%0 Journal Article %1 lai_multi-level_2009 %A Lai, Xin %A Nikolov, Svetoslav %A Wolkenhauer, Olaf %A Vera, Julio %D 2009 %J Computational Biology and Chemistry %K Anaemia, Cell Epo, Erythropoiesis, Hypoxia, Leukaemia, Rostock SBI Signalling Systems biology dynamics, pathways, population %N 4 %P 312--324 %R 10.1016/j.compbiolchem.2009.07.003 %T A multi-level model accounting for the effects of JAK2-STAT5 signal modulation in erythropoiesis %U http://www.sciencedirect.com/science/article/B73G2-4WR19X1-1/2/92f6a7ed0e4bb0ef665677b0e099998b %V 33 %X We develop a multi-level model, using ordinary differential equations, based on quantitative experimental data, accounting for murine erythropoiesis. At the sub-cellular level, the model includes a description of the regulation of red blood cell differentiation through Epo-stimulated JAK2-STAT5 signalling activation, while at the cell population level the model describes the dynamics of (STAT5-mediated) red blood cell differentiation from their progenitors. Furthermore, the model includes equations depicting the hypoxia-mediated regulation of hormone erythropoietin blood levels. Take all together, the model constitutes a multi-level, feedback loop-regulated biological system, involving processes in different organs and at different organisational levels. We use our model to investigate the effect of deregulation in the proteins involved in the JAK2-STAT5 signalling pathway in red blood cells. Our analysis results suggest that down-regulation in any of the three signalling system components affects the hematocrit level in an individual considerably. In addition, our analysis predicts that exogenous Epo injection (an already existing treatment for several blood diseases) may compensate the effects of single down-regulation of Epo hormone level, STAT5 or EpoR/JAK2 expression level, and that it may be insufficient to counterpart a combined down-regulation of all the elements in the JAK2-STAT5 signalling cascade.

@article{lai_multi-level_2009, abstract = {We develop a multi-level model, using ordinary differential equations, based on quantitative experimental data, accounting for murine erythropoiesis. At the sub-cellular level, the model includes a description of the regulation of red blood cell differentiation through Epo-stimulated {JAK2-STAT5} signalling activation, while at the cell population level the model describes the dynamics of {(STAT5-mediated)} red blood cell differentiation from their progenitors. Furthermore, the model includes equations depicting the hypoxia-mediated regulation of hormone erythropoietin blood levels. Take all together, the model constitutes a multi-level, feedback loop-regulated biological system, involving processes in different organs and at different organisational levels. We use our model to investigate the effect of deregulation in the proteins involved in the {JAK2-STAT5} signalling pathway in red blood cells. Our analysis results suggest that down-regulation in any of the three signalling system components affects the hematocrit level in an individual considerably. In addition, our analysis predicts that exogenous Epo injection (an already existing treatment for several blood diseases) may compensate the effects of single down-regulation of Epo hormone level, {STAT5} or {EpoR/JAK2} expression level, and that it may be insufficient to counterpart a combined down-regulation of all the elements in the {JAK2-STAT5} signalling cascade.}, added-at = {2010-09-17T16:55:15.000+0200}, author = {Lai, Xin and Nikolov, Svetoslav and Wolkenhauer, Olaf and Vera, Julio}, biburl = {https://www.bibsonomy.org/bibtex/2a7c5f53d66b43f2e60f5b3ba5c39c549/ra1602}, doi = {10.1016/j.compbiolchem.2009.07.003}, interhash = {31333293e5444d5c4429f903dd3d1ed9}, intrahash = {a7c5f53d66b43f2e60f5b3ba5c39c549}, issn = {1476-9271}, journal = {Computational Biology and Chemistry}, keywords = {Anaemia, Cell Epo, Erythropoiesis, Hypoxia, Leukaemia, Rostock SBI Signalling Systems biology dynamics, pathways, population}, month = aug, number = 4, pages = {312--324}, timestamp = {2010-09-17T16:55:27.000+0200}, title = {A multi-level model accounting for the effects of {JAK2-STAT5} signal modulation in erythropoiesis}, url = {http://www.sciencedirect.com/science/article/B73G2-4WR19X1-1/2/92f6a7ed0e4bb0ef665677b0e099998b}, volume = 33, year = 2009 }