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Posts by Ivan Gushchin

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11/12 All the course information, the link to the slides, and more can be found on my site in GithubPages. In addition, YouTube has automatically dubbed the course into 18 other languages to make learning more accessible.

I hope you find it useful :)

miangoaren.github.io/teaching/pro...

2 days ago 2 1 0 0
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Episode 84 Martin Pacesa on BindCraft An Automated Pipeline for De Novo Protein Binder Design April 14, 2026 | How is BindCraft, the automated pipeline for de novo protein binder design, changing the protein design industry? Martin Pacesa, assistant professor of pharmacology at the University ...

Really fun and challenging (!) discussion with @cdbahl.com on BindCraft, the state of binder design, the oustanding challenges and perhaps also some misconceptions in the field 💫

www.healthtech.com/the-chain/ma...

1 week ago 21 5 0 0
A Supercomplex Incorporating Both Electron Transport Chain and ATP Synthase The mitochondrial oxidative phosphorylation system powering most aerobic organisms is typically depicted as two spatially segregated machineries(1): electron transport chain complexes I-IV (ETC CI-CIV

65 years after Peter Mitchell’s chemiosmotic theory, we report an association between ATP synthase and the electron transport chain. In the preprint led by @longzhou88.bsky.social, we describe a large supercomplex and show how the supramolecular organization contribute to oxidative phosphorylation 🧵

2 weeks ago 65 27 3 4
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GitHub - ENPICOM/immunum: A high-performance antibody and TCR sequence numbering tool for Rust, Python, Polars and JS/TS. A high-performance antibody and TCR sequence numbering tool for Rust, Python, Polars and JS/TS. - ENPICOM/immunum

Rarely show my work stuff here, but we did something cool (and open-source!) last week: github.com/ENPICOM/immu...

TL;DR:
- antibody numbering and segmentation with Rust
- bindings to python, polars and WASM
- VERY fast numbering at scale (got up to 1,000,000 seqs per second on 48 CPUs)

3 weeks ago 3 1 1 0
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The dynamic basis of G-protein recognition and activation by a GPCR - Nature Conventional and time-resolved cryo-electron microscopy reveal how NTSR1 dynamically engages and releases different G proteins, capturing over 20 intermediates and uncovering key mechanistic step...

Happy to share our work on conventional and time-resolved cryo-EM studies of NTSR1, now published in Nature!
nature.com/articles/s41...

Wonderful collab. w/ Sumino, Mitsutake, Kobilka, & Inoue labs.

Congrats to Kazuhiro, Kouki, Toshiki, Shun & everyone involved!

1 month ago 16 5 2 0

*Electron crystallography, not microscopy

1 month ago 1 0 0 0

In situ Cryo-EM: study proteins in physiological environment!

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Started this project years ago, but now everything is deposited on @addgene.bsky.social and a short @protocolsio.bsky.social is online. Try it out to make your own (cheap) homemade nuclease/Benzonase!

dx.doi.org/10.17504/protocols.io.261ged7xov47/v2

Thank you @jcoker10.bsky.social and Michael Lim!

2 months ago 32 12 3 2

3) if you want more diversity in your predictions, try different charges and ligand representations.

Read the full text here: biorxiv.org/content/10.6... (6/6)

2 months ago 1 0 0 0
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The main takeaways are: 1) identical results not depending on the input formats should be ensured, 2) inclusion of protonation-related steps into training and inference should improve things (amino and carboxy groups are ubiquitous in PDB!), (5/6)

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The same for acetate and acetic acid (the protein is more challenging given that no experimental structure is available and that the acetic acid probably binds in the protonated form) (4/6)

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Ligand positions are affected by the input format (3/6)

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Same for carboxylates (acetate and acetic acid) (2/6)

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New preprint: We checked whether AlphaFold and its great freely available analogs (including the recent Protenix) can predict the effects of ligand charge. Surprisingly, the predictions sometimes depended on the input format stronger than on the charge! (1/6)

2 months ago 0 0 1 0
Influence of molecular representation and charge on protein-ligand structural predictions by popular co-folding methods

Influence of molecular representation and charge on protein-ligand structural predictions by popular co-folding methods

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Influence of molecular representation and charge on protein-ligand structural predictions by popular co-folding methods [new]
Input format impacts pred's more than protonation. Consistency & protonation steps vital for model improv.

2 months ago 2 1 0 0
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This visualization style reminded me of black fungi

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We don't know what most microbial genes do. Will genomic language models help? (Yunha Hwang, Ep #7)
We don't know what most microbial genes do. Will genomic language models help? (Yunha Hwang, Ep #7) YouTube video by Owl Posting

First learned about SeqHub from this nice interview with Yunha Hwang www.youtube.com/watch?v=w6L9...

2 months ago 1 0 0 0
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I found it very interesting to surf gene neighborhoods of homologs to the proteins we study

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A ligand-binding sensor domain got a tiny insertion from cytochrome c, which contained a heme-binding motif, and now it is a nitric oxide sensor. As simple as that: www.biorxiv.org/content/10.6...

2 months ago 2 2 0 0
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Structural biologist Alexey Amunts launches new research lab in Shenzhen ‘Shenzhen adds another dimension; it is a place where ideas do not remain ideas for long,’ Amunts says of new position.

We're launching a research lab at SMART. Shenzhen Medical Academy for Research and Translation is a newly established institute with long-term funding mechanisms for internal and external investigators. At full capacity SMART aims to support up to 400 labs.
www.scmp.com/news/china/s...

2 months ago 74 19 3 2

I recorded ~8h introducing the main algorithms for protein design: from classical approaches to protein language models, AlphaFold, ESMFold, MPNN, diffusion models and more :)
youtu.be/wKUYtAt87d4T...

Slides
drive.google.com/file/d/1EPLj...

English is available only via auto-translated subtitles

2 months ago 1 1 0 0

The bureaucracy of science has grown so much, the system is collapsing upon itself:

Scientists have become administrators of grants rather than spending time on science.

Paid administrators are demanding even more administrative work from scientists.

Administrators are eating the science budget.

2 months ago 52 15 4 3

I’ve recorded ~8h explaining the architectures of AlphaFold, AF2 & AF3, as well as the context needed to understand their development, applications and limitations :)
youtu.be/_jDRr5BcTaY

Slides
drive.google.com/file/d/1i4QE...

English is available only via auto-translated subtitles

2 months ago 9 5 0 0
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3 months ago 2 0 1 1
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Great to see a nice computational study also complemented by experiments, and impressive that the approach works overall!

3 months ago 1 0 0 0
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As the year winds down, I hope you all get the chance to slow down, spend time with family and loved ones, and enjoy the simple moments. I wish you a warm and peaceful holiday season 💫

3 months ago 5 1 0 0
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PNAS Proceedings of the National Academy of Sciences (PNAS), a peer reviewed journal of the National Academy of Sciences (NAS) - an authoritative source of high-impact, original research that broadly spans...

Four years ago, the red-light–activated channelrhodopsin #Chrimson restored basic vision in a blind patient. Here, we uncover its #multicolor_photoreactions and show implications for optogenetic applications. Many interesting details and a wonderful team🥳! www.pnas.org/doi/10.1073/...

4 months ago 8 3 0 1

Given the "positive inside" rule, many membrane proteins could potentially interact with negatively charged nucleic acids - I wonder if anyone done a whole proteome analysis

4 months ago 1 0 0 0

very unusual - a tRNA regulated anion channel

4 months ago 57 23 2 2

Bacteriorhodopsin is not from bacteria 😅

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