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Biolog Inc biolog phenotypic arrays
A comparison between carbon utilization in iDR479 model and experimental data indicates 85% concordance (68 out of 80) between the model predictions and the Biolog <t>phenotypic</t> array results. (B) A comparison between AA essentiality results in iDR479 model and experimental data. The model achieved 100% concordance compared with the leave-out experimental results. TP : True positive, the model and the experimental data predict a positive result. TN: True negative, the model and amino acid leave out experiments predict a positive result. FN: False negative, the model predicts a negative result while experimental data predicts a positive result. FP: False positive, the model predicts a positive result while experimental data predicts a negative result.
Biolog Phenotypic Arrays, supplied by Biolog Inc, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/phenotyping+arrays/bio_rxiv__64898__2026__05__01__720924-31-8-8?v=Biolog+Inc
Average 86 stars, based on 1 article reviews
biolog phenotypic arrays - by Bioz Stars, 2026-07
86/100 stars

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1) Product Images from "The first digital twin of Enterococcus faecium metabolism reproduces high-throughput phenotyping data"

Article Title: The first digital twin of Enterococcus faecium metabolism reproduces high-throughput phenotyping data

Journal: bioRxiv

doi: 10.64898/2026.05.01.720924

A comparison between carbon utilization in iDR479 model and experimental data indicates 85% concordance (68 out of 80) between the model predictions and the Biolog phenotypic array results. (B) A comparison between AA essentiality results in iDR479 model and experimental data. The model achieved 100% concordance compared with the leave-out experimental results. TP : True positive, the model and the experimental data predict a positive result. TN: True negative, the model and amino acid leave out experiments predict a positive result. FN: False negative, the model predicts a negative result while experimental data predicts a positive result. FP: False positive, the model predicts a positive result while experimental data predicts a negative result.
Figure Legend Snippet: A comparison between carbon utilization in iDR479 model and experimental data indicates 85% concordance (68 out of 80) between the model predictions and the Biolog phenotypic array results. (B) A comparison between AA essentiality results in iDR479 model and experimental data. The model achieved 100% concordance compared with the leave-out experimental results. TP : True positive, the model and the experimental data predict a positive result. TN: True negative, the model and amino acid leave out experiments predict a positive result. FN: False negative, the model predicts a negative result while experimental data predicts a positive result. FP: False positive, the model predicts a positive result while experimental data predicts a negative result.

Techniques Used: Comparison



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86
Biolog Inc biolog phenotypic arrays
A comparison between carbon utilization in iDR479 model and experimental data indicates 85% concordance (68 out of 80) between the model predictions and the Biolog <t>phenotypic</t> array results. (B) A comparison between AA essentiality results in iDR479 model and experimental data. The model achieved 100% concordance compared with the leave-out experimental results. TP : True positive, the model and the experimental data predict a positive result. TN: True negative, the model and amino acid leave out experiments predict a positive result. FN: False negative, the model predicts a negative result while experimental data predicts a positive result. FP: False positive, the model predicts a positive result while experimental data predicts a negative result.
Biolog Phenotypic Arrays, supplied by Biolog Inc, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/phenotyping+arrays/bio_rxiv__64898__2026__05__01__720924-31-8-8?v=Biolog+Inc
Average 86 stars, based on 1 article reviews
biolog phenotypic arrays - by Bioz Stars, 2026-07
86/100 stars
  Buy from Supplier

90
Biolog Inc biolog phenotype array
A comparison between carbon utilization in iDR479 model and experimental data indicates 85% concordance (68 out of 80) between the model predictions and the Biolog <t>phenotypic</t> array results. (B) A comparison between AA essentiality results in iDR479 model and experimental data. The model achieved 100% concordance compared with the leave-out experimental results. TP : True positive, the model and the experimental data predict a positive result. TN: True negative, the model and amino acid leave out experiments predict a positive result. FN: False negative, the model predicts a negative result while experimental data predicts a positive result. FP: False positive, the model predicts a positive result while experimental data predicts a negative result.
Biolog Phenotype Array, supplied by Biolog Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/phenotyping+arrays/10__5423_slash_ppj__oa__03__2025__0040-206-1-1?v=Biolog+Inc
Average 90 stars, based on 1 article reviews
biolog phenotype array - by Bioz Stars, 2026-07
90/100 stars
  Buy from Supplier

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Biolog Inc biolog phenotypic array
Model validation results. A: comparison of Biolog <t>phenotypic</t> microarray results for U. isabellina CBS167.80 with iUmbe1 model simulations; B: comparison of experimental and computed growth rates of U. isabellina with different carbon sources, A1 - flask cultures data from Chatzifragkou A. et al# , A2 - cultures held in a 3 litre bioreactor from Chatzifragkou A. et al# , B - cultures held in a 3 litre bioreactor from Meeuwse et al# , C - flask cultures data from Fakas S. et al# , D - flask cultures data from Gardeli C. et al# ; C: utilization of model reactions observed in simulations conducted with different carbon sources, D: activity of “Active at least once” reactions set among all 59 simulations with different carbon sources. Red dashed lines separate the 10 % and 90 % activity thresholds, dividing the graph into three groups of near core reactions (violet), carbon source type related reactions (green), carbon-source specific reactions (blue).
Biolog Phenotypic Array, supplied by Biolog Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/phenotyping+arrays/pmc12002602-102-3-3?v=Biolog+Inc
Average 90 stars, based on 1 article reviews
biolog phenotypic array - by Bioz Stars, 2026-07
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Biolog Inc phenotype array plates pm2a
Model validation results. A: comparison of Biolog <t>phenotypic</t> microarray results for U. isabellina CBS167.80 with iUmbe1 model simulations; B: comparison of experimental and computed growth rates of U. isabellina with different carbon sources, A1 - flask cultures data from Chatzifragkou A. et al# , A2 - cultures held in a 3 litre bioreactor from Chatzifragkou A. et al# , B - cultures held in a 3 litre bioreactor from Meeuwse et al# , C - flask cultures data from Fakas S. et al# , D - flask cultures data from Gardeli C. et al# ; C: utilization of model reactions observed in simulations conducted with different carbon sources, D: activity of “Active at least once” reactions set among all 59 simulations with different carbon sources. Red dashed lines separate the 10 % and 90 % activity thresholds, dividing the graph into three groups of near core reactions (violet), carbon source type related reactions (green), carbon-source specific reactions (blue).
Phenotype Array Plates Pm2a, supplied by Biolog Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/phenotyping+arrays/10__1016_slash_j__algal__2024__103740-62-0-11?v=Biolog+Inc
Average 90 stars, based on 1 article reviews
phenotype array plates pm2a - by Bioz Stars, 2026-07
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Biolog Inc biolog phenotype array plates
Model validation results. A: comparison of Biolog <t>phenotypic</t> microarray results for U. isabellina CBS167.80 with iUmbe1 model simulations; B: comparison of experimental and computed growth rates of U. isabellina with different carbon sources, A1 - flask cultures data from Chatzifragkou A. et al# , A2 - cultures held in a 3 litre bioreactor from Chatzifragkou A. et al# , B - cultures held in a 3 litre bioreactor from Meeuwse et al# , C - flask cultures data from Fakas S. et al# , D - flask cultures data from Gardeli C. et al# ; C: utilization of model reactions observed in simulations conducted with different carbon sources, D: activity of “Active at least once” reactions set among all 59 simulations with different carbon sources. Red dashed lines separate the 10 % and 90 % activity thresholds, dividing the graph into three groups of near core reactions (violet), carbon source type related reactions (green), carbon-source specific reactions (blue).
Biolog Phenotype Array Plates, supplied by Biolog Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/phenotyping+arrays/10__1016_slash_j__algal__2024__103740-2-3-3?v=Biolog+Inc
Average 90 stars, based on 1 article reviews
biolog phenotype array plates - by Bioz Stars, 2026-07
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Biolog Inc biolog phenotype array microplates
Model validation results. A: comparison of Biolog <t>phenotypic</t> microarray results for U. isabellina CBS167.80 with iUmbe1 model simulations; B: comparison of experimental and computed growth rates of U. isabellina with different carbon sources, A1 - flask cultures data from Chatzifragkou A. et al# , A2 - cultures held in a 3 litre bioreactor from Chatzifragkou A. et al# , B - cultures held in a 3 litre bioreactor from Meeuwse et al# , C - flask cultures data from Fakas S. et al# , D - flask cultures data from Gardeli C. et al# ; C: utilization of model reactions observed in simulations conducted with different carbon sources, D: activity of “Active at least once” reactions set among all 59 simulations with different carbon sources. Red dashed lines separate the 10 % and 90 % activity thresholds, dividing the graph into three groups of near core reactions (violet), carbon source type related reactions (green), carbon-source specific reactions (blue).
Biolog Phenotype Array Microplates, supplied by Biolog Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/phenotyping+arrays/10__1016_slash_j__algal__2024__103740-59-3-3?v=Biolog+Inc
Average 90 stars, based on 1 article reviews
biolog phenotype array microplates - by Bioz Stars, 2026-07
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Biolog Inc biolog pm1 phenotypic array
Model validation results. A: comparison of Biolog <t>phenotypic</t> microarray results for U. isabellina CBS167.80 with iUmbe1 model simulations; B: comparison of experimental and computed growth rates of U. isabellina with different carbon sources, A1 - flask cultures data from Chatzifragkou A. et al# , A2 - cultures held in a 3 litre bioreactor from Chatzifragkou A. et al# , B - cultures held in a 3 litre bioreactor from Meeuwse et al# , C - flask cultures data from Fakas S. et al# , D - flask cultures data from Gardeli C. et al# ; C: utilization of model reactions observed in simulations conducted with different carbon sources, D: activity of “Active at least once” reactions set among all 59 simulations with different carbon sources. Red dashed lines separate the 10 % and 90 % activity thresholds, dividing the graph into three groups of near core reactions (violet), carbon source type related reactions (green), carbon-source specific reactions (blue).
Biolog Pm1 Phenotypic Array, supplied by Biolog Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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Average 90 stars, based on 1 article reviews
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Image Search Results


A comparison between carbon utilization in iDR479 model and experimental data indicates 85% concordance (68 out of 80) between the model predictions and the Biolog phenotypic array results. (B) A comparison between AA essentiality results in iDR479 model and experimental data. The model achieved 100% concordance compared with the leave-out experimental results. TP : True positive, the model and the experimental data predict a positive result. TN: True negative, the model and amino acid leave out experiments predict a positive result. FN: False negative, the model predicts a negative result while experimental data predicts a positive result. FP: False positive, the model predicts a positive result while experimental data predicts a negative result.

Journal: bioRxiv

Article Title: The first digital twin of Enterococcus faecium metabolism reproduces high-throughput phenotyping data

doi: 10.64898/2026.05.01.720924

Figure Lengend Snippet: A comparison between carbon utilization in iDR479 model and experimental data indicates 85% concordance (68 out of 80) between the model predictions and the Biolog phenotypic array results. (B) A comparison between AA essentiality results in iDR479 model and experimental data. The model achieved 100% concordance compared with the leave-out experimental results. TP : True positive, the model and the experimental data predict a positive result. TN: True negative, the model and amino acid leave out experiments predict a positive result. FN: False negative, the model predicts a negative result while experimental data predicts a positive result. FP: False positive, the model predicts a positive result while experimental data predicts a negative result.

Article Snippet: We validated the model on experimental data from Biolog phenotypic arrays and amino acid auxotrophy experiments. iDR479 serves as a starting point for future enhancements and further refinements in the metabolic modeling of E. faecium .

Techniques: Comparison

Model validation results. A: comparison of Biolog phenotypic microarray results for U. isabellina CBS167.80 with iUmbe1 model simulations; B: comparison of experimental and computed growth rates of U. isabellina with different carbon sources, A1 - flask cultures data from Chatzifragkou A. et al# , A2 - cultures held in a 3 litre bioreactor from Chatzifragkou A. et al# , B - cultures held in a 3 litre bioreactor from Meeuwse et al# , C - flask cultures data from Fakas S. et al# , D - flask cultures data from Gardeli C. et al# ; C: utilization of model reactions observed in simulations conducted with different carbon sources, D: activity of “Active at least once” reactions set among all 59 simulations with different carbon sources. Red dashed lines separate the 10 % and 90 % activity thresholds, dividing the graph into three groups of near core reactions (violet), carbon source type related reactions (green), carbon-source specific reactions (blue).

Journal: Computational and Structural Biotechnology Journal

Article Title: Insights into optimization of oleaginous fungi – genome-scale metabolic reconstruction and analysis of Umbelopsis sp. WA50703

doi: 10.1016/j.csbj.2025.03.049

Figure Lengend Snippet: Model validation results. A: comparison of Biolog phenotypic microarray results for U. isabellina CBS167.80 with iUmbe1 model simulations; B: comparison of experimental and computed growth rates of U. isabellina with different carbon sources, A1 - flask cultures data from Chatzifragkou A. et al# , A2 - cultures held in a 3 litre bioreactor from Chatzifragkou A. et al# , B - cultures held in a 3 litre bioreactor from Meeuwse et al# , C - flask cultures data from Fakas S. et al# , D - flask cultures data from Gardeli C. et al# ; C: utilization of model reactions observed in simulations conducted with different carbon sources, D: activity of “Active at least once” reactions set among all 59 simulations with different carbon sources. Red dashed lines separate the 10 % and 90 % activity thresholds, dividing the graph into three groups of near core reactions (violet), carbon source type related reactions (green), carbon-source specific reactions (blue).

Article Snippet: The data included Biolog phenotypic array results run with U. isabellina CBS167.80.

Techniques: Biomarker Discovery, Comparison, Microarray, Activity Assay