Physical review. E · 2016 · 18 citations · 32 references
Life SciencesBiochemistryBiologyBiological Systems ModelingCell SignalingSignal TransductionMarkov ChainsMarkov ProcessesSignal Transduction NetworksSignal Transduction PathwaysSignaling NetworksStochastic Processes In BiophysicsInformation TransmissionLangevin EquationsPartial Information DecompositionSignal Transduction CascadesSignal Transduction FidelitySignal TransmissionStochastic Biological ModelingStochastic Signaling Models
We present a stochastic framework to study signal transmission in a generic two-step cascade S→X→Y. Starting from a set of Langevin equations obeying Gaussian noise processes we calculate the variance and covariance while considering both linear and nonlinear production terms for different biochemical species of the cascade. These quantities are then used to calculate the net synergy within the purview of partial information decomposition. We show that redundancy in information transmission is essentially an important consequence of Markovian property of the two-step cascade motif. We also show that redundancy increases fidelity of the signaling pathway.
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A Mathematical Theory of Communication
Claude E. Shannon · Bell System Technical Journal · 1948 · 80.7K citations
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