Reasoning for robustness and accuracy of gene circuit kinetic model fitting | NASA FyloGraph | FyloGraph

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Reasoning for robustness and accuracy of gene circuit kinetic model fitting

This reasoning chain explains how estimation of photoconversion cross-sections, use of experimental light intensity, optimization algorithms, and fitting protocols ensure model accuracy despite biological variability in solid yeast culture gene circuits.

Confidence

80%

◑partialactivecomplexity: mid

Reasoning Steps (3)

Accurate photoconversion parameters from experiment and literatureStep 1

Optimization accounts for variability using experiment-specific parametersStep 2

Reporter protein kinetics not modeled for highly stable LacZ in short experimentsStep 3

Source

Synthesis for current paper

Connections (5)

Mass Action kinetics describes complex formation/dissociationAssociation

Hill function used to model switch-like transcription activationAssociation

Reporter reaction modeled with Michaelis-Menten kineticsAssociation

RLU to moles conversion factor enables instrument measurement of light emissionAssociation

Luciferin substrate diffusion in agar controls initial yeast luminescence decreaseAssociation