Open Access Open Badges Research article

Evidence for systems-level molecular mechanisms of tumorigenesis

Pilar Hernández1, Jaime Huerta-Cepas2, David Montaner2, Fátima Al-Shahrour2, Joan Valls1, Laia Gómez1, Gabriel Capellá1, Joaquín Dopazo2* and Miguel Angel Pujana1*

Author Affiliations

1 Bioinformatics and Biostatistics Unit, and Translational Research Laboratory, Catalan Institute of Oncology, IDIBELL, L'Hospitalet, Barcelona 08907, Spain

2 Functional Genomics Unit, Bioinformatics Department, CIPF, Valencia 46013, Spain

For all author emails, please log on.

BMC Genomics 2007, 8:185  doi:10.1186/1471-2164-8-185

Published: 20 June 2007



Cancer arises from the consecutive acquisition of genetic alterations. Increasing evidence suggests that as a consequence of these alterations, molecular interactions are reprogrammed in the context of highly connected and regulated cellular networks. Coordinated reprogramming would allow the cell to acquire the capabilities for malignant growth.


Here, we determine the coordinated function of cancer gene products (i.e., proteins encoded by differentially expressed genes in tumors relative to healthy tissue counterparts, hereafter referred to as "CGPs") defined as their topological properties and organization in the interactome network. We show that CGPs are central to information exchange and propagation and that they are specifically organized to promote tumorigenesis. Centrality is identified by both local (degree) and global (betweenness and closeness) measures, and systematically appears in down-regulated CGPs. Up-regulated CGPs do not consistently exhibit centrality, but both types of cancer products determine the overall integrity of the network structure. In addition to centrality, down-regulated CGPs show topological association that correlates with common biological processes and pathways involved in tumorigenesis.


Given the current limited coverage of the human interactome, this study proposes that tumorigenesis takes place in a specific and organized way at the molecular systems-level and suggests a model that comprises the precise down-regulation of groups of topologically-associated proteins involved in particular functions, orchestrated with the up-regulation of specific proteins.