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Boolean models of the transport, synthesis, and metabolism of tryptophan in Escherichia Coli
Molecular Networks · Submitted 22 Feb 2022
abstract compiled · 2026-09-23 · no language-model review
The authors' main claim In this amalgamated model, the bistability disappears, presumably reflecting the ability of the trp operon to produce tryptophan and drive the system toward homeostasis.
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The abstract, sentence by sentence
The tryptophan (trp) operon in E. coli codes for the proteins responsible for the synthesis of the amino acid tryptophan from chorismic acid, and has been one of the most well-studied gene networks since its discovery in the 1960s. The tryptophanase (tna) operon codes for proteins needed to transport and metabolize it. Both of these have been modeled individually with delay differential equations under the assumption of mass-action kinetics. Recent work has provided strong evidence for bistable behavior of the tna operon. The authors of (Orozco, 2019) identified a medium range of tryptophan in which the system has two stable steady-states, and they reproduced these experimentally. In this paper, we will show how a Boolean model can capture this bistability. We will also develop and analyze a Boolean model of the trp operon. Finally, we will combine these two to create a single Boolean model of the transport, synthesis, and metabolism of tryptophan. In this amalgamated model, the bistability disappears, presumably reflecting the ability of the trp operon to produce tryptophan and drive the system toward homeostasis. All of these models have longer attractors that we call "artifacts of synchrony", which disappear in the asynchronous automata. This curiously matches the behavior of a recent Boolean model of the arabinose operon in E. coli, and we discuss some open-ended questions that arise along these lines.
background contribution method result interpretation main claim
| # | sentence | role | the authors' own work | states the main conclusion | strength |
|---|---|---|---|---|---|
| s0 | The tryptophan (trp) operon in E. coli codes for the proteins responsible for the synthesis of the amino acid tryptophan from chorismic acid, and has been one of the most well-studied gene networks since its discovery in the 1960s. | background 1.00 | 0.04 | 0.02 | asserted 1.00 |
| s1 | The tryptophanase (tna) operon codes for proteins needed to transport and metabolize it. | background 1.00 | 0.04 | 0.02 | asserted 1.00 |
| s2 | Both of these have been modeled individually with delay differential equations under the assumption of mass-action kinetics. | background 0.99 | 0.06 | 0.02 | asserted 1.00 |
| s3 | Recent work has provided strong evidence for bistable behavior of the tna operon. | background 1.00 | 0.05 | 0.03 | asserted 0.86 |
| s4 | The authors of (Orozco, 2019) identified a medium range of tryptophan in which the system has two stable steady-states, and they reproduced these experimentally. | background 0.99 | 0.03 | 0.04 | asserted 1.00 |
| s5 | In this paper, we will show how a Boolean model can capture this bistability. | contribution 0.94 | 0.46 | 0.13 | asserted 0.99 |
| s6 | We will also develop and analyze a Boolean model of the trp operon. | contribution 0.91 | 0.64 | 0.04 | asserted 0.96 |
| s7 | Finally, we will combine these two to create a single Boolean model of the transport, synthesis, and metabolism of tryptophan. | contribution 0.90 | 0.68 | 0.09 | asserted 0.95 |
| s8 | In this amalgamated model, the bistability disappears, presumably reflecting the ability of the trp operon to produce tryptophan and drive the system toward homeostasis. | interpretation 0.63 | 0.85 | 0.49 | hedged possibility 0.51 |
| s9 | All of these models have longer attractors that we call "artifacts of synchrony", which disappear in the asynchronous automata. | result 0.99 | 0.83 | 0.09 | asserted 1.00 |
| s10 | This curiously matches the behavior of a recent Boolean model of the arabinose operon in E. coli, and we discuss some open-ended questions that arise along these lines. | interpretation 0.54 | 0.49 | 0.05 | asserted 0.89 |
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The paper
Original abstract
The tryptophan (trp) operon in E. coli codes for the proteins responsible for the synthesis of the amino acid tryptophan from chorismic acid, and has been one of the most well-studied gene networks since its discovery in the 1960s. The tryptophanase (tna) operon codes for proteins needed to transport and metabolize it. Both of these have been modeled individually with delay differential equations under the assumption of mass-action kinetics. Recent work has provided strong evidence for bistable behavior of the tna operon. The authors of (Orozco, 2019) identified a medium range of tryptophan in which the system has two stable steady-states, and they reproduced these experimentally. In this paper, we will show how a Boolean model can capture this bistability. We will also develop and analyze a Boolean model of the trp operon. Finally, we will combine these two to create a single Boolean model of the transport, synthesis, and metabolism of tryptophan. In this amalgamated model, the bistability disappears, presumably reflecting the ability of the trp operon to produce tryptophan and drive the system toward homeostasis. All of these models have longer attractors that we call "artifacts of synchrony", which disappear in the asynchronous automata. This curiously matches the behavior of a recent Boolean model of the arabinose operon in E. coli, and we discuss some open-ended questions that arise along these lines.
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