Topological robustness analysis of protein interaction networks reveals key targets for overcoming chemotherapy resistance in glioma
@article{Azevedo2015TopologicalRA, title={Topological robustness analysis of protein interaction networks reveals key targets for overcoming chemotherapy resistance in glioma}, author={Hatylas Azevedo and Carlos Alberto Moreira-Filho}, journal={Scientific Reports}, year={2015}, volume={5} }
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…
37 Citations
Signaling Complexity Measured by Shannon Entropy and Its Application in Personalized Medicine
- BiologyFront. Genet.
- 2019
Data from human RNA-seq and protein–protein interaction networks is explored using bioinformatics to investigate the relationship between tumor entropy and aggressiveness and it is found that network entropy increases in parallel with tumor aggressiveness but does not correlate with PPI subnetwork size.
Biological network analysis: from topological indexes to biological applications towards personalised medicine.
- Computer Science
- 2017
An app is developed for the Cytoscape platform that allows the creation of randomised networks and the randomisation of existing, real networks and some of the functionalities of the app were developed, in R, to allow exploiting the potential of this language and to perform network analysis using the multiplication model.
Systemic analysis of tyrosine kinase signaling reveals a common adaptive response program in a HER2-positive breast cancer
- BiologyScience Signaling
- 2019
The adaptive kinase response in cancer cells after distinct treatment with agents targeting human epidermal growth factor receptor 2 (HER2), specifically those that induce either only temporary cell cycle arrest or apoptosis in HER2-overexpressing cancers are analyzed.
Modeling Basins of Attraction for Breast Cancer Using Hopfield Networks
- BiologyFrontiers in Genetics
- 2020
This report characterized the control and tumor attractors with respect to their size and potential energy and correlated the Euclidean distances between the tumor samples and the control attractor with their corresponding clinical data and developed a protocol that outlines the key genes involved in tumor state stability.
Research Progress in Oncology. Highlighting and Exploiting the Roles of Several Strategic Proteins in Understanding Cancer Biology
- Biology
- 2016
In-depth knowledge of Proteomics will go a long way in helping us uncover a lot more strategies that will help us in the long fight against cancer.
Small-world networks of prognostic genes associated with lung adenocarcinoma development.
- BiologyGenomics
- 2020
Construction of a Comprehensive Protein–Protein Interaction Map for Vitiligo Disease to Identify Key Regulatory Elements: A Systemic Approach
- BiologyInterdisciplinary Sciences: Computational Life Sciences
- 2017
This work studied the disorder at the system level to identify the key proteins involved by exploring their molecular connectivity in terms of topological parameters, and suggests that the topology, along with functional clustering, provides a deep insight into the behavior of proteins.
How the evolution of multicellularity set the stage for cancer
- BiologyBritish Journal of Cancer
- 2018
How the evolutionary origins of genes influence their roles in cancer is described, and how connections formed between unicellular and multicellular genes that act as key regulatory hubs for normal tissue homeostasis can also contribute to malignant transformation when disrupted.
Analysis of modularity in proteome-wide protein interaction networks of Methanothermobacter thermautotrophicus strain ΔH and metal-loving bacteria
- BiologyJournal of Proteins and Proteomics
- 2019
Results of the study revealed that both MTH and metal-loving bacteria have a specialized PPI network module for electrical interplay systems in the geothermal environment.
References
SHOWING 1-10 OF 78 REFERENCES
Modular organization of cancer signaling networks is associated with patient survivability
- BiologyBiosyst.
- 2013
Identifying disease-specific genes based on their topological significance in protein networks
- BiologyBMC Systems Biology
- 2008
The systematic and automated approach described in this paper is readily applicable to uncovering high-quality therapeutic targets, and holds great promise for developing network-based combinational treatment strategies for a wide range of diseases.
Relevance of Network Hierarchy in Cancer Drug-Target Selection
- Biology
- 2012
A hierarchical distribution of cancer genes and the approved drug-targets for cancer treatment is analyzed to analyze the hierarchical level of a candidate in the network impacts its efficiency as a drug-target.
Network Pharmacology Strategies Toward Multi-Target Anticancer Therapies: From Computational Models to Experimental Design Principles
- BiologyCurrent pharmaceutical design
- 2014
A specific focus is on system-level network approaches to polypharmacology designs in anticancer drug discovery, where representative examples of how network-centric modeling may offer systematic strategies toward better understanding and even predicting the phenotypic responses to multi-target therapies are given.
Decoupling of DNA damage response signaling from DNA damages underlies temozolomide resistance in glioblastoma cells☆
- BiologyJournal of biomedical research
- 2010
The Emerging Paradigm of Network Medicine in the Study of Human Disease
- BiologyCirculation research
- 2012
This review introduces the fundamental concepts of network medicine and explores the feasibility and potential impact of network-based methods for predicting individual manifestations of human disease and designing rational therapies.
Molecular signaling network complexity is correlated with cancer patient survivability
- BiologyProceedings of the National Academy of Sciences
- 2012
A correlation between degree-entropy and 5-y survival based on the Surveillance Epidemiology and End Results database suggests that cancers that have a more complex molecular pathway are more refractory than those with less complex molecular pathways.
Induction of the Unfolded Protein Response Drives Enhanced Metabolism and Chemoresistance in Glioma Cells
- BiologyPloS one
- 2013
Detailed analysis of UPR transcriptional/translational/metabolic responses in glioma cells and human tumors is reported, linking the UPR to chemoresistance possibly via enhanced metabolism.
A map of human cancer signaling
- BiologyMolecular systems biology
- 2007
We conducted a comprehensive analysis of a manually curated human signaling network containing 1634 nodes and 5089 signaling regulatory relations by integrating cancer‐associated genetically and…