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. 2021 Apr 22;11:8758. doi: 10.1038/s41598-021-88129-3

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© The Author(s) 2021

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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Flux verification by multi-omics data. (A) Reactions were indicated to be active based on transcriptome, proteome, and metabolome data. (B) Comparison of active reactions from omics data with the flux prediction from each model; rMeCBMx-HPCOF shows the highest consistency of flux prediction with the three omics data, including transcriptome, proteome, and metabolome data, as shown in the graph on the right side.