@misc{indiciaedab86b9c4c2f, title = {Machine learning-led semi-automated medium optimization reveals salt as key for flaviolin production in Pseudomonas putida}, author = {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) and 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)] and 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)] and Blay, Vincent [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:0000000196022375) and 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) and 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)] and Schimdt, Matthias [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:0000000233634777) and 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)] and Thompson, Mitchell G. [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:0000000214908074) and Pearson, Allison [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] and 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) and Eng, Thomas [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:0000000249743863) and Lawson, Christopher E. [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] and 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)] and 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)] and 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)] and 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)] and Backman, Tyler [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] (ORCID:000000026056353X) and Mukhopadhyay, Aindrila [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Joint BioEnergy Institute (JBEI), Emeryville, CA (United States)] and 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) and 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) and 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)}, year = {2025}, doi = {10.1038/s42003-025-08039-2}, url = {https://www.osti.gov/biblio/2562742}, note = {Source identifier: 2562742} }