Integrating Structure to Protein-Protein Interaction Networks That Drive Metastasis to Brain and Lung in Breast Cancer

被引:31
作者
Engin, H. Billur [1 ,2 ]
Guney, Emre
Keskin, Ozlem [1 ,2 ]
Oliva, Baldo
Gursoy, Attila [1 ,2 ]
机构
[1] Koc Univ, Ctr Computat Biol & Bioinformat, Istanbul, Turkey
[2] Koc Univ, Coll Engn, Istanbul, Turkey
来源
PLOS ONE | 2013年 / 8卷 / 11期
关键词
MOLECULAR INTERACTION DATABASE; ENTAMOEBA-HISTOLYTICA; HOT-SPOTS; PATHWAY; MECHANISMS; RECEPTOR; DISEASE; GENES; IDENTIFICATION; ANNOTATION;
D O I
10.1371/journal.pone.0081035
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Blocking specific protein interactions can lead to human diseases. Accordingly, protein interactions and the structural knowledge on interacting surfaces of proteins (interfaces) have an important role in predicting the genotype-phenotype relationship. We have built the phenotype specific sub-networks of protein-protein interactions (PPIs) involving the relevant genes responsible for lung and brain metastasis from primary tumor in breast cancer. First, we selected the PPIs most relevant to metastasis causing genes (seed genes), by using the "guilt-by-association" principle. Then, we modeled structures of the interactions whose complex forms are not available in Protein Databank (PDB). Finally, we mapped mutations to interface structures (real and modeled), in order to spot the interactions that might be manipulated by these mutations. Functional analyses performed on these sub-networks revealed the potential relationship between immune system-infectious diseases and lung metastasis progression, but this connection was not observed significantly in the brain metastasis. Besides, structural analyses showed that some PPI interfaces in both metastasis sub-networks are originating from microbial proteins, which in turn were mostly related with cell adhesion. Cell adhesion is a key mechanism in metastasis, therefore these PPIs may be involved in similar molecular pathways that are shared by infectious disease and metastasis. Finally, by mapping the mutations and amino acid variations on the interface regions of the proteins in the metastasis sub-networks we found evidence for some mutations to be involved in the mechanisms differentiating the type of the metastasis.
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页数:15
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