Systems and methods for determining flux distribution
Provided are systems and methods for accurately determining flux distribution in organisms or cells without use of metabolic flux analysis data. The methods include estimating flux distributions in multiple reference strains (variants of a parental strain) using experimentally determined extracellular flux data from the reference strains, and determining a flux distribution for the parental strain from the estimated flux distributions for the reference strains and from experimentally measured extracellular fluxes for the parental strain. The systems are configured for carrying out the methods.
1. A method for determining flux distribution in a parental strain and in a derived strain thereof, comprising:
generating a plurality of reference strains, each reference strain having a known genetic modification with respect to the parental strain;
experimentally measuring extracellular fluxes for each of the plurality of reference strains;
estimating, in a computer system, a flux distribution from the experimentally measured extracellular fluxes for each of the plurality of reference strains, wherein the flux distribution for each reference strain comprises a directional, quantitative set of fluxes corresponding to a set of reactions occurring in the reference strain;
experimentally measuring extracellular fluxes from the parental strain;
determining, in a computer system, a flux distribution for the parental strain from the estimated flux distributions for the reference strains and the experimentally measured extracellular fluxes for the parental strain, wherein the flux distribution for the parental strain comprises a directional, quantitative set of fluxes corresponding to a set of reactions occurring in the parental strain;
predicting, from the flux distribution determined for the parental strain, a flux distribution for an uncharacterized strain having a genetic modification with respect to the parental strain, wherein the uncharacterized strain is not one of the reference strains; and
generating the uncharacterized strain.
2. A method for determining flux distribution in a parental strain and in a derived strain thereof, comprising:
estimating, in a computer system, a flux distribution from experimentally measured extracellular fluxes for each of a plurality of reference strains, each reference strain having a known genetic modification with respect to the parental strain, wherein the flux distribution for each reference strain comprises a directional, quantitative set of fluxes corresponding to a set of reactions occurring in the reference strain, wherein the estimating the flux distribution for each of the reference strains is performed without metabolic flux analysis data for any of the reference strains and without experimentally measured gene expression data for any of the reference strains;
determining, in a computer system, a flux distribution for the parental strain from the estimated flux distributions for the reference strains and experimentally measured extracellular fluxes for the parental strain, wherein the flux distribution for the parental strain comprises a directional, quantitative set of fluxes corresponding to a set of reactions occurring in the parental strain, wherein the determining the flux distribution for the parental strain is performed without metabolic flux analysis data for the parental strain and without experimentally measured gene expression data for the parental strain;
predicting, from the flux distribution determined for the parental strain, a flux distribution for an uncharacterized strain having a genetic modification with respect to the parental strain, wherein the uncharacterized strain is not one of the reference strains; and
generating the uncharacterized strain.
3. A method for determining flux distribution in a parental strain and in a derived strain thereof, comprising:
estimating, in a computer system, a flux distribution from experimentally measured extracellular fluxes for each of a plurality of reference strains, each reference strain having a known genetic modification with respect to the parental strain, wherein the flux distribution for each reference strain comprises a directional, quantitative set of fluxes corresponding to a set of reactions occurring in the reference strain;
determining, in a computer system, a flux distribution for the parental strain from the estimated flux distributions for the reference strains and experimentally measured extracellular fluxes for the parental strain, wherein the flux distribution for the parental strain comprises a directional, quantitative set of fluxes corresponding to a set of reactions occurring in the parental strain;
predicting, from the flux distribution determined for the parental strain, a flux distribution for an uncharacterized strain having a genetic modification with respect to the parental strain, wherein the uncharacterized strain is not one of the reference strains; and
generating the uncharacterized strain.