reconstruction/ecoli/flat/condition/nutrient/minimal.tsv
contains the nutrients in a minimal environment in which the cell survives:If we compare that to"molecule id" "lower bound (units.mmol / units.g / units.h)" "upper bound (units.mmol / units.g / units.h)" "ADP[c]" 3.15 3.15 "PI[c]" 3.15 3.15 "PROTON[c]" 3.15 3.15 "GLC[p]" NaN 20 "OXYGEN-MOLECULE[p]" NaN NaN "AMMONIUM[c]" NaN NaN "PI[p]" NaN NaN "K+[p]" NaN NaN "SULFATE[p]" NaN NaN "FE+2[p]" NaN NaN "CA+2[p]" NaN NaN "CL-[p]" NaN NaN "CO+2[p]" NaN NaN "MG+2[p]" NaN NaN "MN+2[p]" NaN NaN "NI+2[p]" NaN NaN "ZN+2[p]" NaN NaN "WATER[p]" NaN NaN "CARBON-DIOXIDE[p]" NaN NaN "CPD0-1958[p]" NaN NaN "L-SELENOCYSTEINE[c]" NaN NaN "GLC-D-LACTONE[c]" NaN NaN "CYTOSINE[c]" NaN NaN
reconstruction/ecoli/flat/condition/nutrient/minimal_plus_amino_acids.tsv
, we see that it adds the 20 amino acids on top of the minimal condition:so we guess that"L-ALPHA-ALANINE[p]" NaN NaN "ARG[p]" NaN NaN "ASN[p]" NaN NaN "L-ASPARTATE[p]" NaN NaN "CYS[p]" NaN NaN "GLT[p]" NaN NaN "GLN[p]" NaN NaN "GLY[p]" NaN NaN "HIS[p]" NaN NaN "ILE[p]" NaN NaN "LEU[p]" NaN NaN "LYS[p]" NaN NaN "MET[p]" NaN NaN "PHE[p]" NaN NaN "PRO[p]" NaN NaN "SER[p]" NaN NaN "THR[p]" NaN NaN "TRP[p]" NaN NaN "TYR[p]" NaN NaN "L-SELENOCYSTEINE[c]" NaN NaN "VAL[p]" NaN NaN
NaN
in theupper mound
likely means infinite.We can try to understand the less obvious ones:ADP
: TODOPI
: TODOPROTON[c]
: presumably a measure of pHGLC[p]
: glucose, this can be seen by comparingminimal.tsv
withminimal_no_glucose.tsv
AMMONIUM
: ammonium. This appears to be the primary source of nitrogen atoms for producing amino acids.CYTOSINE[c]
: hmmm, why is external cytosine needed? Weird.
- reconstruction/ecoli/flat/reconstruction/ecoli/flat/condition/timeseries/000000_basal.tsv
reconstruction/ecoli/flat/reconstruction/ecoli/flat/condition/timeseries/` contains sequences of conditions for each time. For example: *
contains:
"time (units.s)" "nutrients" 0 "minimal"
which means just using
reconstruction/ecoli/flat/condition/nutrient/minimal.tsvuntil infinity. That is the default one used by
runSim.py, as can be seen from
./out/manual/wildtype_000000/000000/generation_000000/000000/simOut/Environment/attributes/nutrientTimeSeriesLabelwhich contains just
000000_basal. *
reconstruction/ecoli/flat/reconstruction/ecoli/flat/condition/timeseries/000001_cut_glucose.tsv
is more interesting and contains:so we see that this will shift the conditions half-way to a condition that will eventually kill the bacteria because it will run out of glucose and thus energy!"time (units.s)" "nutrients" 0 "minimal" 1200 "minimal_no_glucose"
Timeseries can be selected with--variant nutrientTimeSeries X Y
, see also: run variants.We can use that variant with:VARIANT="condition" FIRST_VARIANT_INDEX=1 LAST_VARIANT_INDEX=1 python runscripts/manual/runSim.py
reconstruction/ecoli/flat/condition/condition_defs.tsv
contains lines of form:"condition" "nutrients" "genotype perturbations" "doubling time (units.min)" "active TFs" "basal" "minimal" {} 44.0 [] "no_oxygen" "minimal_minus_oxygen" {} 100.0 [] "with_aa" "minimal_plus_amino_acids" {} 25.0 ["CPLX-125", "MONOMER0-162", "CPLX0-7671", "CPLX0-228", "MONOMER0-155"]
condition
refers to entries inreconstruction/ecoli/flat/condition/condition_defs.tsv
nutrients
refers to entries underreconstruction/ecoli/flat/condition/nutrient/
, e.g.reconstruction/ecoli/flat/condition/nutrient/minimal.tsv
orreconstruction/ecoli/flat/condition/nutrient/minimal_plus_amino_acids.tsv
genotype perturbations
: there aren't any in the file, but this suggests that genotype modifications can also be incorporated heredoubling time
: TODO experimental data? Because this should be a simulation output, right? Or do they cheat and fix doubling by time?active TFs
: this suggests that they are cheating transcription factors here, as those would ideally be functions of other more basic inputs
As you would expect, not much secret here, we just dumped a 1 liter glass bottle with a rope attached around the neck in a few different locations of the river, and pulled it out with the rope.
And, in the name of science, we even wore gloves to not contaminate the samples!