TY  - RPRT
TI  - Machine learning-led semi-automated medium optimization reveals salt as key for flaviolin production in Pseudomonas putida
AU  - Zournas, Apostolos [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); USDOE Agile BioFoundry, Emeryville, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:0000000305656781)
AU  - Incha, Matthew R. [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); USDOE Agile BioFoundry, Emeryville, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)]
AU  - Radivojevic, Tijana [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); USDOE Agile BioFoundry, Emeryville, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)]
AU  - Blay, Vincent [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:0000000196022375)
AU  - Martí, Jose Manuel [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); USDOE Agile BioFoundry, Emeryville, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:0000000219029749)
AU  - Costello, Zak [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); USDOE Agile BioFoundry, Emeryville, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)]
AU  - Schimdt, Matthias [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:0000000233634777)
AU  - Chung, Tan [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States); University of California, Berkeley, CA (United States)]
AU  - Thompson, Mitchell G. [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:0000000214908074)
AU  - Pearson, Allison [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)]
AU  - Kinnunen, Patrick C. [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); USDOE Agile BioFoundry, Emeryville, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:0000000217412867)
AU  - Eng, Thomas [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:0000000249743863)
AU  - Lawson, Christopher E. [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)]
AU  - Tan, Stephen [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); USDOE Agile BioFoundry, Emeryville, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)]
AU  - Ogorzalek, Tadeusz [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); USDOE Agile BioFoundry, Emeryville, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)]
AU  - Kaplan, Nurgul [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); USDOE Agile BioFoundry, Emeryville, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)]
AU  - Forrer, Mark [USDOE Agile BioFoundry, Emeryville, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States); Sandia National Lab. (SNL-CA), Livermore, CA (United States)]
AU  - Backman, Tyler [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:000000026056353X)
AU  - Mukhopadhyay, Aindrila [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)]
AU  - Hillson, Nathan J. [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); USDOE Agile BioFoundry, Emeryville, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:0000000291693978)
AU  - Keasling, Jay D. [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States); University of California, Berkeley, CA (United States)] (ORCID:0000000341706088)
AU  - Garcia Martin, Hector [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); USDOE Agile BioFoundry, Emeryville, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States); Basque Center for Applied Mathematics (BCAM) (Spain)] (ORCID:0000000245569685)
PY  - 2025
DO  - 10.1038/s42003-025-08039-2
UR  - https://www.osti.gov/biblio/2562742
ID  - 2562742
ER  -