Identifying Human Essential Genes by Network Embedding Protein-Protein Interaction Network

Author(s):  
Wei Dai ◽  
Qi Chang ◽  
Wei Peng ◽  
Jiancheng Zhong ◽  
Yongjiang Li
2021 ◽  
Vol 2021 ◽  
pp. 1-10
Author(s):  
Minjie Sheng ◽  
Haiying Cai ◽  
Ming Cheng ◽  
Jing Li ◽  
Jian Zhang ◽  
...  

Choroidal neovascularization (CNV) is a type of eye disease that can cause vision loss. In recent years, many studies have attempted to investigate the major pathological processes and molecular pathogenic mechanisms of CNV. Because many diseases are related to genes, the genes associated with CNV need to be identified. In this study, we proposed a network-based approach for identifying novel CNV-associated genes. To execute such method, we first employed a protein-protein interaction network reported in STRING. Then, we applied a network diffusion algorithm, Laplacian heat diffusion, on this network by selecting validated CNV-related genes as the seed nodes. As a result, some novel genes that had unknown but strong relationships with validated genes were identified. Furthermore, we used a screening procedure to extract the most essential genes. Eleven latent CNV-related genes were finally obtained. Extensive analyses were performed to confirm that these genes are novel CNV-related genes.


2017 ◽  
Vol 8 (Suppl 1) ◽  
pp. S20-S21 ◽  
Author(s):  
Akram Safaei ◽  
Mostafa Rezaei Tavirani ◽  
Mona Zamanian Azodi ◽  
Alireza Lashay ◽  
Seyed Farzad Mohammadi ◽  
...  

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