Janani Durairaj (Jay)
@ninjani.bsky.social
1.2K followers 380 following 32 posts
Computational biologist @biozentrum.bsky.social. Likes protein structures. https://ninjani.github.io/
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ninjani.bsky.social
We’ve been benchmarking deep learning co-folding methods for protein-ligand complex prediction, leading to the creation of 🌹Runs N’ Poses🌹. Great effort by @peterskrinjar.bsky.social and @jeeberhardt.bsky.social putting this together so quickly. Please have a look, excited for community feedback!
Reposted by Janani Durairaj (Jay)
irinabezsonova.bsky.social
This October I’m drawing one molecule a day inspired by proteins in pdb @rcsbpdb.bsky.social

Day 2/31
Prompt WEAVE

N-terminal domain of a Fibrion - a building block of silk fiber produced by silkworms.

Pdb: 3UA0

Next prompt is CROWN and I would love your suggestions!
Reposted by Janani Durairaj (Jay)
rodai.bsky.social
Viral AlphaFold Database (VAD) is live in Science Advances

~27,000 predicted viral protein monomers & homodimers

Conserved folds across bacteria, archaea & eukaryotic viruses

New toxin–antitoxin system KreTA uncovered

Vast “functional darkness” remains uncharted

www.science.org/doi/10.1126/...
The Viral AlphaFold Database of monomers and homodimers reveals conserved protein folds in viruses of bacteria, archaea, and eukaryotes
VAD is a Viral AlphaFold Database of protein monomers and homodimers from viruses infecting hosts across the tree of life.
www.science.org
Reposted by Janani Durairaj (Jay)
sib.swiss
Océane Follonier​ @oceanef.bsky.social for
“From bytes to binders: design, score and optimize​” #bc2basel #posterprize
Reposted by Janani Durairaj (Jay)
torstenschwede.bsky.social
Critical benchmarking of structure prediction methods has been crucial for measuring progress and detecting breakthroughs. But how will the future look like? Join the discussion at our workshop in Basel on September 8 - just before the [BC]2 conference.

@sib.swiss @biozentrum.unibas.ch

⬇️⬇️⬇️
cameo3d.org
🔬 Workshop: Future of Structure Prediction Benchmarking
📅 Sept 8, 2025 | Basel
💡 Talks + breakout sessions on #CASP #CAPRI #CAMEO & benchmarking for drug discovery
🎟️ Free registration (limited spots): lu.ma/ws9nu1xf
Join us to explore how benchmarking can drive breakthroughs in structure prediction.
The future of structure prediction benchmarking: measuring progress and breakthroughs · Luma
Benchmarking has been a key driver of progress in protein structure prediction methods. As the field continues to evolve, several key questions prevail: How…
lu.ma
Reposted by Janani Durairaj (Jay)
martinpacesa.bsky.social
Exciting to see our protein binder design pipeline BindCraft published in its final form in @Nature ! This has been an amazing collaborative effort with Lennart, Christian, @sokrypton.org, Bruno and many other amazing lab members and collaborators.

www.nature.com/articles/s41...
ninjani.bsky.social
Still some spots left, join us in Basel on Sep 8 (before [BC]2) to discuss structure prediction benchmarking and more!
cameo3d.org
🔬 Workshop: Future of Structure Prediction Benchmarking
📅 Sept 8, 2025 | Basel
💡 Talks + breakout sessions on #CASP #CAPRI #CAMEO & benchmarking for drug discovery
🎟️ Free registration (limited spots): lu.ma/ws9nu1xf
Join us to explore how benchmarking can drive breakthroughs in structure prediction.
The future of structure prediction benchmarking: measuring progress and breakthroughs · Luma
Benchmarking has been a key driver of progress in protein structure prediction methods. As the field continues to evolve, several key questions prevail: How…
lu.ma
Reposted by Janani Durairaj (Jay)
cameo3d.org
🔬 Workshop: Future of Structure Prediction Benchmarking
📅 Sept 8, 2025 | Basel
💡 Talks + breakout sessions on #CASP #CAPRI #CAMEO & benchmarking for drug discovery
🎟️ Free registration (limited spots): lu.ma/ws9nu1xf
Join us to explore how benchmarking can drive breakthroughs in structure prediction.
The future of structure prediction benchmarking: measuring progress and breakthroughs · Luma
Benchmarking has been a key driver of progress in protein structure prediction methods. As the field continues to evolve, several key questions prevail: How…
lu.ma
Reposted by Janani Durairaj (Jay)
events.embl.org
Join us at #EMBOComp3D to explore cutting-edge breakthroughs in computational structural biology, AI, drug design, and innovative software! 💻

Find out about molecular modelling to systems-level analyses and evolution, and more.

Submit your abstract by 26 Aug ➡️ s.embl.org/csb25-01-bl
Reposted by Janani Durairaj (Jay)
cathgene3d.bsky.social
CATH turns 30 years old this year!

We are organising a 1-day symposium on September 16th at UCL, highlighting recent AI-based developments to enhance protein family classifications, annotations and analyses.

www.eventbrite.co.uk/e/protein-an...
Protein Annotations in the age of AI
A not-for-profit symposium hosted at UCL - more details about speakers and venue below.
www.eventbrite.co.uk
Reposted by Janani Durairaj (Jay)
kdidi.bsky.social
AtomWorks is out! Building upon @biotite_python, we built a toolkit for all things biomolecules and trained RF3 with it. All open-source, test it via `pip install atomworks`!

AtomWorks: github.com/RosettaCommo...
RF3: github.com/RosettaCommo...
Paper: tinyurl.com/y2w4z65b

1/6
Reposted by Janani Durairaj (Jay)
cameo3d.org
Filtering out homologous structures from the PDB at 40% sequence identity is not enough to create a robust test set. Significant leakage persists at this level, and comparative modeling can still produce high quality models.
Scatter plot of LDDT as a function of sequence identity for high coverage homology models. The horizontal red line at 40% sequence identity highlights the presence high quality models in the low sequence identity region.
Reposted by Janani Durairaj (Jay)
sokrypton.org
The big difference is in the pairing. The MMseqs2 server pairs sequences based on species, while our old HHblits MSAs were paired based on genome proximity (number of genes apart). Working w/ @milot.bsky.social and @martinsteinegger.bsky.social we implemented the proximity filtering in server (3/4)
Reposted by Janani Durairaj (Jay)
martinpacesa.bsky.social
I am super excited to announce that I will be starting my lab at the Department of Pharmacology of the University of Zurich in Switzerland next year!
Reposted by Janani Durairaj (Jay)
Reposted by Janani Durairaj (Jay)
torstenschwede.bsky.social
We will be hosting a mirror site of the CASP data and workflows at @sib.swiss. Operating a redundant site with independent funding is a good idea for important scientific infrastructure, independent from the current funding situation in the US.
Reposted by Janani Durairaj (Jay)
jnoms.bsky.social
Hello everyone! I am pleased to share information on the first ever Computational Structural Virology Symposium, conducted August 4th on zoom and highlighting work in this emerging field. You can register for this event here: forms.gle/CNiqskMwQEuV.... Please re-post!
Reposted by Janani Durairaj (Jay)
sib.swiss
Read this intro thread 🧵. CAMEO is part of SWISS-MODEL: a protein structure homology-modelling suite of software tools and databases which is one of the 17 resources in our portfolio of leading open biodata resources.

@torstenschwede.bsky.social @xavier.robin.info
cameo3d.org
Introducing CAMEO Structures & Complexes - automated weekly blind benchmarking of structure prediction servers. Now with heteromeric and protein-ligand complexes.
Join us and register your server now!
cameo3d.org
Reposted by Janani Durairaj (Jay)
gemmaatkinson.bsky.social
Really excited to share our resource and analysis of AlphaFold-predicted monomers and homodimers across viruses and phages. Project driven by fab PhD student @rodai.bsky.social and with our great collaborators Joana Pereira @joanampereira.bsky.social and @ninjani.bsky.social
biorxiv-molbio.bsky.social
The Viral AlphaFold Database of monomers and homodimers reveals conserved protein folds in viruses of bacteria, archaea, and eukaryotes https://www.biorxiv.org/content/10.1101/2025.05.14.653371v1
Reposted by Janani Durairaj (Jay)
bioinfo.se
In this evaluation of AlphaFold3 (and other methods), we show that (i) accurate predictions are limited to RNA structures/complexes with structural similarity to PDB and (ii) that current methods are bad at estimating the accuracy of the predictions. www.biorxiv.org/content/10.1...
Limits of deep-learning-based RNA prediction methods
Motivation: In recent years, tremendous advances have been made in predicting protein structures and protein-protein interactions. However, progress in predicting the structure of RNA, either alone or...
www.biorxiv.org
ninjani.bsky.social
Check out CAMEOs flashy new website and features!
cameo3d.org
Introducing CAMEO Structures & Complexes - automated weekly blind benchmarking of structure prediction servers. Now with heteromeric and protein-ligand complexes.
Join us and register your server now!
cameo3d.org
Reposted by Janani Durairaj (Jay)
cameo3d.org
Introducing CAMEO Structures & Complexes - automated weekly blind benchmarking of structure prediction servers. Now with heteromeric and protein-ligand complexes.
Join us and register your server now!
cameo3d.org
Reposted by Janani Durairaj (Jay)
vibai.bsky.social
We are looking for additional Group Leaders to join the growing computational biology community at VIB.

If you are excited about combining AI and machine learning with fundamental biology, we would love to hear from you!

https://vib.ai/en/opportunities#/job-description/110906