Sophia Vincoff (@sophievincoff) 's Twitter Profile
Sophia Vincoff

@sophievincoff

AI+Protein Design 💻🧫 PhD student in Chatterjee Lab @DukeU

ID: 1676627288018898945

calendar_today05-07-2023 16:29:04

11 Tweet

103 Followers

139 Following

Pranam Chatterjee (@pranamanam) 's Twitter Profile Photo

Check out our lab's perspective on generative design of therapeutic binders published in COBME: sciencedirect.com/science/articl…! 💻🧫 Great work from my PhD students: Leo Chen Lauren Hong Vivian Sophia Vincoff Feel free to cite the review in your next manuscript! 😊#GenerativeAI

Pranam Chatterjee (@pranamanam) 's Twitter Profile Photo

SaLT&PepPr is published in Communications Biology! 🥳 Here, we fine-tune the ESM-2 pLM to identify peptidic binding sites on target-interacting partner sequences. We fuse these "guide" peptides to E3 ubiquitin ligases to degrade disease-causing proteins! 💻➡️🧫 (1/n) nature.com/articles/s4200…

Pranam Chatterjee (@pranamanam) 's Twitter Profile Photo

Current protein models (ESM-2, AlpaFold2,...) only encode the 20 wild-type amino acids -- what about PTMs, which significantly influence the diversity of the proteome? 💁‍♂️To solve this, we present the first PTM-aware protein language model, PTM-Mamba! biorxiv.org/content/10.110…

Pranam Chatterjee (@pranamanam) 's Twitter Profile Photo

Super excited to share our new protein language model: FusOn-pLM, developed by my wonderful first-year PhD student Sophia Vincoff and her team of amazing undergrads!! 🎉 Sure, we know AlphaFold3/RFDiffusion and other structure prediction/design methods are great -- but what

Super excited to share our new protein language model: FusOn-pLM, developed by my wonderful first-year PhD student <a href="/SophieVincoff/">Sophia Vincoff</a> and her team of amazing undergrads!! 🎉 

Sure, we know AlphaFold3/RFDiffusion and other structure prediction/design methods are great -- but what
Biology+AI Daily (@biologyaidaily) 's Twitter Profile Photo

FusOn-pLM: A Fusion Oncoprotein-Specific Language Model via Adjusted Rate Masking 1. FusOn-pLM introduces a protein language model fine-tuned for fusion oncoproteins, using a novel cosine-scheduled masking strategy to dynamically vary masking rates, enabling precise sequence

FusOn-pLM: A Fusion Oncoprotein-Specific Language Model via Adjusted Rate Masking

1. FusOn-pLM introduces a protein language model fine-tuned for fusion oncoproteins, using a novel cosine-scheduled masking strategy to dynamically vary masking rates, enabling precise sequence
Pranam Chatterjee (@pranamanam) 's Twitter Profile Photo

I'm usually not too emotional about paper acceptances, but this one justifies it. 🥹 It doesn't feel real, but PepPrCLIP is now published at Science Advances! Let me tell you its story. 📕 📜: science.org/doi/10.1126/sc… 💻: huggingface.co/ubiquitx/peppr… PepPrCLIP (🌶️📎) began as

I'm usually not too emotional about paper acceptances, but this one justifies it. 🥹 It doesn't feel real, but PepPrCLIP is now published at <a href="/ScienceAdvances/">Science Advances</a>! Let me tell you its story. 📕

📜: science.org/doi/10.1126/sc…
💻: huggingface.co/ubiquitx/peppr…

PepPrCLIP (🌶️📎) began as
Sophia Vincoff (@sophievincoff) 's Twitter Profile Photo

I'm excited to share my first published project as a PhD student! I want to thank my incredible advisor Pranam Chatterjee, brilliant undergrads Shrey Goel, Kseniia Kholina, Rishab Pulugurta, and Pranay Vure for their work, and the amazing Lauren Hong for drawing FusOn-pLM's logo.

Pranam Chatterjee (@pranamanam) 's Twitter Profile Photo

PTM-Mamba is out in Nature Methods!! 🥳 PTM-Mamba is the first/only pLM to encode both WT and post-translationally modified residues as tokens! And we do this without losing any base protein information from ESM-2! 🤝 📜: nature.com/articles/s4159… 💻: github.com/programmablebi… We

PTM-Mamba is out in <a href="/naturemethods/">Nature Methods</a>!! 🥳 PTM-Mamba is the first/only pLM to encode both WT and post-translationally modified residues as tokens! And we do this without losing any base protein information from ESM-2! 🤝

📜: nature.com/articles/s4159…
💻: github.com/programmablebi…

We
Pranam Chatterjee (@pranamanam) 's Twitter Profile Photo

Our pLM-designed peptides, when attached to E3 ligases (aka uAbs), enable us to programmably degrade disease targets (think CRISPRi, but for proteins). But what if we want to STABILIZE useful proteins? In Nature Communications, we introduce duAbs! 🌟 📜: nature.com/articles/s4146… 🧬:

Our pLM-designed peptides, when attached to E3 ligases (aka uAbs), enable us to programmably degrade disease targets (think CRISPRi, but for proteins). But what if we want to STABILIZE useful proteins? In <a href="/NatureComms/">Nature Communications</a>, we introduce duAbs! 🌟  

📜: nature.com/articles/s4146…
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