Inês Cunha
@inesmcunha.bsky.social
170 followers 110 following 18 posts
Biomedical Engineer 🤓 Now PhD student at the CMCB Lab, SciLifeLab. Learning how to gain knowledge from images 🦠🔬with AI 💻
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inesmcunha.bsky.social
Our work “AI4CellFate: Interpretable Early Cell Fate Prediction with Generative AI” is finally out in
@biorxivpreprint.bsky.social !!! 😍❤️ biorxiv.org/content/10.1... @scilifelab.se , @crick.ac.uk . More about it in the thread #AI4CellFate (1/n)⬇️
inesmcunha.bsky.social
Congratulations!! 🥳🥳🥳
Reposted by Inês Cunha
christlet.bsky.social
Our new preprint is up! This is the main postdoc work of @wiesner-t.bsky.social focusing on exocytosis along the axon shaft and its regulation by the sub membrane actin-spectrin scaffold: www.biorxiv.org/content/10.1...
Read the thread below for a summary of our findings 🧵1/11
Reposted by Inês Cunha
sebjbauer.bsky.social
Thank you @smlm-symposium.bsky.social for the opportunity to present at #SMLMS2025! 🎉 Stay tuned for the upcoming preprint! 📄
heilemannlab.bsky.social
Sebastian Bauer @sebjbauer.bsky.social from SciLifeLab Stockholm @juliettegriffie.bsky.social reporting #SMLMS2025
Reposted by Inês Cunha
henriqueslab.bsky.social
🧑‍🔬📰🚀 #RxivMaker is here! A framework automating the creation of publication-ready scientific #preprints from simple Markdown. Goodbye manual formatting, and hello gorgeous manuscripts! A great adventure with @guijacquemet.bsky.social's lab

📜: zenodo.org/records/1575...
👨‍💻: github.com/HenriquesLab...
Reposted by Inês Cunha
guijacquemet.bsky.social
Are you looking for a postdoc?
I will be looking for 2-4 people after the summer to join the lab !!
Do not hesitate to reach out and disseminate !!
Reposted by Inês Cunha
biorxivpreprint.bsky.social
AI4CellFate: Interpretable Early Cell Fate Prediction with Generative AI https://www.biorxiv.org/content/10.1101/2025.05.12.653464v1
inesmcunha.bsky.social
And a big thank you to Dr. Alix Le Marois and Dr. Erik Sahai for providing this amazing dataset❤️(see "Imaging of MAP kinase dynamics reveals endocytic regulation of pulsatile signalling and network re-wiring in response to targeted therapy in EGFR-mutant non-small cell lung cancer")
inesmcunha.bsky.social
Our model is small and versatile – this allows us to train it on a common laptop on the whole dataset in under 20 minutes ⚡️😌and use limited manual data annotations✍️ for accurate predictions (4/n)
inesmcunha.bsky.social
We were able to reliably predict cell fate from the very first frame ⚡️of 3 days long acquisition, and identify relevant biological processes🧬 involved in cancer persister cells, despite their known biological variability (3/n)
inesmcunha.bsky.social
We propose a fully data-driven approach to early cell fate prediction from a microscopy time-lapse. We combine an adversarial autoencoder architecture with a multi-objective loss function, including contrastive learning, to optimise both cell fate prediction and interpretability (2/n)
inesmcunha.bsky.social
Our work “AI4CellFate: Interpretable Early Cell Fate Prediction with Generative AI” is finally out in
@biorxivpreprint.bsky.social !!! 😍❤️ biorxiv.org/content/10.1... @scilifelab.se , @crick.ac.uk . More about it in the thread #AI4CellFate (1/n)⬇️
inesmcunha.bsky.social
First research manuscript of my PhD finally submitted!! 🥳❤️ Preprint coming soon... 👀 @juliettegriffie.bsky.social
inesmcunha.bsky.social
Come work with us! 😜 💻🔬
juliettegriffie.bsky.social
📣We are recruiting! If you are interested in developing ML tools (with a focus on interpretable ML & generative AI) for bioinformatics applications @scilifelab.se, look no more😋 1 PhD position su.varbi.com/en/what:job/... & 2 post doc positions (online soon, PM me in the meantime).
PhD student in Bioinformatics
The Department of Biochemistry and Biophysics  is mainly located with the other Departments of Chemistry and Life Sciences in the Arrhenius Laboratories for Natural Sciences, which are situated in th
su.varbi.com
inesmcunha.bsky.social
What an incredible journey with Bruno and António (not on bsky yet) ❤️ I learned so much with these guys and had a blast working with them. This was truly the dream team ❤️ #NanoPyx
inesmcunha.bsky.social
Video 4: "How to Implement your Liquid Engine Method" youtu.be/gRGEjdT8opY (8/8)
youtu.be
inesmcunha.bsky.social
HOW CAN YOU USE #NanoPyx ? We recorded a series of 1-minute video tutorials that showcase how you can use #NanoPyx, and the capabilities of the #LiquidEngine on your own image analysis workflows! Video 1: youtu.be/Dx2lHoRB044 (5/n)
How to Install NanoPyx and Run Jupyter Notebooks Locally
YouTube video by Henriques Lab
youtu.be
inesmcunha.bsky.social
What methods does #NanoPyx offer? We have Image Registration, Denoising, Super-Resolution Image Reconstruction🔬 and Quality Control metrics! (4/n)
inesmcunha.bsky.social
The #LiquidEngine has an AI-powered agent 🤖 that predicts the fastest way of running a specific analysis task, given the input data, the user hardware and task parameters. Incorporating the #LiquidEngine significantly improves the performance of bioimage analysis workflows!(3/n)
inesmcunha.bsky.social
The fastest way of performing any analysis task depends on the user device 💻, the input data 🦠 and the specific task we’re trying to run (2/n).
inesmcunha.bsky.social
And to start 2025 strong… Our work #NanoPyx is out in Nature Methods 😍❤️ DOI: doi.org/10.1038/s415...
#NanoPyx is a Python framework that uses the #LiquidEngine to efficiently accelerate bioimage analysis for any user! (1/n) ⬇️