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拟南芥类异戊二烯基因网络的稀疏图形高斯建模

Sparse graphical Gaussian modeling of the isoprenoid gene network in Arabidopsis thaliana.

作者信息

Wille Anja, Zimmermann Philip, Vranová Eva, Fürholz Andreas, Laule Oliver, Bleuler Stefan, Hennig Lars, Prelic Amela, von Rohr Peter, Thiele Lothar, Zitzler Eckart, Gruissem Wilhelm, Bühlmann Peter

机构信息

Reverse Engineering Group, Swiss Federal Institute of Technology (ETH), Zurich.

出版信息

Genome Biol. 2004;5(11):R92. doi: 10.1186/gb-2004-5-11-r92. Epub 2004 Oct 25.

DOI:10.1186/gb-2004-5-11-r92
PMID:15535868
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC545783/
Abstract

We present a novel graphical Gaussian modeling approach for reverse engineering of genetic regulatory networks with many genes and few observations. When applying our approach to infer a gene network for isoprenoid biosynthesis in Arabidopsis thaliana, we detect modules of closely connected genes and candidate genes for possible cross-talk between the isoprenoid pathways. Genes of downstream pathways also fit well into the network. We evaluate our approach in a simulation study and using the yeast galactose network.

摘要

我们提出了一种新颖的图形高斯建模方法,用于对具有多个基因和少量观测值的遗传调控网络进行逆向工程。当将我们的方法应用于推断拟南芥中类异戊二烯生物合成的基因网络时,我们检测到紧密连接的基因模块以及类异戊二烯途径之间可能存在串扰的候选基因。下游途径的基因也很好地融入了该网络。我们在模拟研究中并使用酵母半乳糖网络对我们的方法进行了评估。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/ec4988b49afc/gb-2004-5-11-r92-6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/4358ec9dc1d3/gb-2004-5-11-r92-1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/1c65b351d7a5/gb-2004-5-11-r92-2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/0d927c18efda/gb-2004-5-11-r92-3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/91a0290718cd/gb-2004-5-11-r92-4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/0640484fef22/gb-2004-5-11-r92-5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/ec4988b49afc/gb-2004-5-11-r92-6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/4358ec9dc1d3/gb-2004-5-11-r92-1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/1c65b351d7a5/gb-2004-5-11-r92-2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/0d927c18efda/gb-2004-5-11-r92-3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/91a0290718cd/gb-2004-5-11-r92-4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/0640484fef22/gb-2004-5-11-r92-5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f72/545783/ec4988b49afc/gb-2004-5-11-r92-6.jpg

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