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Non-alcoholic fatty liver disease (NAFLD) is the most common form of chronic liver disease in adults and children. It is characterized by excessive accumulation of lipids in the hepatocytes of patients without any excess alcohol intake. With a global presence of 24% and limited therapeutic options, the disease burden of NAFLD is increasing. Thus, it becomes imperative to attempt to understand the dynamics of disease progression at a systems-level. Here, we decoded the emergent dynamics of underlying gene regulatory networks that were identified to drive the initiation and the progression of NAFLD. We developed a mathematical model to elucidate the dynamics of the HNF4α-PPARγ gene regulatory network. Our simulations reveal that this network can enable multiple co-existing phenotypes under certain biological conditions: an adipocyte, a hepatocyte, and a "hybrid" adipocyte-like state of the hepatocyte. These phenotypes may also switch among each other, thus enabling phenotypic plasticity and consequently leading to simultaneous deregulation of the levels of molecules that maintain a hepatic identity and/or facilitate a partial or complete acquisition of adipocytic traits. These predicted trends are supported by the analysis of clinical data, further substantiating the putative role of phenotypic plasticity in driving NAFLD. Our results unravel how the emergent dynamics of underlying regulatory networks can promote phenotypic plasticity, thereby propelling the clinically observed changes in gene expression often associated with NAFLD.
Pubmed ID: 32235813
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MATCONT is a graphical MATLAB package for the interactive numerical study of parameterized dynamical systems. It is developed in parallel with the command line continuation toolbox CL_MATCONT and with the command line continuation toolbox CL_MATCONTM for the interactive numerical study of parameterized maps and iterates of maps. MATCONT and CL_MATCONT allow the numerical continuation of equilibria, limit cycles and homoclinic orbits, detection of codimension 1 and 2 bifurcations, continuation of the codimension 1 bifurcations and computation of their normal forms. For equilibria normal form coefficients of codimension 2 bifurcations are also computed, as well as switching to the codimension 1 curves in codimension 2 points. CL_MATCONTM provides similar facilities for maps and iterates of maps, including normal form coefficients of codimension 2 bifurcations and continuation of homoclinic and heteroclinic connections and tangencies of such connections.
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