Fabian Fröhlich reposted
Decoding & manipulating human intercellular signaling via scalable cell-free protein synthesis https://www.biorxiv.org/content/10.64898/2026.10.24.761585v1
Fabian Fröhlich
@frohlichlab.com
Dynamics of Living Systems (https://www.frohlichlab.com) group leader @thecrick.bsky.social Understanding signalling & cell state dynamics through mathematical modelling and machine learning.
1.1K followers413 following158 posts
Fabian Fröhlich reposted
Decoding & manipulating human intercellular signaling via scalable cell-free protein synthesis https://www.biorxiv.org/content/10.64898/2026.10.24.761585v1
Fabian Fröhlich reposted
Next week we will do a hackathon on AI coding agents in bioinformatics, joined virtually by 3 groups @colmr.bsky.social @emanuelvgo.bsky.social @dessimoz.bsky.social on protein structure, evolution, genetics, and cancer. We will post results throughout the week in case anyone wants to follow along
Fabian Fröhlich reposted
Our work out today in @nature.com! We identified a previously unknown function for WEE1 in cell cycle control that could explain some of the inhibitor side-effects. We found WEE1 inhibits APC/C(Cdh1) to promote S-phase and cell cycle entry. Inhibit Wee1 , block or impair cell cycle entry.
Promising cancer drugs called Wee1 inhibitors have been limited by serious side effects. Researchers have discovered a previously unknown role for Wee1 that could explain why. The findings could help identify patients most likely to benefit & support development of safer, more targeted treatments.
Fabian Fröhlich reposted
How we are approaching AI at openRxiv - new blog post prompted by growing adoption by researchers, submission patterns, and questions from the community openrxiv.org/approach-to-... 1/n
Fabian Fröhlich reposted
🚨New preprint! Ligands at the same GPCR can produce wildly different signaling outputs. Why? We built a mutational scanning platform to measure ~10,000 µOR variants across 15 opioids, yielding ~400k measurements of how sequence and ligand chemistry set signaling. www.biorxiv.org/content/10.6... 1/10
Fabian Fröhlich reposted
Can we design proteins that cut other proteins? Our de novo cysteine protease paper is out in Nature! We designed new folds that cleave peptide backbones, with activity demonstrated in mammalian cells. Paper and code 👇 www.nature.com/articles/s41...
www.anthropic.com/research/emp... On the note of railroads giving us the managerial corporation, it of course also gave us other silly ideas like the Bering Strait crossing en.wikipedia.org/wiki/Bering_...
Fabian Fröhlich reposted
It‘s been two years since the pre-print. In the meantime, we have been busy validating ConvexGating based gating strategies in the lab. Check out our publication at Nat Comm: www.nature.com/articles/s41...
I'm proud to share our work to foster the use of machine learning and AI in immunology! 🚀 ConvexGating: Unlocking the Power of AI, Grounded in Human Intuition 🚀 Preprint: www.biorxiv.org/content/10.1... Github repo: github.com/buettnerlab/... Why, what and more details in the thread!
I got really excited about the paper and then it just ended 🫠
"Because manuscripts reflected real progress towards our field’s goals, our assessment systems began relying on them as primary metrics...which is obviously flawed...Generative AI has broken this already-flawed proxy completely" journals.plos.org/plosbiology/...
Fabian Fröhlich reposted
Fabian Fröhlich reposted
Fabian Fröhlich reposted
I came across this parody of a rumored upcoming press release by OpenAI: "OpenAI Releases the Final Ten Minutes of 500 Previously Unreleased Films, Ushering in a New Era of Movie Watching" : x.com/Endings500/s...
Fabian Fröhlich reposted
Fabian Fröhlich reposted
AI & biomed research. @charlesswanton.bsky.social & I write for the @standard.co.uk.web.brid.gy about how AI can help us in @crick.ac.uk to understand how life works: what keeps us healthy, what sets disease in motion & why patients respond differently www.standard.co.uk/news/tech/ai...
Fabian Fröhlich reposted
Looking for a PhD? @crick.ac.uk PhD applications for next year are open. 4 year program with lots of outstanding projects on offer. If you are interested in viral host interactions, cytoskeleton, cell bio, live cell imaging - see Way lab project + video. plz repost www.crick.ac.uk/careers-and-...
Fabian Fröhlich reposted
Applications are open for @crick.ac.uk PhD student program. This is an outstanding 4 year program run by an incredible team that puts students at the heart of everything they do. Lots of great projects to choose. We have 2 positions in our lab this year! Please apply! www.crick.ac.uk/careers-and-...
Fabian Fröhlich reposted
Our AI for Biological Discovery online seminar series continues with “Communities of AI agents for scientific discoveries” by James Zou, Stanford University, on 7 October at 15:00 BST. Register now for the webinar: www.eventbrite.co.uk/e/ai-in-biol...
Fabian Fröhlich reposted
Applications are open for our new AI/ML clinical fellowships, combining formal MSc-level training in AI and machine learning with PhD or postdoctoral research at the Crick. Find out more about the programme and apply by 11 November: https://bit.ly/4hxmAgn
Mechanistic World Models for biology are (almost) here: www.biorxiv.org/content/10.6...
Fabian Fröhlich reposted
"What are we even trying to do here?" Is what I have been asking many people in academia more widely lately. It is long past time for us, across *all* fields, to rethink the faux-meritocracy of numerical metrics (# of papers, citations, etc). We really should decide and reward what we truly value.
I've written an essay on how I think the mathematics profession should adapt to highly capable AI systems. It's hosted here on "Proofs and Prompts": proofsandprompts.com/2026/09/14/a... though you should also feel free to complain/comment on my website here: daniellitt.com/blog/2026/9/...
Fabian Fröhlich reposted
PhD opportunity in our lab at @ucl.ac.uk! 🧬 How do colorectal tumours spatially adapt to treatment? Study cancer cell plasticity using organoids, single-cell, & spatial biology. 4 years | Jan 2027 (flexible) | Stipend + UK home fees ucl.ac.uk/work-at-ucl/... Please share!
Fabian Fröhlich reposted
Discover the latest issue of The Crick magazine, featuring stories on cancer, antimicrobial resistance, life after a Nobel Prize, liver health, heat and the human body, and more from across the Crick. Read now: https://www.crick.ac.uk/news-and-features/the-crick-magazine-issue-3
Fabian Fröhlich reposted
"All corners of academia will soon be flooded with AI-generated research....Maths and CS go first because their entire output is symbol manipulation...Biology comes later not because biologists are cleverer but because the rate-limiting step is physical" giorgio.gilest.ro/the-weimar-o...
The general attitude of our community towards a technology that can [...] suggests that these operationalizations of our values are at best incomplete.
I've written an essay on how I think the mathematics profession should adapt to highly capable AI systems. It's hosted here on "Proofs and Prompts": proofsandprompts.com/2026/09/14/a... though you should also feel free to complain/comment on my website here: daniellitt.com/blog/2026/9/...
Fabian Fröhlich reposted
A group of 25 Fields Medalists, including myself, have made a joint declaration on Math and AI: mathandai.org . We welcome additional signatories. See also this article in the Economist announcing the declaration: www.economist.com/science-and-...
Fabian Fröhlich reposted
I'm really excited to be heading to the Crick to start the Quantitative Spatial Biology lab! We'll be doing all things #spatialbiology, mathematical modelling, and AI, to get a deep understanding of the biological mechanisms underlying how spatial structures form in health and disease #newPI 🔬🧬🧪🧮
We’re excited to announce five new group leaders will join the Crick in the coming months. Welcome to Katya Osipova, @joshuabull.bsky.social, @vchandra.bsky.social, @sami-c.bsky.social and James Cranley, whose specialties range from artificial intelligence to cell biology. https://bit.ly/3SPC6vJ
Fabian Fröhlich reposted
The new AC-DC paper is out! ⚡ One small gene circuit, more than 30 distinct dynamical behaviours. Showing how small regulatory networks can hide a surprising amount of dynamical complexity. www.cell.com/cell-systems...
Fabian Fröhlich reposted
Fabian Fröhlich reposted
Maybe it’s time to say goodbye to UMAP and other low-dimensional embeddings (at least in many single-cell analyses). We developed MILK to encode single-cell populations into tree representations at unprecedented scales. www.biorxiv.org/content/10.6... Here’s what MILK is: 🧵
Fabian Fröhlich reposted
A blinded, prospective benchmark of in silico antibody discovery anchored to experimental affinity and developability www.nature.com/articles/s41...
🧬 One cell whispers code 🔗 neural nets meet ODEs 🔬 come decode with us
Fabian Fröhlich reposted
Fabian Fröhlich reposted
Join us for our first online AI for Biological Discovery Seminar, where our Chief AI Scientist Mihaela van der Schaar will host Caroline Uhler to discuss her research at the intersection of machine learning, statistics and genomics. Learn more and book your free ticket: https://bit.ly/4xAvNLL
Fabian Fröhlich reposted
Curriculum learning is good, curriculum multiple shooting is better: new preprint on how to train ODE (including UDE and NODE) models: arxiv.org/abs/2608.05777
Fabian Fröhlich reposted
Yesterday I gave a talk at an OpenAI summit on the future of mathematics. I was asked to talk about the bad future, where humans become mathematically disempowered. Here's a blog post based on the talk: www.daniellitt.com/blog/2026/8/...
Fabian Fröhlich reposted
Many don't see how much AI has changed recently. Coding agents aren't just chatbots. We can’t deal with the challenges of AI if we don’t understand it. Here's a post to provide some evidence (Claude doing small ML experiments) and form intuitions. davidpreichert.substack.com/p/if-you-hav... 🧵..
Fabian Fröhlich reposted
Fabian Fröhlich reposted
1/ New preprint! with @solersanchisx.bsky.social @cwjpugh.bsky.social @federicobilleci.bsky.social @jonnyfrazer.bsky.social and Mafalda Dias, we introduce a scalable framework to improve stability prediction and separate folding from functional constraints. www.biorxiv.org/content/10.6...
Mechanistic ODE models encode pathway topology but are blind to anything outside the pathway. Representation learning compresses data into low-dimensional embeddings but says nothing about mechanism. Deep Mechanistic Models (DMMs) are our attempt at both in one model www.biorxiv.org/content/10.6...
Huge thanks to @giacomofabrini.bsky.social who saw this was doable and built it, @erc.europa.eu for the funding and @crick.ac.uk for an environment where work like this can happen.
Mechanistic ODE models encode pathway topology but are blind to anything outside the pathway. Representation learning compresses data into low-dimensional embeddings but says nothing about mechanism. Deep Mechanistic Models (DMMs) are our attempt at both in one model www.biorxiv.org/content/10.6...
Mechanistic ODE models encode pathway topology but are blind to anything outside the pathway. Representation learning compresses data into low-dimensional embeddings but says nothing about mechanism. Deep Mechanistic Models (DMMs) are our attempt at both in one model www.biorxiv.org/content/10.6...
DMMs couple semi-supervised representation learning to an ODE model of EGFR/MAPK signalling, end-to-end. The encoder proposes cell-line-specific parameters; the ODE model tests them against dynamic perturbation data. Representation and mechanism constrain each other rather than sitting side by side.