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A computational model of PKD and CERT interactions at the trans-Golgi network of mammalian cells

期刊

BMC SYSTEMS BIOLOGY
卷 9, 期 -, 页码 -

出版社

BMC
DOI: 10.1186/s12918-015-0147-1

关键词

Computational model; PKD; CERT; Bayesian inference; Trans-golgi network

资金

  1. German Research Foundation (DFG) [GZ:RA 1840/1-1]
  2. German Research Foundation (DFG) within Cluster of Excellence in Simulation Technology at the University of Stuttgart [EXC 310/2]

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Background: In mammalian cells protein-lipid interactions at the trans-Golgi network (TGN) determine the formation of vesicles, which transfer secretory proteins to the cellular membrane. This process is regulated by a complex molecular network including protein kinase D (PKD), which is directly involved in the fission of transport vesicles, and its interaction with the ceramide transfer protein CERT that transports ceramide from the endoplasmic reticulum to the TGN. Results: Here we present a novel quantitative kinetic model for the interactions of the key players PKD, phosphatidylinositol 4-kinase III beta (PI4KIII beta) and CERT at the TGN membranes. We use sampling-based Bayesian analysis and perturbation experiments for model calibration and validation. Conclusions: Our quantitative predictions of absolute molecular concentrations and reaction fluxes have major biological implications: Model comparison provides evidence that PKD and CERT interact in a cooperative manner to regulate ceramide transfer. Furthermore, we identify active PKD to be the dominant regulator of the network, especially of CERT-mediated ceramide transfer.

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