ArticlePloS one2011
A new methodology to associate SNPs with human diseases according to their pathway related context.
Article in PloS one, 2011. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 2 of them syntheses that pooled it.
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Who cites it
26 citing papers in PubMed, 2 syntheses or guidelines pooled it, 64 citations in OpenAlex.
- Identification of BACH2 and RAD51B as rheumatoid arthritis susceptibility loci in a meta-analysis of genome-wide data.Arthritis and rheumatism · 2013Pooled it
- Measles contributes to rheumatoid arthritis: evidence from pathway and network analyses of genome-wide association studies.PloS one · 2013Pooled it
- The 3D genome and its impacts on human health and disease.Life medicine · 2023Review
- Competitive SNP-LAMP probes for rapid and robust single-nucleotide polymorphism detection.Cell reports methods · 2022Article
- Enlightening the molecular mechanisms of type 2 diabetes with a novel pathway clustering and pathway subnetwork approach.Turkish journal of biology = Turk biyoloji dergisi · 2022Article
- Review
- HLA-C: An Accomplice in Rheumatic Diseases.ACR open rheumatology · 2019Review
- Prediction of protein group function by iterative classification on functional relevance network.Bioinformatics (Oxford, England) · 2019Article
- Identification of epilepsy related pathways using genome-wide DNA methylation measures: A trio-based approach.PloS one · 2019Article
- Network module identification-A widespread theoretical bias and best practices.Methods (San Diego, Calif.) · 2018Article
- GWAB: a web server for the network-based boosting of human genome-wide association data.Nucleic acids research · 2017Article
- NaviGO: interactive tool for visualization and functional similarity and coherence analysis with gene ontology.BMC bioinformatics · 2017Article
- GenomeRunner web server: regulatory similarity and differences define the functional impact of SNP sets.Bioinformatics (Oxford, England) · 2016Article
- How far from the SNP may the causative genes be?Nucleic acids research · 2016Article
- Gene set analysis: A step-by-step guide.American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics · 2015Review
- Identification of possible pathogenic pathways in Behçet's disease using genome-wide association study data from two different populations.European journal of human genetics : EJHG · 2015Article
- Roles of claudin-5 and von Willebrand factor in patients with rheumatoid arthritis.International journal of clinical and experimental pathology · 2015Article
- CSF Proteomics Identifies Specific and Shared Pathways for Multiple Sclerosis Clinical Subtypes.PloS one · 2015Article
- ‘Pitfalls in the application of gene set analysis to genetics studies’: a response.Trends in genetics : TIG · 2014Article
- Functional and genomic context in pathway analysis of GWAS data.Trends in genetics : TIG · 2014Review
Corrections and comments
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Authors and funding
2 authors at 1 institution in 1 country.
Funding
Abstract
Genome-wide association studies (GWAS) with hundreds of żthousands of single nucleotide polymorphisms (SNPs) are popular strategies to reveal the genetic basis of human complex diseases. Despite many successes of GWAS, it is well recognized that new analytical approaches have to be integrated to achieve their full potential. Starting with a list of SNPs, found to be associated with disease in GWAS, here we propose a novel methodology to devise functionally important KEGG pathways through the identification of genes within these pathways, where these genes are obtained from SNP analysis. Our methodology is based on functionalization of important SNPs to identify effected genes and disease related pathways. We have tested our methodology on WTCCC Rheumatoid Arthritis (RA) dataset and identified: i) previously known RA related KEGG pathways (e.g., Toll-like receptor signaling, Jak-STAT signaling, Antigen processing, Leukocyte transendothelial migration and MAPK signaling pathways); ii) additional KEGG pathways (e.g., Pathways in cancer, Neurotrophin signaling, Chemokine signaling pathways) as associated with RA. Furthermore, these newly found pathways included genes which are targets of RA-specific drugs. Even though GWAS analysis identifies 14 out of 83 of those drug target genes; newly found functionally important KEGG pathways led to the discovery of 25 out of 83 genes, known to be used as drug targets for the treatment of RA. Among the previously known pathways, we identified additional genes associated with RA (e.g. Antigen processing and presentation, Tight junction). Importantly, within these pathways, the associations between some of these additionally found genes, such as HLA-C, HLA-G, PRKCQ, PRKCZ, TAP1, TAP2 and RA were verified by either OMIM database or by literature retrieved from the NCBI PubMed module. With the whole-genome sequencing on the horizon, we show that the full potential of GWAS can be achieved by integrating pathway and network-oriented analysis and prior knowledge from functional properties of a SNP.
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Registered trials
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