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VarSAn: associating pathways with a set of genomic variants using network analysis
- Source :
- Nucleic Acids Research
- Publication Year :
- 2021
- Publisher :
- Oxford University Press, 2021.
-
Abstract
- There is a pressing need today to mechanistically interpret sets of genomic variants associated with diseases. Here we present a tool called ‘VarSAn’ that uses a network analysis algorithm to identify pathways relevant to a given set of variants. VarSAn analyzes a configurable network whose nodes represent variants, genes and pathways, using a Random Walk with Restarts algorithm to rank pathways for relevance to the given variants, and reports P-values for pathway relevance. It treats non-coding and coding variants differently, properly accounts for the number of pathways impacted by each variant and identifies relevant pathways even if many variants do not directly impact genes of the pathway. We use VarSAn to identify pathways relevant to variants related to cancer and several other diseases, as well as drug response variation. We find VarSAn's pathway ranking to be complementary to the standard approach of enrichment tests on genes related to the query set. We adopt a novel benchmarking strategy to quantify its advantage over this baseline approach. Finally, we use VarSAn to discover key pathways, including the VEGFA-VEGFR2 pathway, related to de novo variants in patients of Hypoplastic Left Heart Syndrome, a rare and severe congenital heart defect.
- Subjects :
- 0301 basic medicine
Male
Computer science
AcademicSubjects/SCI00010
Single-nucleotide polymorphism
Genome-wide association study
Breast Neoplasms
Computational biology
Biology
Genome
Polymorphism, Single Nucleotide
Ranking (information retrieval)
03 medical and health sciences
0302 clinical medicine
Hypoplastic Left Heart Syndrome
Genetics
Humans
Relevance (information retrieval)
In patient
Set (psychology)
Gene
Narese/7
Rank (computer programming)
Computational Biology
Prostatic Neoplasms
Genomics
030104 developmental biology
Narese/24
Genes
030220 oncology & carcinogenesis
Data Interpretation, Statistical
Female
Algorithms
Software
Network analysis
Signal Transduction
Subjects
Details
- Language :
- English
- ISSN :
- 13624962 and 03051048
- Volume :
- 49
- Issue :
- 15
- Database :
- OpenAIRE
- Journal :
- Nucleic Acids Research
- Accession number :
- edsair.doi.dedup.....17776b8856ad9106bd33f8d1182bdaed