions (AUC 0.987). We build another model to differentiate lincRNA somatic mutations from background regions (AUC 0.72) and find several molecular features that are strongly associated with lincRNA mutations, including copy number variation, conservation, substitution type and histone marker features.
- Subjects :
- Male
DNA Copy Number Variations
Somatic cell
Biology
Germline
Article
Histones
Machine Learning
Intergenic region
Neoplasms
medicine
Humans
Nucleotide
Copy-number variation
RNA, Neoplasm
Conserved Sequence
Germ-Line Mutation
Genetics
chemistry.chemical_classification
Likelihood Functions
Models, Statistical
Models, Genetic
Sequence Analysis, RNA
Cancer
Computational Biology
Genetic Variation
medicine.disease
Non-coding RNA
Histone
Logistic Models
chemistry
Nonlinear Dynamics
Mutation
biology.protein
Female
RNA, Long Noncoding
Neural Networks, Computer
Databases, Nucleic Acid
Algorithms
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- PSB
- Accession number :
- edsair.doi.dedup.....51094f2edef3b305afd3bbbf753d2137