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Systems Biology in the Context of Big Data and Networks

Science is going through two rapidly changing phenomena: one is the increasing capabilities of the computers and software tools from terabytes to petabytes and beyond, and the other is the advancement in high-throughput molecular biology producing piles of data related to genomes, transcriptomes, pr...

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Autores principales: Altaf-Ul-Amin, Md., Afendi, Farit Mochamad, Kiboi, Samuel Kuria, Kanaya, Shigehiko
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4058291/
https://www.ncbi.nlm.nih.gov/pubmed/24982882
http://dx.doi.org/10.1155/2014/428570
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author Altaf-Ul-Amin, Md.
Afendi, Farit Mochamad
Kiboi, Samuel Kuria
Kanaya, Shigehiko
author_facet Altaf-Ul-Amin, Md.
Afendi, Farit Mochamad
Kiboi, Samuel Kuria
Kanaya, Shigehiko
author_sort Altaf-Ul-Amin, Md.
collection PubMed
description Science is going through two rapidly changing phenomena: one is the increasing capabilities of the computers and software tools from terabytes to petabytes and beyond, and the other is the advancement in high-throughput molecular biology producing piles of data related to genomes, transcriptomes, proteomes, metabolomes, interactomes, and so on. Biology has become a data intensive science and as a consequence biology and computer science have become complementary to each other bridged by other branches of science such as statistics, mathematics, physics, and chemistry. The combination of versatile knowledge has caused the advent of big-data biology, network biology, and other new branches of biology. Network biology for instance facilitates the system-level understanding of the cell or cellular components and subprocesses. It is often also referred to as systems biology. The purpose of this field is to understand organisms or cells as a whole at various levels of functions and mechanisms. Systems biology is now facing the challenges of analyzing big molecular biological data and huge biological networks. This review gives an overview of the progress in big-data biology, and data handling and also introduces some applications of networks and multivariate analysis in systems biology.
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spelling pubmed-40582912014-06-30 Systems Biology in the Context of Big Data and Networks Altaf-Ul-Amin, Md. Afendi, Farit Mochamad Kiboi, Samuel Kuria Kanaya, Shigehiko Biomed Res Int Review Article Science is going through two rapidly changing phenomena: one is the increasing capabilities of the computers and software tools from terabytes to petabytes and beyond, and the other is the advancement in high-throughput molecular biology producing piles of data related to genomes, transcriptomes, proteomes, metabolomes, interactomes, and so on. Biology has become a data intensive science and as a consequence biology and computer science have become complementary to each other bridged by other branches of science such as statistics, mathematics, physics, and chemistry. The combination of versatile knowledge has caused the advent of big-data biology, network biology, and other new branches of biology. Network biology for instance facilitates the system-level understanding of the cell or cellular components and subprocesses. It is often also referred to as systems biology. The purpose of this field is to understand organisms or cells as a whole at various levels of functions and mechanisms. Systems biology is now facing the challenges of analyzing big molecular biological data and huge biological networks. This review gives an overview of the progress in big-data biology, and data handling and also introduces some applications of networks and multivariate analysis in systems biology. Hindawi Publishing Corporation 2014 2014-05-27 /pmc/articles/PMC4058291/ /pubmed/24982882 http://dx.doi.org/10.1155/2014/428570 Text en Copyright © 2014 Md. Altaf-Ul-Amin et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review Article
Altaf-Ul-Amin, Md.
Afendi, Farit Mochamad
Kiboi, Samuel Kuria
Kanaya, Shigehiko
Systems Biology in the Context of Big Data and Networks
title Systems Biology in the Context of Big Data and Networks
title_full Systems Biology in the Context of Big Data and Networks
title_fullStr Systems Biology in the Context of Big Data and Networks
title_full_unstemmed Systems Biology in the Context of Big Data and Networks
title_short Systems Biology in the Context of Big Data and Networks
title_sort systems biology in the context of big data and networks
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4058291/
https://www.ncbi.nlm.nih.gov/pubmed/24982882
http://dx.doi.org/10.1155/2014/428570
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