Research graph
References from Data-driven predictive design of engineered living hydrogels. Local targets link to admitted publications; unresolved targets remain external evidence.
Materials design by synthetic biology
2021 · External reference
Engineered living biomaterials
10.1038/s41578-021-00350-8 · 2021 · External reference
10.1038/s41563-022-01231-3
10.1038/s41563-022-01231-3 · External reference
10.1038/s41563-020-00857-5
10.1038/s41563-020-00857-5 · External reference
10.1038/s41563-021-01123-y
10.1038/s41563-021-01123-y · External reference
10.1038/s41587-025-02970-9
10.1038/s41587-025-02970-9 · External reference
10.1038/s41467-024-53052-4
10.1038/s41467-024-53052-4 · External reference
10.1038/s41589-021-00773-y
10.1038/s41589-021-00773-y · External reference
10.1038/s41467-022-33191-2
10.1038/s41467-022-33191-2 · External reference
10.1038/nmat3912
10.1038/nmat3912 · External reference
10.1038/ncomms5945
10.1038/ncomms5945 · External reference
10.1038/s41467-021-26791-x
10.1038/s41467-021-26791-x · External reference
10.1038/s41467-019-13336-6
10.1038/s41467-019-13336-6 · External reference
10.1038/s41589-018-0169-2
10.1038/s41589-018-0169-2 · External reference
10.1021/acssynbio.4c00336
10.1021/acssynbio.4c00336 · External reference
10.1021/acssynbio.4c00528
10.1021/acssynbio.4c00528 · External reference
10.1002/adma.201901826
10.1002/adma.201901826 · External reference
10.1038/s41579-020-0372-5
10.1038/s41579-020-0372-5 · External reference
Machine learning in materials informatics: recent applications and prospects
10.1038/s41524-017-0056-5 · 2017 · External reference
10.1021/acs.chemrev.1c00022
10.1021/acs.chemrev.1c00022 · External reference
10.1038/s41586-024-08328-6
10.1038/s41586-024-08328-6 · External reference
10.1016/j.mattod.2026.103424
10.1016/j.mattod.2026.103424 · External reference
10.1038/s41598-024-73898-4
10.1038/s41598-024-73898-4 · External reference
10.1186/s13054-025-05765-1
10.1186/s13054-025-05765-1 · External reference
10.1038/s41467-019-14145-7
10.1038/s41467-019-14145-7 · External reference
10.1093/protein/gzt023
10.1093/protein/gzt023 · External reference
The polypeptide biophysics of proline/alanine-rich sequences (PAS): Recombinant biopolymers with PEG-like properties
10.1002/bip.23069 · 2018 · External reference
10.1128/aem.01254-10
10.1128/aem.01254-10 · External reference
10.1128/jb.180.9.2442-2449.1998
10.1128/jb.180.9.2442-2449.1998 · External reference
10.1038/s41586-021-03819-2
10.1038/s41586-021-03819-2 · External reference
10.1038/s41592-022-01488-1
10.1038/s41592-022-01488-1 · External reference
Elucidating the role of physicochemical interactions on gel rheology
10.1039/d4sm00516c · 2024 · External reference
10.1021/ma101434a
10.1021/ma101434a · External reference
An Analysis of Transformations
10.1111/j.2517-6161.1964.tb00553.x · 1964 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Domain shifts in industrial condition monitoring: a comparative analysis of automated machine learning models
10.5194/jsss-14-119-2025 · 2025 · External reference
Comparison of Commercial near Infrared Transmittance and Reflectance Instruments for Analysis of Whole Grains and Seeds
10.1255/jnirs.3 · 1993 · External reference
Critical review of chemometric indicators commonly used for assessing the quality of the prediction of soil attributes by NIR spectroscopy
10.1016/j.trac.2010.05.006 · 2010 · External reference
Predictive performance of mobile vis-near infrared spectroscopy for key soil properties at different geographical scales by using spiking and data mining techniques
10.1016/j.catena.2016.12.014 · 2017 · External reference
10.1002/9781118625590
10.1002/9781118625590 · External reference
Unresolved reference
External reference
Quantifying the trade-off between stiffness and permeability in hydrogels
10.1039/d2sm01215d · 2022 · External reference
Inverse design in search of materials with target functionalities
10.1038/s41570-018-0121 · 2018 · External reference
10.1126/science.aat2663
10.1126/science.aat2663 · External reference
10.1126/sciadv.aaz1708
10.1126/sciadv.aaz1708 · External reference
Unresolved reference
External reference
Structural insight into Escherichia coli CsgA amyloid fibril assembly
2024 · External reference
10.1107/s0021889810030256
10.1107/s0021889810030256 · External reference
10.1073/pnas.2106504118
10.1073/pnas.2106504118 · External reference
10.1038/nmeth.2019
10.1038/nmeth.2019 · External reference
10.5281/zenodo.10050002
10.5281/zenodo.10050002 · External reference
10.1101/2024.10.29.620857
10.1101/2024.10.29.620857 · External reference
10.1038/s41598-018-21834-8
10.1038/s41598-018-21834-8 · External reference
Modulation of Biofilm Formation and Permeability in Streptococcus mutans during Exposure To Zinc Acetate
2023 · External reference
10.1038/nprot.2007.303
10.1038/nprot.2007.303 · External reference
Unresolved reference
External reference
10.1038/s41586-020-2649-2
10.1038/s41586-020-2649-2 · External reference
10.25080/majora-92bf1922-00a
10.25080/majora-92bf1922-00a · External reference
10.1016/j.cpc.2010.04.018
10.1016/j.cpc.2010.04.018 · External reference
10.1002/9781118625590
10.1002/9781118625590 · ExternalCitation · doi-reference
10.1002/adma.201901826
10.1002/adma.201901826 · ExternalCitation · doi-reference
The polypeptide biophysics of proline/alanine-rich sequences (PAS): Recombinant biopolymers with PEG-like properties
10.1002/bip.23069 · ExternalCitation · doi-reference
Predictive performance of mobile vis-near infrared spectroscopy for key soil properties at different geographical scales by using spiking and data mining techniques
10.1016/j.catena.2016.12.014 · ExternalCitation · doi-reference
10.1016/j.cpc.2010.04.018
10.1016/j.cpc.2010.04.018 · ExternalCitation · doi-reference
10.1016/j.mattod.2026.103424
10.1016/j.mattod.2026.103424 · ExternalCitation · doi-reference
Critical review of chemometric indicators commonly used for assessing the quality of the prediction of soil attributes by NIR spectroscopy
10.1016/j.trac.2010.05.006 · ExternalCitation · doi-reference
10.1021/acs.chemrev.1c00022
10.1021/acs.chemrev.1c00022 · ExternalCitation · doi-reference
10.1021/acssynbio.4c00336
10.1021/acssynbio.4c00336 · ExternalCitation · doi-reference
10.1021/acssynbio.4c00528
10.1021/acssynbio.4c00528 · ExternalCitation · doi-reference
10.1021/ma101434a
10.1021/ma101434a · ExternalCitation · doi-reference
10.1038/ncomms5945
10.1038/ncomms5945 · ExternalCitation · doi-reference
10.1038/nmat3912
10.1038/nmat3912 · ExternalCitation · doi-reference
10.1038/nmeth.2019
10.1038/nmeth.2019 · ExternalCitation · doi-reference
10.1038/nprot.2007.303
10.1038/nprot.2007.303 · ExternalCitation · doi-reference
10.1038/s41467-019-13336-6
10.1038/s41467-019-13336-6 · ExternalCitation · doi-reference
10.1038/s41467-019-14145-7
10.1038/s41467-019-14145-7 · ExternalCitation · doi-reference
10.1038/s41467-021-26791-x
10.1038/s41467-021-26791-x · ExternalCitation · doi-reference
10.1038/s41467-022-33191-2
10.1038/s41467-022-33191-2 · ExternalCitation · doi-reference
10.1038/s41467-024-53052-4
10.1038/s41467-024-53052-4 · ExternalCitation · doi-reference
Machine learning in materials informatics: recent applications and prospects
10.1038/s41524-017-0056-5 · ExternalCitation · doi-reference
10.1038/s41563-020-00857-5
10.1038/s41563-020-00857-5 · ExternalCitation · doi-reference
10.1038/s41563-021-01123-y
10.1038/s41563-021-01123-y · ExternalCitation · doi-reference
10.1038/s41563-022-01231-3
10.1038/s41563-022-01231-3 · ExternalCitation · doi-reference
Inverse design in search of materials with target functionalities
10.1038/s41570-018-0121 · ExternalCitation · doi-reference
Engineered living biomaterials
10.1038/s41578-021-00350-8 · ExternalCitation · doi-reference
10.1038/s41579-020-0372-5
10.1038/s41579-020-0372-5 · ExternalCitation · doi-reference
10.1038/s41586-020-2649-2
10.1038/s41586-020-2649-2 · ExternalCitation · doi-reference
10.1038/s41586-021-03819-2
10.1038/s41586-021-03819-2 · ExternalCitation · doi-reference
10.1038/s41586-024-08328-6
10.1038/s41586-024-08328-6 · ExternalCitation · doi-reference
10.1038/s41587-025-02970-9
10.1038/s41587-025-02970-9 · ExternalCitation · doi-reference
10.1038/s41589-018-0169-2
10.1038/s41589-018-0169-2 · ExternalCitation · doi-reference
10.1038/s41589-021-00773-y
10.1038/s41589-021-00773-y · ExternalCitation · doi-reference
10.1038/s41592-022-01488-1
10.1038/s41592-022-01488-1 · ExternalCitation · doi-reference
10.1038/s41598-018-21834-8
10.1038/s41598-018-21834-8 · ExternalCitation · doi-reference
10.1038/s41598-024-73898-4
10.1038/s41598-024-73898-4 · ExternalCitation · doi-reference
Quantifying the trade-off between stiffness and permeability in hydrogels
10.1039/d2sm01215d · ExternalCitation · doi-reference
Elucidating the role of physicochemical interactions on gel rheology
10.1039/d4sm00516c · ExternalCitation · doi-reference
10.1073/pnas.2106504118
10.1073/pnas.2106504118 · ExternalCitation · doi-reference
10.1093/protein/gzt023
10.1093/protein/gzt023 · ExternalCitation · doi-reference
10.1101/2024.10.29.620857
10.1101/2024.10.29.620857 · ExternalCitation · doi-reference
10.1107/s0021889810030256
10.1107/s0021889810030256 · ExternalCitation · doi-reference
An Analysis of Transformations
10.1111/j.2517-6161.1964.tb00553.x · ExternalCitation · doi-reference
10.1126/sciadv.aaz1708
10.1126/sciadv.aaz1708 · ExternalCitation · doi-reference
10.1126/science.aat2663
10.1126/science.aat2663 · ExternalCitation · doi-reference
10.1128/aem.01254-10
10.1128/aem.01254-10 · ExternalCitation · doi-reference
10.1128/jb.180.9.2442-2449.1998
10.1128/jb.180.9.2442-2449.1998 · ExternalCitation · doi-reference
10.1186/s13054-025-05765-1
10.1186/s13054-025-05765-1 · ExternalCitation · doi-reference
Comparison of Commercial near Infrared Transmittance and Reflectance Instruments for Analysis of Whole Grains and Seeds
10.1255/jnirs.3 · ExternalCitation · doi-reference
10.25080/majora-92bf1922-00a
10.25080/majora-92bf1922-00a · ExternalCitation · doi-reference
Domain shifts in industrial condition monitoring: a comparative analysis of automated machine learning models
10.5194/jsss-14-119-2025 · ExternalCitation · doi-reference
10.5281/zenodo.10050002
10.5281/zenodo.10050002 · ExternalCitation · doi-reference