Biological networks display high robustness against random failures but are vulnerable to targeted attacks on central nodes. Thus, network topology analysis represents a powerful tool for investigating network susceptibility against targeted node removal. Here, we built protein interaction networks associated with chemoresistance to temozolomide, an alkylating agent used in glioma therapy, and analyzed their modular structure and robustness against intentional attack. These networks showed functional modules related to DNA repair, immunity, apoptosis, cell stress, proliferation and migration. Subsequently, network vulnerability was assessed by means of centrality-based attacks based on the removal of node fractions in descending orders of degree, betweenness, or the product of degree and betweenness. This analysis revealed that removing nodes with high degree and high betweenness was more effective in altering networks' robustness parameters, suggesting that their corresponding proteins may be particularly relevant to target temozolomide resistance. In silico data was used for validation and confirmed that central nodes are more relevant for altering proliferation rates in temozolomide-resistant glioma cell lines and for predicting survival in glioma patients. Altogether, these results demonstrate how the analysis of network vulnerability to topological attack facilitates target prioritization for overcoming cancer chemoresistance.
机构:
Univ Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Borges, Kleiton Silva
;
Castro-Gamero, Angel Mauricio
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机构:
Univ Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Castro-Gamero, Angel Mauricio
;
Moreno, Daniel Antunes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Moreno, Daniel Antunes
;
Silveira, Vanessa da Silva
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Pediat, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Silveira, Vanessa da Silva
;
Brassesco, Maria Sol
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Pediat, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Brassesco, Maria Sol
;
de Paula Queiroz, Rosane Gomes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Pediat, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
de Paula Queiroz, Rosane Gomes
;
de Oliveira, Harley Francisco
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Clin Med, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
de Oliveira, Harley Francisco
;
Carlotti, Carlos Gilberto, Jr.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Surg & Anat, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Carlotti, Carlos Gilberto, Jr.
;
Scrideli, Carlos Alberto
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Pediat, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Scrideli, Carlos Alberto
;
Tone, Luiz Gonzaga
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Univ Sao Paulo, Dept Pediat, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
机构:
Univ Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Borges, Kleiton Silva
;
Castro-Gamero, Angel Mauricio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Castro-Gamero, Angel Mauricio
;
Moreno, Daniel Antunes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Moreno, Daniel Antunes
;
Silveira, Vanessa da Silva
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Pediat, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Silveira, Vanessa da Silva
;
Brassesco, Maria Sol
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Pediat, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Brassesco, Maria Sol
;
de Paula Queiroz, Rosane Gomes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Pediat, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
de Paula Queiroz, Rosane Gomes
;
de Oliveira, Harley Francisco
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Clin Med, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
de Oliveira, Harley Francisco
;
Carlotti, Carlos Gilberto, Jr.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Surg & Anat, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Carlotti, Carlos Gilberto, Jr.
;
Scrideli, Carlos Alberto
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Pediat, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Scrideli, Carlos Alberto
;
Tone, Luiz Gonzaga
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil
Univ Sao Paulo, Dept Pediat, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Genet, Sch Med Ribeirao Preto, BR-14048900 Ribeirao Preto, SP, Brazil