Connecting signaling and metabolic pathways in EGF receptor-mediated oncogenesis of glioblastoma

被引:14
|
作者
Bag, Arup K. [1 ]
Mandloi, Sapan [2 ,8 ]
Jarmalavicius, Saulius [3 ,4 ,5 ,6 ]
Mondal, Susmita [1 ]
Kumar, Krishna [2 ]
Mandal, Chhabinath [7 ]
Walden, Peter [3 ,4 ,5 ,6 ]
Chakrabarti, Saikat [2 ]
Mandal, Chitra [1 ]
机构
[1] Indian Inst Chem Biol, Canc Biol & Inflammatory Disorder Div, Kolkata, India
[2] Indian Inst Chem Biol, Struct Biol & Bioinformat Div, Kolkata, India
[3] Charite Univ Med Berlin, Dept Dermatol Venerol & Allergol, Berlin, Germany
[4] Free Univ Berlin, Berlin, Germany
[5] Humboldt Univ, Berlin, Germany
[6] Berlin Inst Hlth, Berlin, Germany
[7] Natl Inst Pharmaceut Educ & Res, Kolkata, India
[8] Univ Buffalo, Dept Biomed Informat, Buffalo, NY USA
关键词
PHOSPHOGLYCERATE KINASE 1; SYSTEMS BIOLOGY; REGULATORY NETWORKS; GENE-EXPRESSION; HSP90; INHIBITOR; IN-VITRO; PROTEIN; CANCER; LOGIC; MODELS;
D O I
10.1371/journal.pcbi.1007090
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
As malignant transformation requires synchronization of growth-driving signaling (S) and metabolic (M) pathways, defining cancer-specific S-M interconnected networks (SMINs) could lead to better understanding of oncogenic processes. In a systems-biology approach, we developed a mathematical model for SMINs in mutated EGF receptor (EGFRvIII) compared to wild-type EGF receptor (EGFRwt) expressing glioblastoma multiforme (GBM). Starting with experimentally validated human protein-protein interactome data for S-M pathways, and incorporating proteomic data for EGFRvIII and EGFRwt GBM cells and patient transcriptomic data, we designed a dynamic model for EGFR-driven GBM-specific information flow. Key nodes and paths identified by in silico perturbation were validated experimentally when inhibition of signaling pathway proteins altered expression of metabolic proteins as predicted by the model. This demonstrated capacity of the model to identify unknown connections between signaling and metabolic pathways, explain the robustness of oncogenic SMINs, predict drug escape, and assist identification of drug targets and the development of combination therapies.
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页数:37
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