Barkai-Leibler model 2026-10-25
A conceptual chemotaxis adaptation model in which saturated CheR action supplies receptor methylation while CheB preferentially demethylates active receptors. If , the steady state output is , independent of ligand whenever a physically accessible stable steady state exists. Changing enzyme abundance can change this baseline without destroying adaptation to a subsequent ligand step.[ref]
Separate total methylated receptor from its active portion , where ligand-bound receptor is inactive and the unbound fraction supplies at finite ligand concentration. In the Barkai-Leibler model, receptor demethylation depends on the active portion:Every accessible stable steady state therefore obeysThe output is independent of chemoattractant even though the methylated pool changes. A ligand step first lowers , reducing its own reverse modification. Constant receptor methylation continues until recovers. Local stability follows from . This is output-dependent negative feedback. [ref]
Robustness in simple biochemical networks by Naama Barkai and Stanislas Leibler. 1997, model mechanism and adaptation precision
Changing CheR or CheB changes and the recovery time, but the return to each new pre-step baseline remains exact over the model's operating range. Robust perfect adaptation does not mean invariant tumbling frequency under changes in enzyme abundance. Nor does it extend to , or saturation of the finite receptor methylation capacity. If every receptor is permanently inactive, and the reverse flux cannot restore a positive baseline. The literal phrase that binding reduces activity to zero applies to bound receptors, not to every receptor under every finite stimulus.
If CheR instead follows Michaelis-Menten kinetics on unmethylated substrate, , thenAt steady state the forward flux becomes and generally depends on ligand through . Thus ligand-independent output is lost. Near-perfect adaptation can remain when so that CheR is effectively saturated, but Michaelis–Menten behavior outside that limit does not guarantee perfect adaptation. [ref]
Robust perfect adaptation in bacterial chemotaxis through integral feedback control by Tau-Mu Yi and others. 2000, analysis of ligand-independent bound CheR and the saturation assumption
Fine tuning and output-dependent adaptation
. Original numerical solutions of the stated mathematical models. The ligand activity factor changes from one to one half; saturated output-dependent feedback restores activity, while a total-pool reverse reaction requires fine tuning. Details.In the simplified Barkai-Leibler model, let be the total methylated receptor concentration and the active, unoccupied part. Ligand-bound methylated receptors contribute zero activity. Because CheB acts only on active receptors,At a finite steady state,The output is independent of attractant concentration : attractant changes the necessary receptor methylation level, while the flux balance fixes activity. This proves perfect adaptation for , and enough methylatable receptors. At fixed , , so this steady state is locally stable. If every receptor is permanently bound, , or if the required exceeds the available pool, compensation fails.
This feedback couples demethylation directly to the output. Lower activity lowers demethylation; continuing CheR action restores it. The structural dependence on active receptors removes the separate adjustment of required in c.[ref]
Robustness in simple biochemical networks by Naama Barkai and Stanislas Leibler. Figure 1b and equation 1: saturated modifying flux and output-dependent reverse modification
Changing CheR or CheB concentration changes and hence the baseline tumbling frequency, but the output still returns to that new baseline after an attractant step within the operating range. Raising CheR raises ; raising CheB lowers it. Adaptation time also changes: linearization gives . Thus robustness of the return property does not mean an invariant tumbling frequency or response time across different enzyme abundances.
If CheR instead has Michaelis-Menten kinetics on the unmethylated pool , its flux is . ThenThe left side depends on ligand through , even at fixed output ; consequently the equilibrium output generally depends on attractant and perfect adaptation is lost. It is recovered approximately when throughout the response, so the CheR flux is effectively saturated.
