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Inferring gene regulatory network from single-cell transcriptomes with graph autoencoder model.
The gene regulatory structure of cells involves not only the regulatory relationship between two genes, but also the cooperative associations of multiple genes.
Jiacheng Wang, Yaojia Chen, Quan Zou
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Survey of Research on Non-homogeneous Gene Regulatory Network Models [PDF]
In the field of bioinformatics, the construction of gene regulatory networks is crucial. In recent years, non-homogeneous dynamic Bayesian networks have become a common modeling tool for learning gene regulatory networks from gene expression time-series ...
ZHANG Qianqian, HU Chunling, ZHANG Jiayao, LI Dawei, SHAO Mingyi
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Gat2Get: A Novel Approach to Infer Gene Regulatory Network from Gene Activity using Dynamic Bayesian Network learning [PDF]
Discovering Gene Regulatory Network (GRN) gives some idea about gene pathways and helps many potential applications in medicine. The essential source of data for this task is the gene expression data.
safaa saleh +3 more
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A gene regulatory network for neural induction
During early vertebrate development, signals from a special region of the embryo, the organizer, can redirect the fate of non-neural ectoderm cells to form a complete, patterned nervous system.
Katherine E Trevers +14 more
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The reconstruction of gene regulatory networks based on gene expression data can effectively uncover regulatory relationships between genes and provide a deeper understanding of biological control processes.
Kuan Liu +3 more
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Background Cell cycle is an important clue to unravel the mechanism of cancer cells. Recently, expression profiles of cDNA microarray data of Cancer cell cycle are available for the information of dynamic interactions among Cancer cell cycle related ...
Cheng-Wei Li +2 more
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Inferring gene dependency network specific to phenotypic alteration based on gene expression data and clinical information of breast cancer. [PDF]
Although many methods have been proposed to reconstruct gene regulatory network, most of them, when applied in the sample-based data, can not reveal the gene regulatory relations underlying the phenotypic change (e.g. normal versus cancer). In this paper,
Xionghui Zhou, Juan Liu
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Background Gene regulatory networks play essential roles in living organisms to control growth, keep internal metabolism running and respond to external environmental changes.
Dickerson Julie A +2 more
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A gene regulatory network inference model based on pseudo-siamese network
Motivation Gene regulatory networks (GRNs) arise from the intricate interactions between transcription factors (TFs) and their target genes during the growth and development of organisms.
Qian Wang +3 more
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Brain tumor research has been stapled for human health while brain network research is crucial for us to understand brain activity. Here the structural controllability theory is applied to study three human brain-specific gene regulatory networks ...
Zhihua Chen, Siyuan Chen, Xiaoli Qiang
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