Cรฉdric Bouysset's Avatar

Cรฉdric Bouysset

@cedric.bouysset.net

Cheminformatics, Open-source software, Machine-learning ๐Ÿค– Developer of ProLIF and mols2grid ๐Ÿฑโ€๐Ÿ’ป Bass and video games ๐ŸŽธ๐ŸŽฎ Oxford, UK

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04.10.2023
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Latest posts by Cรฉdric Bouysset @cedric.bouysset.net

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So the AI agent that tried to publicly shame one of the matplotlib maintainers for closing his PR happens to also open PRs in rdkit, openbabel, pyscf, and other compchem libraries... Oh dear

13.02.2026 19:10 ๐Ÿ‘ 5 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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Mols2grid 2.2.0 is out with full Marimo support ๐ŸŽ… Huge thanks to @n283t.bsky.social for the contribution! See this for an example linking mols2grid selections with marimo's UI table: github.com/cbouy/mols2g...
N283T: x.com/tbsng_ktkm0923

21.12.2025 10:27 ๐Ÿ‘ 18 ๐Ÿ” 3 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 1
User Webinar: Improving Pose Prediction Models for Drug Discovery. Join us for an insightful webinar with David Errington and Cedric Bouysset from Recursion, the authors of a recent study that challenges the current benchmarks in protein-ligand pose prediction.

User Webinar: Improving Pose Prediction Models for Drug Discovery. Join us for an insightful webinar with David Errington and Cedric Bouysset from Recursion, the authors of a recent study that challenges the current benchmarks in protein-ligand pose prediction.

David Errington and Cรฉdric Bouysset @recursionpharma.bsky.social recently published a study that challenges the current benchmarks in proteinโ€“ligand pose prediction.

Register for the upcoming webinar to learn more: attendee.gotowebinar.com/register/599...

โŒ›9th Sept - 15:00 (BST)

#DrugDiscovery

06.08.2025 14:20 ๐Ÿ‘ 0 ๐Ÿ” 2 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
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"Celebrities turning 40 this week"

18.07.2025 12:40 ๐Ÿ‘ 2 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

We believe that incorporating interaction-aware metrics into evaluation pipelines is essential for advancing the field, particularly for drug discovery applications. This could involve developing PLIF or pharmacophore-sensitive loss functions for training new ML models.

21.05.2025 17:54 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

- While cofolding models show promise in predicting the full complex structure, our findings suggest a significant need for improvement in ensuring the predicted poses form meaningful interactions with the target protein.

21.05.2025 17:54 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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- Our study shows that classical docking algorithms, when benchmarked with proper structure preparation, generally outperform current machine learning-based methods in recovering interactions.

21.05.2025 17:54 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

- We introduce the Protein-Ligand Interaction Fingerprint (PLIF) recovery as an additional metric to directly assess the recall of these vital interactions.

21.05.2025 17:54 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

Key takeaways:
- Focusing solely on ligand placement accuracy can overestimate model performance. We found that many predicted poses, especially from recent protein-ligand cofolding models, fail to capture key interactions.

21.05.2025 17:54 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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We explore a critical aspect often overlooked in recent protein-ligand pose prediction benchmarks: the accurate recapitulation of protein-ligand interactions. While low RMSD and physical plausibility are important, they donโ€™t tell the whole story.

21.05.2025 17:54 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Assessing interaction recovery of predicted protein-ligand poses

Our work โ€œAssessing interaction recovery of predicted protein-ligand posesโ€ with David Errington, @cschneider.bsky.social and @fdreyer.bsky.social, previously presented at NeurIPS, is now published in the Journal of Cheminformatics! ๐ŸŽ‰
Check out the full paper here: rdcu.be/emKgd

21.05.2025 17:54 ๐Ÿ‘ 2 ๐Ÿ” 1 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
MDAnalysis UGM logo

MDAnalysis UGM logo

#mdaUGM2025 is officially happening! Abstracts and travel bursary applications are being accepted from now until the July 15, 2025 deadline: www.mdanalysis.org/2025/04/13/u....

๐Ÿ—“๏ธ November 9-11, 2025
๐Ÿ“Tempe, Arizona, USA (and online)

#open-source-software #molecular #simulations #streaming

20.05.2025 18:24 ๐Ÿ‘ 10 ๐Ÿ” 3 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 2
Photo of the inside of a university building at WUR, it looks like a mix of a greenhouse with offices that have balconies.

Photo of the inside of a university building at WUR, it looks like a mix of a greenhouse with offices that have balconies.

We're offering a fully funded PhD at the intersection of ML/AI and the natural sciences with a focus on sustainability and chemistry.

You'll work at WUR in the Netherlands, ranked #3 in environ. sciences, #1 in agricultural science, #38 in life sciences (QS).

Apply here:
www.wur.nl/nl/vacature/...

14.03.2025 17:29 ๐Ÿ‘ 34 ๐Ÿ” 25 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 3

Happy to share that I'll be once again mentoring Google Summer of Code applicants with MDAnalysis ๐Ÿค  This year, alongside pure-MDAnalysis projects, we have collaborative projects on MolecularNodes, WESTPA... and 3 projects ideas for ProLIF โœจ More info in the post below ๐Ÿ‘‡

04.03.2025 12:30 ๐Ÿ‘ 2 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
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PhD student - Machine learning in bio- and cheminformatics

Here's a first:
I'm hiring a PhD student.
If you have (or know someone who has) a strong background and interest in computational (bio)chemistry or computer science (especially 3D computer vision), let's work together ๐Ÿ˜Š

www.wur.nl/nl/vacature/...

02.12.2024 17:51 ๐Ÿ‘ 43 ๐Ÿ” 22 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 1
var(){ _var=$(echo "$@" | perl -pe 's/(.+?) *= *(.+)/\1=\2/') && declare -g $_var;}

var(){ _var=$(echo "$@" | perl -pe 's/(.+?) *= *(.+)/\1=\2/') && declare -g $_var;}

It's annoying that the `declare` command doesn't work like `set` in csh which allows `set var = value`, but with a little bit of dubious trickery:

18.06.2024 22:50 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

"He's a little confused, but he's got the spirit"

21.10.2023 12:53 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0