Unknown

Dataset Information

0

Systemic network analysis identifies XIAP and I?B? as potential drug targets in TRAIL resistant BRAF mutated melanoma.


ABSTRACT: Metastatic melanoma remains a life-threatening disease because most tumors develop resistance to targeted kinase inhibitors thereby regaining tumorigenic capacity. We show the 2nd generation hexavalent TRAIL receptor-targeted agonist IZI1551 to induce pronounced apoptotic cell death in mutBRAF melanoma cells. Aiming to identify molecular changes that may confer IZI1551 resistance we combined Dynamic Bayesian Network modelling with a sophisticated regularization strategy resulting in sparse and context-sensitive networks and show the performance of this strategy in the detection of cell line-specific deregulations of a signalling network. Comparing IZI1551-sensitive to IZI1551-resistant melanoma cells the model accurately and correctly predicted activation of NF?B in concert with upregulation of the anti-apoptotic protein XIAP as the key mediator of IZI1551 resistance. Thus, the incorporation of multiple regularization functions in logical network optimization may provide a promising avenue to assess the effects of drug combinations and to identify responders to selected combination therapies.

SUBMITTER: Del Mistro G 

PROVIDER: S-EPMC6218484 | biostudies-literature | 2018

REPOSITORIES: biostudies-literature

altmetric image

Publications

Systemic network analysis identifies XIAP and IκBα as potential drug targets in TRAIL resistant BRAF mutated melanoma.

Del Mistro Greta G   Lucarelli Philippe P   Müller Ines I   De Landtsheer Sébastien S   Zinoveva Anna A   Hutt Meike M   Siegemund Martin M   Kontermann Roland E RE   Beissert Stefan S   Sauter Thomas T   Kulms Dagmar D  

NPJ systems biology and applications 20181105


Metastatic melanoma remains a life-threatening disease because most tumors develop resistance to targeted kinase inhibitors thereby regaining tumorigenic capacity. We show the 2nd generation hexavalent TRAIL receptor-targeted agonist IZI1551 to induce pronounced apoptotic cell death in <i>mut</i>BRAF melanoma cells. Aiming to identify molecular changes that may confer IZI1551 resistance we combined Dynamic Bayesian Network modelling with a sophisticated regularization strategy resulting in spars  ...[more]

Similar Datasets

| S-EPMC4279367 | biostudies-literature
| S-EPMC3724529 | biostudies-literature
| S-EPMC5815646 | biostudies-literature
| S-EPMC7216681 | biostudies-literature
| S-EPMC7371970 | biostudies-literature
| S-EPMC8126202 | biostudies-literature
| S-EPMC7418358 | biostudies-literature
| S-EPMC3421463 | biostudies-literature
| S-EPMC4930524 | biostudies-literature
| S-EPMC8636498 | biostudies-literature