Inference of SNP-Gene Regulatory Networks by Integrating Gene Expressions and Genetic Perturbations
Joint Authors
Gao, Jean X.
Liu, Chunyu
Kim, Dong-Chul
Wang, Jiao
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-06-09
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
In order to elucidate the overall relationships between gene expressions and genetic perturbations, we propose a network inference method to infer gene regulatory network where single nucleotide polymorphism (SNP) is involved as a regulator of genes.
In the most of the network inferences named as SNP-gene regulatory network (SGRN) inference, pairs of SNP-gene are given by separately performing expression quantitative trait loci (eQTL) mappings.
In this paper, we propose a SGRN inference method without predefined eQTL information assuming a gene is regulated by a single SNP at most.
To evaluate the performance, the proposed method was applied to random data generated from synthetic networks and parameters.
There are three main contributions.
First, the proposed method provides both the gene regulatory inference and the eQTL identification.
Second, the experimental results demonstrated that integration of multiple methods can produce competitive performances.
Lastly, the proposed method was also applied to psychiatric disorder data in order to explore how the method works with real data.
American Psychological Association (APA)
Kim, Dong-Chul& Wang, Jiao& Liu, Chunyu& Gao, Jean X.. 2014. Inference of SNP-Gene Regulatory Networks by Integrating Gene Expressions and Genetic Perturbations. BioMed Research International،Vol. 2014, no. 2014, pp.1-9.
https://search.emarefa.net/detail/BIM-486511
Modern Language Association (MLA)
Kim, Dong-Chul…[et al.]. Inference of SNP-Gene Regulatory Networks by Integrating Gene Expressions and Genetic Perturbations. BioMed Research International No. 2014 (2014), pp.1-9.
https://search.emarefa.net/detail/BIM-486511
American Medical Association (AMA)
Kim, Dong-Chul& Wang, Jiao& Liu, Chunyu& Gao, Jean X.. Inference of SNP-Gene Regulatory Networks by Integrating Gene Expressions and Genetic Perturbations. BioMed Research International. 2014. Vol. 2014, no. 2014, pp.1-9.
https://search.emarefa.net/detail/BIM-486511
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-486511