Automation and machine learning drive rapid optimization of isoprenol production in Pseudomonas putida.

Carruthers DN, Kinnunen PC, Li Y, Chen Y, Gin JW, Yunus IS, Galliard WR, Tan S, Radivojevic T, Adams PD, Singh AK, Sustarich J, Petzold CJ, Mukhopadhyay A, Garcia Martin H, Lee TS.

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DOI: 10.1038/s41467-025-66304-8
Published: 2025-12-13
Container: Nat Commun
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.1038/s41467-025-66304-8,
  title = {Automation and machine learning drive rapid optimization of isoprenol production in Pseudomonas putida.},
  author = {Carruthers DN and  Kinnunen PC and  Li Y and  Chen Y and  Gin JW and  Yunus IS and  Galliard WR and  Tan S and  Radivojevic T and  Adams PD and  Singh AK and  Sustarich J and  Petzold CJ and  Mukhopadhyay A and  Garcia Martin H and  Lee TS.},
  year = {2025},
  journal = {Nat Commun},
  doi = {10.1038/s41467-025-66304-8},
  url = {https://doi.org/10.1038/s41467-025-66304-8}
}

RIS

TY  - JOUR
TI  - Automation and machine learning drive rapid optimization of isoprenol production in Pseudomonas putida.
AU  - Carruthers DN
AU  -  Kinnunen PC
AU  -  Li Y
AU  -  Chen Y
AU  -  Gin JW
AU  -  Yunus IS
AU  -  Galliard WR
AU  -  Tan S
AU  -  Radivojevic T
AU  -  Adams PD
AU  -  Singh AK
AU  -  Sustarich J
AU  -  Petzold CJ
AU  -  Mukhopadhyay A
AU  -  Garcia Martin H
AU  -  Lee TS.
PY  - 2025
JO  - Nat Commun
DO  - 10.1038/s41467-025-66304-8
UR  - https://doi.org/10.1038/s41467-025-66304-8
ER  -

APA

DN, C., PC, K., Y, L., Y, C., JW, G., IS, Y., WR, G., S, T., T, R., PD, A., AK, S., J, S., CJ, P., A, M., H, G. M., & TS., L. (2025). Automation and machine learning drive rapid optimization of isoprenol production in Pseudomonas putida.. Nat Commun. https://doi.org/10.1038/s41467-025-66304-8

Source records

europe-pmc · retrieved 2026-09-26T06:55:36.072Z
doaj · retrieved 2026-09-26T06:55:36.055Z