Fabian Spoendlin's Avatar

Fabian Spoendlin

@fspoendlin.bsky.social

ML for antibody drug discovery | PhD Student at University of Oxford | Royal Commission 1851 Industrial Fellow

23 Followers  |  25 Following  |  4 Posts  |  Joined: 20.03.2025  |  1.3972

Latest posts by fspoendlin.bsky.social on Bluesky

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GitHub - oxpig/ANARCII: A language model suite for numbering antigen receptor sequences. A language model suite for numbering antigen receptor sequences. - oxpig/ANARCII

We have released the successor to ANARCI - ANARCII - a suite of Seq2Seq language models trained to number antibody (or TCR) sequences!

Read the paper: biorxiv.org/content/10.1...

Play with the webtool: opig.stats.ox.ac.uk/webapps/sabd...

Documentation and codebase: github.com/oxpig/ANARCII

22.04.2025 08:30 โ€” ๐Ÿ‘ 6    ๐Ÿ” 3    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1
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Predicting the conformational flexibility of antibody and T-cell receptor CDRs Many proteins are highly flexible and their ability to adapt their shape can be fundamental to their functional properties. We can now computationally predict a single, static protein structure with h...

Check out the preprint at: www.biorxiv.org/content/10.1...

Thanks to my co-authors Monica Fernรกndez-Quintero, Sai Raghavan, Hannah Turner, Anant Gharpure, Johannes Loeffler, Catherine Wong, Guy Georges, Alexander Bujotzek, Andrew Ward, and Charlotte Deane

20.03.2025 18:50 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

2. We introduce ITsFlexible, a tool that predicts CDR3 flexibility with high accuracy evaluated on crystal structure and MD data. Furthermore, we experimentally validate predictions of three challenging case studies using cryo-EM providing fruther evidence for ITsFlexibleโ€™s predictive accuracy.

20.03.2025 18:50 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

In our latest work, focusing on antibody and TCR CDRs, we take a step towards addressing this challenge:

1. We release ALL-conformations, a large dataset of 1.2 million structures capturing all experimentally observed conformational states of CDR3 loops and related loop motifs.

20.03.2025 18:50 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Predicting protein conformational flexibility remains a major challenge in structural biology. While we can now accurately model static protein structures, understanding their dynamics is still difficult, largely due to a lack of suitable training data.

20.03.2025 18:50 โ€” ๐Ÿ‘ 5    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1

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