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Open AccessJournal ArticleDOI

Identification of a gene expression signature common to distinct cancer pathways.

TLDR
This method allows retrieval of significant new information and testable hypotheses from a pool of deposited cancer gene expression experiments that are otherwise not apparent or appear insignificant from single measurements.
Abstract
Mutations in cancer-causing genes induce changes in gene expression programs critical for malignant cell transformation. Publicly available gene expression profiles produced by modulating the expression of distinct cancer genes may therefore represent a rich resource for the identification of gene signatures common to seemingly unrelated cancer genes. We combined automatic retrieval with manual validation to obtain a data set of high-quality gene microarray profiles. This data set was used to create logical models of the signaling events underlying the observed expression changes produced by various cancer genes and allowed to uncover unknown and verifiable interactions. Data clustering revealed novel sets of gene expression profiles commonly regulated by distinct cancer genes. Our method allows retrieval of significant new information and testable hypotheses from a pool of deposited cancer gene expression experiments that are otherwise not apparent or appear insignificant from single measurements. The complete results are available through a web-application at http://biodata.ethz.ch/cgi-bin/geologic.

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Journal ArticleDOI

Recurrent neural network-based modeling of gene regulatory network using elephant swarm water search algorithm

TL;DR: A new metaheuristic namely Elephant Swarm Water Search Algorithm (ESWSA) to infer Gene Regulatory Network (GRN) is proposed, mainly based on the water search strategy of intelligent and social elephants during drought, utilizing the different types of communication techniques.
Journal ArticleDOI

Large-Scale Recurrent Neural Network Based Modelling of Gene Regulatory Network Using Cuckoo Search-Flower Pollination Algorithm

TL;DR: The results obtained show that the proposed methodology is capable of increasing the inference of correct regulations and decreasing false regulations to a high degree and the proposed method sacrifices computational time complexity in both cases due to the hybrid optimization process.
Book ChapterDOI

6.01 – Artificial Neural Networks

TL;DR: In this article, the authors focus on two ANN algorithms, namely, multilayer perceptron and self-organizing map, which are used for supervised learning and the latter unsupervised learning.
Journal ArticleDOI

Cancer-related genes in the transcription signature of facioscapulohumeral dystrophy myoblasts and myotubes.

TL;DR: This is the first study demonstrating a similarity between FSHD and cancer cell expression profiles, a finding that might indicate the existence of a common step in the pathogenesis of these two diseases.
Proceedings ArticleDOI

Identification of Genetic Pathway for Cervical Cancer Development Using Rough and Bayesian Theory

TL;DR: Rough Set Theory and Bayesian Network based techniques have been applied and it is possible to find out the distinct cellular pathway for development of cancer from the departure of directed edges of the two networks.
References
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Journal Article

R: A language and environment for statistical computing.

R Core Team
- 01 Jan 2014 - 
TL;DR: Copyright (©) 1999–2012 R Foundation for Statistical Computing; permission is granted to make and distribute verbatim copies of this manual provided the copyright notice and permission notice are preserved on all copies.
Journal ArticleDOI

Database resources of the National Center for Biotechnology Information

TL;DR: In addition to maintaining the GenBank(R) nucleic acid sequence database, the National Center for Biotechnology Information (NCBI) provides data analysis and retrieval resources for the data in GenBank and other biological data made available through NCBI’s website.
Journal ArticleDOI

ONCOMINE: A Cancer Microarray Database and Integrated Data-Mining Platform

TL;DR: ONCOMINE is presented, a cancer microarray database and web-based data-mining platform aimed at facilitating discovery from genome-wide expression analyses and novel biomarkers and therapeutic targets are discovered.
Journal ArticleDOI

A census of human cancer genes

TL;DR: A 'census' of cancer genes is conducted that indicates that mutations in more than 1% of genes contribute to human cancer.
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