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

被引:15
作者
Weber, Patrick [1 ]
Hornjik, Mariana [2 ]
Olayioye, Monilola A. [2 ]
Hausser, Angelika [2 ]
Radde, Nicole E. [1 ]
机构
[1] Univ Stuttgart, Inst Syst Theory & Automat Control, D-70569 Stuttgart, Germany
[2] Univ Stuttgart, Inst Cell Biol & Immunol, D-70569 Stuttgart, Germany
关键词
Computational model; PKD; CERT; Bayesian inference; Trans-golgi network; PROTEIN-KINASE-D; ENDOPLASMIC-RETICULUM; SYSTEMS BIOLOGY; INTRACELLULAR TRAFFICKING; VESICULAR TRANSPORT; MOLECULAR MACHINERY; CERAMIDE; PHOSPHORYLATION; PHOSPHATIDYLINOSITOL-4-KINASE-III-BETA; DIACYLGLYCEROL;
D O I
10.1186/s12918-015-0147-1
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
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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页数:14
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