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S.NoPublicationOrganismModelSimulation constraints defined in publicationType of simulation/ResultTools used in publicationResults from publicationLine in FROG reportF/R/O/GPredicted from FROG Validation (Yes/No)Remarks
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1https://doi.org/10.3389/fgene.2020.00116Streptococccus OralisiCJ415Biomass growth rate on GlycerolGrowth rates under a specified conditionCOBRApy (FBA)02O0Yes
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Cysteine auxotroph Growth rates under a specified condition02O0Yes
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Leucine auxotrophGrowth rates under a specified condition12O16.5157Yes
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Growth in rich mediaNumber of essential genes under a specific condition 117G117YesCount the Number of genes with zero growth
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TPI KO in rich mediaSingle reaction deletion58.6992R58.65Yes*
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NADS1 KO in rich mediaSingle reaction deletion100244R100Yes
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TPI KO in glucose mediaSingle reaction deletion092R0Yes
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NADS1 KO in glucose mediaSingle reaction deletion100244R0No
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2https://doi.org/10.1016/j.mec.2019.e00101Rhodosporidium toruloidesiRhtoC1108Growth in M9 mediumGrowth rates under a specified conditionCOBRA (FBA)0.192O0.1872Yes
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Growth using glucose as C-sourceGrowth rates under a specified condition0.322O0.3191Yes
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Growth using xylose as C-sourceGrowth rates under a specified condition0.0092O0.0087Yes
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Arabitol production using xylose (uptake rate - 0.72 mmol/l/h)Growth rates under a specified condition0.4512O0.4489Yes*The results observed exists within 5% of the reported value
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Growth using Lysine as N-sourceGrowth rates under a specified condition02O0Yes
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Gene essentiality - rt2682Single gene deletionEssential459G0Yes**Growth rate of the respective KO strain was reported to represent the essentiality
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Gene essentiality - rt6880Single gene deletionNon - essential639G0.37672Yes**
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Gene essentiality - rt7828Single gene deletionEssential112G0Yes**
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3https://doi.org/10.1111/1462-2920.14843Pseudomonas putidaiJN1462Growth on ethanol as C-sourceGrowth rates under a specified conditionCOBRApy (FBA)12O0.2307Yes**Growth rate was reported to represent the growth phenotype
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Growth on inosine as N-sourceGrowth rates under a specified condition02O0Yes**
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Growth on octanoate (uptake rate - 3.4 mmol/l/h)Growth rates under a specified condition0.29122O0.2912Yes
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Growth on glucose (uptake rate - 7.3 mmol/l/h)Growth rates under a specified condition0.712O0.714Yes
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Gene Essentiality - thrB (PP_0121)Single gene deletionCOBRApy (MOMA)Non-essential829G0.6156Yes**Growth rate of the respective KO strain was reported to represent the essentiality
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Gene Essentiality - bioC (PP_0365)Single gene deletionNon-essential901G0No
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Gene Essentiality - argH (PP_0184)Single gene deletionEssential266G0Yes**
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4 https://doi.org/10.1128/jb.00571-16 Methanococcus maripaludis iMR539Growth on hydrogenGrowth rates under a specified conditionCOBRA (FBA)0.097322O0.09732Yes
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Growth of double KO on hydrogen - ΔfdhA1ΔfdhA2Growth rates under a specified conditionNon-lethal2O0.09728Yes**Growth rate of the respective KO strain was reported to represent the essentiality
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Growth on formateGrowth rates under a specified condition0.09912O0.0991Yes
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Growth of double knockout on formate - ΔfdhA1ΔfdhA2Growth rate of KO strain under a specified conditionLethal2O0Yes**Growth rate of the respective KO strain was reported to represent the essentiality
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Gene essentiality on formate - hmdSingle gene deletionNon-lethal377G0.0991Yes**
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Gene essentiality on hydrogen - hmd (MMP0127)Single gene deletionLethal377G0.09732No**
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Maximum flux - ATPSFlux variability under specific condition24.573536F24.573Yes
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Minimum flux - ATPSFlux variability under specific condition27.483536F27.483Yes
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Maximum flux - ATPSFlux variability under specific condition27.846536F27.846Yes
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Minimum flux - ATPSFlux variability under specific condition27.854536F27.855Yes
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5https://doi.org/10.3389/fmicb.2019.01283Streptococcus pneumoniae iDS372Growth under anaerobic conditionGrowth rates under a specified conditionOptFlux 0.7842O0.7837Yes
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Growth under aerobic conditionGrowth rates under a specified condition1.0512O1.0506Yes
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Growth on GlucoseGrowth rates under a specified condition0.852O0.8456Yes
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Growth on N-Acetyl D-GlucosamineGrowth rates under a specified condition0.892O0.8917Yes
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Acetate production on GlucoseMetabolite production flux under a specified condition0384F0Yes
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Lactate production on GlucoseMetabolite production flux under a specified condition66.7383F67.28No
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Lactate production on N-Acetyl D-glucosamineMetabolite production flux under a specified condition70383F70.58Yes*
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Acetate production on N-Acetyl D-glucosamineMetabolite production flux under a specified condition35.86384F35.86Yes
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Gene Essentiality - spr1602Single gene deletionNon-essential112G1.209Yes**Growth rate of the respective KO strain was reported to represent the essentiality
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Gene Essentiality - spr0266Single gene deletionEssential246G1.209No**
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Gene Essentiality - spr0438Single gene deletionEssential238G0Yes**
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Number of essential genesSingle gene deletion89G85No*Might vary because authors used optFlux to identify the essential gene
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6https://doi.org/10.1016/j.resmic.2015.12.005Bacillus licheniformis iXW1009Growth on Galactose as C-sourceGrowth rates under a specified conditionCOBRA (FBA)12O3.9907Yes
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Growth on b-D-Allose as C-sourceGrowth rates under a specified condition02O3.9907No
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Growth on D-Glucosamine as N-sourceGrowth rates under a specified condition12O1.049Yes
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Growth of the knockout strainGrowth rate of KO strain under a specified condition6.712O6.717Yes
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Growth in LB mediaNumber of essential genes under a specific condition 195G213No*The essential genes reported are the subset of the essential genes predicted. The discrepancy might be due to the lack of the in-silico media constraints
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Growth in Glucose minimal mediaNumber of essential genes under a specific condition 235G266No*
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Gene Essentiality in LB - MUY_03190Single gene deletionEssential861G0Yes**Growth rate of the respective KO strain was reported to represent the essentiality
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Gene Essentiality in LB - MUY_03634Single gene deletionNon-Essential171G22.876Yes**
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Gene Essentiality in minimal media - MUY_03190Single gene deletionEssential861G0Yes**
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Gene Essentiality in minimal media - MUY_03634Single gene deletionNon-Essential171G3.991Yes**
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7https://doi.org/10.3389/fgene.2018.00121 Acinetobacter baumannii iCN718Growth on Succinate as C-sourceGrowth rates under a specified conditionCOBRApy (FBA)12O0.0836Yes**Growth rate of the respective KO strain was reported to represent the growth phenotype
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Growth on Galactose as C-sourceGrowth rates under a specified condition02O0Yes**
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Growth on Urea as N-sourceGrowth rates under a specified condition12O0.3347Yes**
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Growth on L-Tyrosine as N-sourceGrowth rates under a specified condition02O0Yes**
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8doi:10.3390/microorganisms803043Methylosinus trichosporium OB3biMsOB3bGrowth in copper-supplemented nitrate medium (Uptake rates from Table 1)Growth ratepFBA, COBRApy0.1232O0.122595Yes
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Growth on nitrate medium without copper (Uptake rates from Table 1)Growth rate0.1092O0.109384Yes
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Flux distribution after knocking out the reaction 'FALDA'Flux of EAOXRED0.000094748203142F0.000095Yes
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Flux of IMPC0.041384727793F0.041381Yes
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Flux of PANTS0.000026923790635F0.000027Yes
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9doi: 10.3390/ijms22042122Escherichia coli Strain Nissle 1917iDK1463Aerobic growth, glucose uptake = -10GrowthCOBRApyGrowth2O0.880331Yes*Growth rate value not reported
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Essential genes for growth on glucose Single gene deletions195G196No*The names of the essential genes are not reported, only the number is given. Although the paper reports the total number of genes to be 1463, the attached xml file forms 1464 genes when read in MATLAB
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Growth at anaerobic conditions on glucoseGrowth rate0.5042O0.504277YesAt anaerobic condition, some reactions are activated
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Growth at anaerobic conditions on N-acetylneuraminic acidGrowth rate0.7492O0.74929Yes
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10doi: 10.1002/bit.25863Pichia pastorisihGlycopastorisGrowth rate on glucose medium (Glucose uptake = 1)Growth rateSBML and RAVEN toolbox0.07922O0.080241YesThe growth rate is deduced from Figure 2a
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Theoretical yield of EPOMaximum value of objective function0.00612O0.006145YesSupplementary data - S4
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Theoretical yield of AlbMaximum value of objective function0.0008452O0.000845YesSupplementary data - S4
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11doi: 10.1007/s12010-020-03470-zThermotoga sp. Strain RQ7RQ7_iJG408Growth rate on MM1 (Table 2)Growth rateCOBRApy0.22O0.20017Yes
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No. of lethal genes on MM1Single gene deletions161G161Yes
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No. of lethal reactions on MM1Single reaction deletions273R273Yes
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Lethal gene - TRQ7_RS03135Single gene deletionslethal25G0Yes
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12doi: 10.1186/s12859-019-3134-5Kluyveromyces marxianusiSM996Growth on glucose medium (glucose uptake = -1)GrowthFBA0.090652O0.09116YesGrowth rate value deduced from Figure 2b
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Growth on melibioseNo growth2OinfeasibleYes*For all the cases where growth is not reported, the model simulation gives 'INFEASIBLE'
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Growth on ethanolGrowth2O0.0255Yes*Growth rate value not reported
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13doi: 10.1038/s41598-020-73253-3Lachancea kluyveriiPN730Growth rate on glucose medium (Glucose uptake = -2.28, oxygen uptake = -6,2)Growth rateCOBRA0.22O0.2222Yes*The reported growth rate in paper could be the rounded-off value
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Growth on melibioseGrowth2O0No
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Growth on sucroseGrowth2O0.295027Yes
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Growth on citrateNo growth2O0Yes
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Essentiality of gene PCCGCIGL 06133Single gene deletionsEssential for poor media246GGrowth rate = 0Yes
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Essentiality of gene PCCGCIGL 00527Single gene deletionsNon-essential133GGrowth rate = 0.22Yes
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14doi: 10.1101/2021.02.01.429138 Parageobacillus thermoglucosidasius NCIMB 11955p-thermoBiomass production in default mediumGrowth rateCOBRA, pFBA0.672O0.6655YesInformation from supplementary file 1.
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Growth rate on mannose (aerobic)Growth ratebetween 0.35 and 0.42O0.361197YesGrowth rate value deduced from Figure 2b