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Bounded Model Checking using SMT Solvers for RKIP Inhibited ERK Pathway Model

Authors: Ghosh, Krishnendu; Ball, Jay;

Bounded Model Checking using SMT Solvers for RKIP Inhibited ERK Pathway Model

Abstract

Biological processes are executed concurrently and on different scales. Modeling of biological processes becomes challenging when the concentrations of biochemicals are imprecise. A tractable formalism for model construction to address imprecision in the concentrations of biochemicals. The model calibration is performed by generating finer models from coarser models that represent the set of sequences of biochemical reactions. Learning of the specifications extracted from the coarser model is applied effectively to construct a finer model. The computational feasibility of the formalism is evaluated on a prototype of the RKIP-inhibited ERK pathway. Bounded model checking is performed on the prototype by addressing the uncertainty in the concentration of biochemical reactions. The formalism provides insight for modeling biochemical reactions that demonstrate multiscale behavior.

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    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green