Toolkit/mathematical model of light-induced expression kinetics

mathematical model of light-induced expression kinetics

Computational Method·Research·Since 2013

Taxonomy: Technique Branch / Method. Workflows sit above the mechanism and technique branches rather than replacing them.

Summary

This tool is a mathematical model used to quantitatively analyze light-induced gene expression kinetics in a red/far-red light-responsive mammalian gene switch. It supports interpretation of how illumination drives expression dynamics in that optogenetic expression system.

Usefulness & Problems

Why this is useful

The model is useful for quantitatively interpreting expression kinetics in a mammalian red/far-red light-triggered gene switch that enables temporal and spatial control of gene expression. It therefore supports analysis of how optical inputs relate to downstream expression behavior in that system.

Source:

We apply the system for the spatially controlled engineering of angiogenesis in chicken embryos.

Source:

Here, we describe the first red/far-red light-triggered gene switch for mammalian cells for achieving gene expression control in time and space.

Problem solved

It addresses the problem of quantitatively analyzing light-induced gene expression kinetics in a red/far-red light-responsive mammalian switch. The available evidence does not specify whether the model was used for prediction, parameter inference, or control optimization beyond kinetic analysis.

Source:

We apply the system for the spatially controlled engineering of angiogenesis in chicken embryos.

Problem links

Need precise spatiotemporal control with light input

Derived

This tool is a mathematical model used to quantitatively analyze light-induced gene expression kinetics in a red/far-red light-responsive mammalian gene switch. It supports interpretation of how illumination drives expression dynamics in that optogenetic system.

Taxonomy & Function

Primary hierarchy

Technique Branch

Method: A concrete computational method used to design, rank, or analyze an engineered system.

Target processes

No target processes tagged yet.

Input: Light

Implementation Constraints

cofactor dependency: cofactor requirement unknownencoding mode: genetically encodedimplementation constraint: context specific validationimplementation constraint: spectral hardware requirementoperating role: builder

The model was used in the context of a red/far-red light-responsive mammalian gene switch, so its inputs are tied to red/far-red illumination and expression readouts from that system. The supplied evidence does not report software availability, equations, parameterization procedures, or implementation requirements.

The evidence only states that light-induced expression kinetics were quantitatively analyzed by a mathematical model, without describing the model structure, parameters, assumptions, or predictive accuracy. No independent replication, benchmarking against alternative models, or direct validation breadth for the model itself is provided.

Validation

Cell-freeBacteriaMammalianMouseHumanTherapeuticIndep. Replication

Supporting Sources

Ranked Claims

Claim 1applicationsupports2013Source 1needs review

The system was applied for spatially controlled engineering of angiogenesis in chicken embryos.

We apply the system for the spatially controlled engineering of angiogenesis in chicken embryos.
Claim 2applicationsupports2013Source 1needs review

The system was applied for spatially controlled engineering of angiogenesis in chicken embryos.

We apply the system for the spatially controlled engineering of angiogenesis in chicken embryos.
Claim 3applicationsupports2013Source 1needs review

The system was applied for spatially controlled engineering of angiogenesis in chicken embryos.

We apply the system for the spatially controlled engineering of angiogenesis in chicken embryos.
Claim 4applicationsupports2013Source 1needs review

The system was applied for spatially controlled engineering of angiogenesis in chicken embryos.

We apply the system for the spatially controlled engineering of angiogenesis in chicken embryos.
Claim 5applicationsupports2013Source 1needs review

The system was applied for spatially controlled engineering of angiogenesis in chicken embryos.

We apply the system for the spatially controlled engineering of angiogenesis in chicken embryos.
Claim 6applicationsupports2013Source 1needs review

The system was applied for spatially controlled engineering of angiogenesis in chicken embryos.

We apply the system for the spatially controlled engineering of angiogenesis in chicken embryos.
Claim 7applicationsupports2013Source 1needs review

The system was applied for spatially controlled engineering of angiogenesis in chicken embryos.

We apply the system for the spatially controlled engineering of angiogenesis in chicken embryos.
Claim 8applicationsupports2013Source 1needs review

The system was applied for spatially controlled engineering of angiogenesis in chicken embryos.

We apply the system for the spatially controlled engineering of angiogenesis in chicken embryos.
Claim 9applicationsupports2013Source 1needs review

The system was applied for spatially controlled engineering of angiogenesis in chicken embryos.

We apply the system for the spatially controlled engineering of angiogenesis in chicken embryos.
Claim 10applicationsupports2013Source 1needs review

The system was applied for spatially controlled engineering of angiogenesis in chicken embryos.

We apply the system for the spatially controlled engineering of angiogenesis in chicken embryos.
Claim 11capabilitysupports2013Source 1needs review

The paper describes a red/far-red light-triggered gene switch for mammalian cells that enables control of gene expression in time and space.

Here, we describe the first red/far-red light-triggered gene switch for mammalian cells for achieving gene expression control in time and space.
Claim 12capabilitysupports2013Source 1needs review

The paper describes a red/far-red light-triggered gene switch for mammalian cells that enables control of gene expression in time and space.

Here, we describe the first red/far-red light-triggered gene switch for mammalian cells for achieving gene expression control in time and space.
Claim 13capabilitysupports2013Source 1needs review

The paper describes a red/far-red light-triggered gene switch for mammalian cells that enables control of gene expression in time and space.

Here, we describe the first red/far-red light-triggered gene switch for mammalian cells for achieving gene expression control in time and space.
Claim 14capabilitysupports2013Source 1needs review

The paper describes a red/far-red light-triggered gene switch for mammalian cells that enables control of gene expression in time and space.

Here, we describe the first red/far-red light-triggered gene switch for mammalian cells for achieving gene expression control in time and space.
Claim 15capabilitysupports2013Source 1needs review

The paper describes a red/far-red light-triggered gene switch for mammalian cells that enables control of gene expression in time and space.

Here, we describe the first red/far-red light-triggered gene switch for mammalian cells for achieving gene expression control in time and space.
Claim 16capabilitysupports2013Source 1needs review

The paper describes a red/far-red light-triggered gene switch for mammalian cells that enables control of gene expression in time and space.

Here, we describe the first red/far-red light-triggered gene switch for mammalian cells for achieving gene expression control in time and space.
Claim 17capabilitysupports2013Source 1needs review

The paper describes a red/far-red light-triggered gene switch for mammalian cells that enables control of gene expression in time and space.

Here, we describe the first red/far-red light-triggered gene switch for mammalian cells for achieving gene expression control in time and space.
Claim 18capabilitysupports2013Source 1needs review

The paper describes a red/far-red light-triggered gene switch for mammalian cells that enables control of gene expression in time and space.

Here, we describe the first red/far-red light-triggered gene switch for mammalian cells for achieving gene expression control in time and space.
Claim 19capabilitysupports2013Source 1needs review

The paper describes a red/far-red light-triggered gene switch for mammalian cells that enables control of gene expression in time and space.

Here, we describe the first red/far-red light-triggered gene switch for mammalian cells for achieving gene expression control in time and space.
Claim 20capabilitysupports2013Source 1needs review

The paper describes a red/far-red light-triggered gene switch for mammalian cells that enables control of gene expression in time and space.

Here, we describe the first red/far-red light-triggered gene switch for mammalian cells for achieving gene expression control in time and space.
Claim 21compatibilitysupports2013Source 1needs review

The system is compatible with different mammalian cell lines, including human primary cells.

Red light-induced gene expression was shown to correlate with the applied photon number and was compatible with different mammalian cell lines, including human primary cells.
Claim 22compatibilitysupports2013Source 1needs review

The system is compatible with different mammalian cell lines, including human primary cells.

Red light-induced gene expression was shown to correlate with the applied photon number and was compatible with different mammalian cell lines, including human primary cells.
Claim 23compatibilitysupports2013Source 1needs review

The system is compatible with different mammalian cell lines, including human primary cells.

Red light-induced gene expression was shown to correlate with the applied photon number and was compatible with different mammalian cell lines, including human primary cells.
Claim 24compatibilitysupports2013Source 1needs review

The system is compatible with different mammalian cell lines, including human primary cells.

Red light-induced gene expression was shown to correlate with the applied photon number and was compatible with different mammalian cell lines, including human primary cells.
Claim 25compatibilitysupports2013Source 1needs review

The system is compatible with different mammalian cell lines, including human primary cells.

Red light-induced gene expression was shown to correlate with the applied photon number and was compatible with different mammalian cell lines, including human primary cells.
Claim 26compatibilitysupports2013Source 1needs review

The system is compatible with different mammalian cell lines, including human primary cells.

Red light-induced gene expression was shown to correlate with the applied photon number and was compatible with different mammalian cell lines, including human primary cells.
Claim 27compatibilitysupports2013Source 1needs review

The system is compatible with different mammalian cell lines, including human primary cells.

Red light-induced gene expression was shown to correlate with the applied photon number and was compatible with different mammalian cell lines, including human primary cells.
Claim 28compatibilitysupports2013Source 1needs review

The system is compatible with different mammalian cell lines, including human primary cells.

Red light-induced gene expression was shown to correlate with the applied photon number and was compatible with different mammalian cell lines, including human primary cells.
Claim 29compatibilitysupports2013Source 1needs review

The system is compatible with different mammalian cell lines, including human primary cells.

Red light-induced gene expression was shown to correlate with the applied photon number and was compatible with different mammalian cell lines, including human primary cells.
Claim 30compatibilitysupports2013Source 1needs review

The system is compatible with different mammalian cell lines, including human primary cells.

Red light-induced gene expression was shown to correlate with the applied photon number and was compatible with different mammalian cell lines, including human primary cells.
Claim 31dose responsesupports2013Source 1needs review

Red light-induced gene expression correlates with the applied photon number.

Red light-induced gene expression was shown to correlate with the applied photon number
Claim 32dose responsesupports2013Source 1needs review

Red light-induced gene expression correlates with the applied photon number.

Red light-induced gene expression was shown to correlate with the applied photon number
Claim 33dose responsesupports2013Source 1needs review

Red light-induced gene expression correlates with the applied photon number.

Red light-induced gene expression was shown to correlate with the applied photon number
Claim 34dose responsesupports2013Source 1needs review

Red light-induced gene expression correlates with the applied photon number.

Red light-induced gene expression was shown to correlate with the applied photon number
Claim 35dose responsesupports2013Source 1needs review

Red light-induced gene expression correlates with the applied photon number.

Red light-induced gene expression was shown to correlate with the applied photon number
Claim 36dose responsesupports2013Source 1needs review

Red light-induced gene expression correlates with the applied photon number.

Red light-induced gene expression was shown to correlate with the applied photon number
Claim 37dose responsesupports2013Source 1needs review

Red light-induced gene expression correlates with the applied photon number.

Red light-induced gene expression was shown to correlate with the applied photon number
Claim 38dose responsesupports2013Source 1needs review

Red light-induced gene expression correlates with the applied photon number.

Red light-induced gene expression was shown to correlate with the applied photon number
Claim 39dose responsesupports2013Source 1needs review

Red light-induced gene expression correlates with the applied photon number.

Red light-induced gene expression was shown to correlate with the applied photon number
Claim 40dose responsesupports2013Source 1needs review

Red light-induced gene expression correlates with the applied photon number.

Red light-induced gene expression was shown to correlate with the applied photon number
Claim 41modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 42modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 43modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 44modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 45modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 46modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 47modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 48modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 49modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 50modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 51modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 52modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 53modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 54modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 55modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 56modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 57modeling analysissupports2013Source 1needs review

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.
Claim 58switching behaviorsupports2013Source 1needs review

The system can be reversibly toggled between stable on and off states using short light pulses at 660 nm or 740 nm.

We show that the system can reversibly be toggled between stable on- and off-states using short light pulses at 660 or 740 nm.
activation wavelength 660 nmdeactivation wavelength 740 nm
Claim 59switching behaviorsupports2013Source 1needs review

The system can be reversibly toggled between stable on and off states using short light pulses at 660 nm or 740 nm.

We show that the system can reversibly be toggled between stable on- and off-states using short light pulses at 660 or 740 nm.
activation wavelength 660 nmdeactivation wavelength 740 nm
Claim 60switching behaviorsupports2013Source 1needs review

The system can be reversibly toggled between stable on and off states using short light pulses at 660 nm or 740 nm.

We show that the system can reversibly be toggled between stable on- and off-states using short light pulses at 660 or 740 nm.
activation wavelength 660 nmdeactivation wavelength 740 nm
Claim 61switching behaviorsupports2013Source 1needs review

The system can be reversibly toggled between stable on and off states using short light pulses at 660 nm or 740 nm.

We show that the system can reversibly be toggled between stable on- and off-states using short light pulses at 660 or 740 nm.
activation wavelength 660 nmdeactivation wavelength 740 nm
Claim 62switching behaviorsupports2013Source 1needs review

The system can be reversibly toggled between stable on and off states using short light pulses at 660 nm or 740 nm.

We show that the system can reversibly be toggled between stable on- and off-states using short light pulses at 660 or 740 nm.
activation wavelength 660 nmdeactivation wavelength 740 nm
Claim 63switching behaviorsupports2013Source 1needs review

The system can be reversibly toggled between stable on and off states using short light pulses at 660 nm or 740 nm.

We show that the system can reversibly be toggled between stable on- and off-states using short light pulses at 660 or 740 nm.
activation wavelength 660 nmdeactivation wavelength 740 nm
Claim 64switching behaviorsupports2013Source 1needs review

The system can be reversibly toggled between stable on and off states using short light pulses at 660 nm or 740 nm.

We show that the system can reversibly be toggled between stable on- and off-states using short light pulses at 660 or 740 nm.
activation wavelength 660 nmdeactivation wavelength 740 nm
Claim 65switching behaviorsupports2013Source 1needs review

The system can be reversibly toggled between stable on and off states using short light pulses at 660 nm or 740 nm.

We show that the system can reversibly be toggled between stable on- and off-states using short light pulses at 660 or 740 nm.
activation wavelength 660 nmdeactivation wavelength 740 nm
Claim 66switching behaviorsupports2013Source 1needs review

The system can be reversibly toggled between stable on and off states using short light pulses at 660 nm or 740 nm.

We show that the system can reversibly be toggled between stable on- and off-states using short light pulses at 660 or 740 nm.
activation wavelength 660 nmdeactivation wavelength 740 nm
Claim 67switching behaviorsupports2013Source 1needs review

The system can be reversibly toggled between stable on and off states using short light pulses at 660 nm or 740 nm.

We show that the system can reversibly be toggled between stable on- and off-states using short light pulses at 660 or 740 nm.
activation wavelength 660 nmdeactivation wavelength 740 nm

Approval Evidence

1 source1 linked approval claimfirst-pass slug mathematical-model-of-light-induced-expression-kinetics
The light-induced expression kinetics were quantitatively analyzed by a mathematical model.

Source:

modeling analysissupports

Light-induced expression kinetics were quantitatively analyzed by a mathematical model.

The light-induced expression kinetics were quantitatively analyzed by a mathematical model.

Source:

Comparisons

Source-backed strengths

A reported strength is that the model enabled quantitative analysis of light-induced expression kinetics rather than only qualitative description. It is associated with a gene switch platform reported to function in different mammalian cell lines, including human primary cells, and to support spatiotemporal control of gene expression.

Compared with mathematical model

mathematical model of light-induced expression kinetics and mathematical model address a similar problem space.

Shared frame: same top-level item type; shared mechanisms: kinetic modeling; same primary input modality: light

mathematical model of light-induced expression kinetics and model bioinformatics analysis address a similar problem space.

Shared frame: same top-level item type; same primary input modality: light

mathematical model of light-induced expression kinetics and molecular dynamics simulations address a similar problem space.

Shared frame: same top-level item type; same primary input modality: light

Relative tradeoffs: appears more independently replicated; looks easier to implement in practice.

Ranked Citations

  1. 1.
    StructuralSource 1Nucleic Acids Research2013Claim 10Claim 9Claim 10

    Extracted from this source document.