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Genome-scale metabolic rewiring improves titers rates and yields of the non-native product indigoidine at scale
High titer, rate, yield (TRY), and scalability are challenging metrics to achieve due to trade-offs between carbon use for growth and production. To achieve these metrics, we take the minimal cut set (MCS) approach that predicts metabolic reactions for elimination to couple metabolite production str...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7584609/ https://www.ncbi.nlm.nih.gov/pubmed/33097726 http://dx.doi.org/10.1038/s41467-020-19171-4 |
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author | Banerjee, Deepanwita Eng, Thomas Lau, Andrew K. Sasaki, Yusuke Wang, Brenda Chen, Yan Prahl, Jan-Philip Singan, Vasanth R. Herbert, Robin A. Liu, Yuzhong Tanjore, Deepti Petzold, Christopher J. Keasling, Jay D. Mukhopadhyay, Aindrila |
author_facet | Banerjee, Deepanwita Eng, Thomas Lau, Andrew K. Sasaki, Yusuke Wang, Brenda Chen, Yan Prahl, Jan-Philip Singan, Vasanth R. Herbert, Robin A. Liu, Yuzhong Tanjore, Deepti Petzold, Christopher J. Keasling, Jay D. Mukhopadhyay, Aindrila |
author_sort | Banerjee, Deepanwita |
collection | PubMed |
description | High titer, rate, yield (TRY), and scalability are challenging metrics to achieve due to trade-offs between carbon use for growth and production. To achieve these metrics, we take the minimal cut set (MCS) approach that predicts metabolic reactions for elimination to couple metabolite production strongly with growth. We compute MCS solution-sets for a non-native product indigoidine, a sustainable pigment, in Pseudomonas putida KT2440, an emerging industrial microbe. From the 63 solution-sets, our omics guided process identifies one experimentally feasible solution requiring 14 simultaneous reaction interventions. We implement a total of 14 genes knockdowns using multiplex-CRISPRi. MCS-based solution shifts production from stationary to exponential phase. We achieve 25.6 g/L, 0.22 g/l/h, and ~50% maximum theoretical yield (0.33 g indigoidine/g glucose). These phenotypes are maintained from batch to fed-batch mode, and across scales (100-ml shake flasks, 250-ml ambr®, and 2-L bioreactors). |
format | Online Article Text |
id | pubmed-7584609 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-75846092020-10-29 Genome-scale metabolic rewiring improves titers rates and yields of the non-native product indigoidine at scale Banerjee, Deepanwita Eng, Thomas Lau, Andrew K. Sasaki, Yusuke Wang, Brenda Chen, Yan Prahl, Jan-Philip Singan, Vasanth R. Herbert, Robin A. Liu, Yuzhong Tanjore, Deepti Petzold, Christopher J. Keasling, Jay D. Mukhopadhyay, Aindrila Nat Commun Article High titer, rate, yield (TRY), and scalability are challenging metrics to achieve due to trade-offs between carbon use for growth and production. To achieve these metrics, we take the minimal cut set (MCS) approach that predicts metabolic reactions for elimination to couple metabolite production strongly with growth. We compute MCS solution-sets for a non-native product indigoidine, a sustainable pigment, in Pseudomonas putida KT2440, an emerging industrial microbe. From the 63 solution-sets, our omics guided process identifies one experimentally feasible solution requiring 14 simultaneous reaction interventions. We implement a total of 14 genes knockdowns using multiplex-CRISPRi. MCS-based solution shifts production from stationary to exponential phase. We achieve 25.6 g/L, 0.22 g/l/h, and ~50% maximum theoretical yield (0.33 g indigoidine/g glucose). These phenotypes are maintained from batch to fed-batch mode, and across scales (100-ml shake flasks, 250-ml ambr®, and 2-L bioreactors). Nature Publishing Group UK 2020-10-23 /pmc/articles/PMC7584609/ /pubmed/33097726 http://dx.doi.org/10.1038/s41467-020-19171-4 Text en © The Author(s) 2020 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Banerjee, Deepanwita Eng, Thomas Lau, Andrew K. Sasaki, Yusuke Wang, Brenda Chen, Yan Prahl, Jan-Philip Singan, Vasanth R. Herbert, Robin A. Liu, Yuzhong Tanjore, Deepti Petzold, Christopher J. Keasling, Jay D. Mukhopadhyay, Aindrila Genome-scale metabolic rewiring improves titers rates and yields of the non-native product indigoidine at scale |
title | Genome-scale metabolic rewiring improves titers rates and yields of the non-native product indigoidine at scale |
title_full | Genome-scale metabolic rewiring improves titers rates and yields of the non-native product indigoidine at scale |
title_fullStr | Genome-scale metabolic rewiring improves titers rates and yields of the non-native product indigoidine at scale |
title_full_unstemmed | Genome-scale metabolic rewiring improves titers rates and yields of the non-native product indigoidine at scale |
title_short | Genome-scale metabolic rewiring improves titers rates and yields of the non-native product indigoidine at scale |
title_sort | genome-scale metabolic rewiring improves titers rates and yields of the non-native product indigoidine at scale |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7584609/ https://www.ncbi.nlm.nih.gov/pubmed/33097726 http://dx.doi.org/10.1038/s41467-020-19171-4 |
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