Sam Berry

@sberry.bsky.social

Harvard Biophysics PhD candidate studying protein evolution with a focus on transporters in the Gaudet and Marks labs. Occasional fiction writer. Proud cat dad.

RFK Jr. is not a vaccine skeptic. He's a vaccine denier whose anti-science extremist views and actions are destroying one of humanity's greatest scientific achievements. He's going to kill a lot of people, and those deaths are on the 52 Republican senators who confirmed him and those enabling him.

Super excited to share a new preprint from our lab on design of small-molecule binding proteins using neural networks! The paper has a bit of everything. A new graph neural network, new design algorithms, and experimental validation. www.biorxiv.org/content/10.1... 🧵🧪

Zero-shot design of drug-binding proteins via neural selection-expansion

Computational design of molecular recognition remains challenging despite advances in deep learning. The design of proteins that bind to small molecules has been particularly difficult because it requ...

biorxiv.org

I think it says everything here that the locked-away industry version of AlphaFold3 they want to build is based on... OpenFold, which was developed to be open-source by academics. Industry is built on the advances of open-source research. www.nature.com/articles/d41...

AlphaFold is running out of data — so drug firms are building their own version

Thousands of 3D protein structures locked up in big-pharma vaults will be used to create a new AI tool that won’t be open to academics.

nature.com

"On October 8, 1931, a law went into effect requiring every Italian university professor to sign an oath pledging their loyalty to the government of Benito Mussolini. Out of over 1,200 professors in the country, only 12 refused. All of them were immediately fired." www.chronicle.com/article/what...

Opinion | What Autocrats Want From Academics: Servility

In 1931, Italian scholars were made to take loyalty oaths. Will that happen to us?

chronicle.com

Publishing this *now* is so embarrassingly tone-deaf and anti-science I almost can’t believe it - just as this exact ideology is being used in a fascist takeover of the US and the accompanying wholesale attack on science and free speech

Hemant Mehta@friendlyatheist.com · last yr.

Lol. All the anti-trans, reflexively contrarian, “anti-woke” scientists have contributed to a book about how science is under attack. Somehow, there are no chapters dedicated to how Republicans are decimating research and firing experts.

Friends, I am at a loss of words for how devastating it would be to lose the entire intramural #NIH program. Some of the biggest medical and scientific breakthroughs have come from scientists in the NIH Intramural program. #SaveTheNIH 🧬🧪 🖥️ 🧠 www.science.org/content/arti...

NIH ban on renewing senior scientists adds to assaults on its in-house research

Policy follows firings of tenure-track scientists and suspension of training programs

science.org

I can’t believe it - after years of advocacy, exclusionary zoning has ended in Cambridge. We just passed the single most comprehensive rezoning in the US—legalizing multifamily housing up to 6 stories citywide in a Paris style Here’s the details 🧵

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I wrote 50,000 words in November! Of course, leave it to me to do my first NaNoWriMo in 15+ years of writing fiction when I'm supposed to be writing my thesis, not a novel... 🤔

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This work seems like a big advance in enzyme design, but it’s still fascinating that we can design new proteins that fold with ~90% accuracy, but even with careful biochemical design, DFT, and heaps of machine learning you only get about 1/100 designs with the activity level of natural enzymes!

Kevin K. Yang 楊凱筌@kevinkaichuang.bsky.social · 2y ago

The Baker lab seems serious about moving into enzyme design. Here, they train a flow-matching model that can be conditioned by atomic coordinates and then use it to design enzymes based on active site geometry specified by density functional theory. www.biorxiv.org/content/10.1...

 RFam design method