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A Simple Approach for Representation of Gene Regulatory Networks (GRN)

TLDR
A simple model is presented to infer GRNs, using RNA-seq based coexpression map provided by GeneFriends database, and a graph-based database tool is used to create regulatory network, showing that it is convenient to use graph database tools to work with regulatory networks instead of developing a new model from scratch.
Abstract
Gene expressions are controlled by a series of processes known as Gene Regulation, and their abstract mapping is represented by Gene Regulatory Network (GRN) which is a descriptive model of gene interactions. Reverse engineering GRNs can reveal the complexity of gene interactions whose comprehension can lead to several other details. RNA-seq data provides better measurement of gene expressions, however it is difficult to infer GRNs using it because of its discreteness. Multiple other methods have already been proposed to infer GRN using RNA-seq data, but these methodologies are difficult to grasp. In this paper, a simple model is presented to infer GRNs, using RNA-seq based coexpression map provided by GeneFriends database, and a graph-based database tool is used to create regulatory network. The obtained results show that it is convenient to use graph database tools to work with regulatory networks instead of developing a new model from scratch.

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References
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Journal ArticleDOI

RNA-Seq: a revolutionary tool for transcriptomics

TL;DR: The RNA-Seq approach to transcriptome profiling that uses deep-sequencing technologies provides a far more precise measurement of levels of transcripts and their isoforms than other methods.
Journal ArticleDOI

Cancer Genes in Lung Cancer: Racial Disparities: Are There Any?

TL;DR: This review will summarize and report the available demographic and clinicopathological data as well as molecular details behind various lung cancer gene alterations in the context of race to shed some light into the disparities in the incidence of various genetic mutations among lung cancer patients of different racial backgrounds.
Journal ArticleDOI

Anaplastic Lymphoma Kinase: role in specific tumours, and development of small molecule inhibitors for cancer therapy.

TL;DR: There is strong preclinical evidence that ALK is a driving force for oncogenesis in these cases, and that inhibition of ALK kinase activity results in anti-tumoural efficacy, sparking the development of small molecule kinase inhibitors.
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A Dynamic Multiagent Genetic Algorithm for Gene Regulatory Network Reconstruction Based on Fuzzy Cognitive Maps

TL;DR: The systematic comparison with five existing algorithms shows that dMAGAFCM-GRN outperforms all other algorithms and can approximate the time series with high accuracy.
Journal ArticleDOI

bLARS: An Algorithm to Infer Gene Regulatory Networks

TL;DR: This work proposes a new regression based method named bLARS that permits a variety of regulatory interactions from a predefined but otherwise arbitrary family of functions and offers the best performance among currently available similar algorithms.
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