During my PhD with @francesarnold@Caltech we taught nature to break man-made bonds. Excited to share our report in @sciencemagazine using #directedevolution to engineer the first #enzyme that can cleave silicon–carbon bonds in non-biodegradable siloxanes! https://t.co/2c5664U9Rf
Excited to share our preprint on Active Learning-Assisted Directed Evolution (ALDE)! We present a practical workflow that leverages uncertainty quantification to efficiently navigate protein fitness landscapes. 🧵(1/6)
Paper: https://t.co/fME23B3Q0x
Code: https://t.co/G7TsAgn9a9
My primary PhD project with @francesarnold at @Caltech is out now in @nchembio!
Here we show that the β-subunit of tryptophan synthase (TrpB) is a latent *tyrosine* synthase (TyrS), capable of regioselective and irreversible alkylation of phenols to tyrosines.
Read more below:
A custom-engineered enzyme can break the bonds in siloxane, the building blocks of silicone, in what researchers say is the first step to making siloxanes biodegradable.
https://t.co/EN215OZqhs
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We present Folding Diffusion: a diffusion model for protein structure inspired by physical protein folding.
Let by @Kevin_E_Wu during his internship, with @alexijielu@vdbergrianne@james_y_zou@avapamini
Code: https://t.co/ldKQGnsrMQ
Preprint: https://t.co/fGdHqLTi5U
@francescazfl, @francesarnold, and I wrote an outlook in @ACSCentSci about how machine learning (ML) can facilitate the engineering of enzymes for useful biocatalytic applications! We also suggest important future ML-research efforts. Open access here:
https://t.co/WOjdWeHXRF
“Our enzyme is terrible. It’s not a good enzyme, but it shows that it can be done" - the always quotable @francesarnold on a super-cool enzyme her group developed. My latest in @cenmag:
https://t.co/s1R5DT9DrI
Scientists have engineered an enzyme that can break man-made bonds between silicon and carbon that exist in widely used chemicals known as siloxanes, or silicones. The discovery is a first step toward rendering the chemicals biodegradable.
https://t.co/HcXT4MeDoo
First you find an enzyme that can make carbon-silicon bonds.
8 years later, you find one that cleaves carbon-silicon bonds under mild conditions — not possible with any previous catalyst or enzyme!
@NicholasSarai@ryenomeara@TylerFulton13@Sabine_BC@francesarnold
When we published the first #enzyme to MAKE carbon-silicon bonds back in 2016, some people asked us to BREAK them, so these man-made compounds would not persist in the environment. We finally made the first steps toward that: https://t.co/9Mg6mWxtc4
We are thrilled to present a new #enzyme to the world, the first shown to break the man-made carbon-silicon bonds in #siloxanes, which are persistent in the environment.
https://t.co/BJOuWk4WGW
Our colleagues at Dow, Ryan Maar, Ron Tecklenburg, John Roberts, Jordan Reddel, and Dimitris Katsoulis provided a wealth of expertise and generous support. Finally, @francesarnold's wisdom, insights, and constant enthusiasm made this project gratifying from start to finish.
During my PhD with @francesarnold@Caltech we taught nature to break man-made bonds. Excited to share our report in @sciencemagazine using #directedevolution to engineer the first #enzyme that can cleave silicon–carbon bonds in non-biodegradable siloxanes! https://t.co/2c5664U9Rf
I’m grateful to have worked with a great team in this collaboration between @Caltech and Dow! Colleagues @Caltech include co-first authors @TylerFulton13 and Ryen O’Meara as well as @kadinaj and @Sabine_BC, each of whom made fundamental experimental and theoretical contributions.