InΓͺs Cunha's Avatar

InΓͺs Cunha

@inesmcunha

Biomedical Engineer πŸ€“ Now PhD student at the CMCB Lab, SciLifeLab. Learning how to gain knowledge from images πŸ¦ πŸ”¬with AI πŸ’»

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30.12.2024
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Latest posts by InΓͺs Cunha @inesmcunha

www.nature.com/articles/d41...

24.10.2025 04:06 πŸ‘ 4 πŸ” 4 πŸ’¬ 0 πŸ“Œ 0
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πŸ¦ πŸ”¬πŸ€–πŸ§‘β€πŸ’» #mAIcrobe is out! With @pinholab.bsky.social's lab, we launched an open-source framework for high-throughput bacterial image analysis. By rockstars A. Brito & B. Saraiva et al, making #DeepLearning for phenotyping accessible! Easy to use, plus model training

πŸ“œ www.biorxiv.org/content/10.1...

22.10.2025 11:10 πŸ‘ 62 πŸ” 30 πŸ’¬ 5 πŸ“Œ 1

πŸš€πŸ”¬ Announcing #IMS2026 at @itqbnova.bsky.social! We're assembling a #LifeSciences #Microscopy symposium packed with ✨ speakers and πŸ§‘β€πŸ”¬ workshops. All about imaging cells with photons, electrons and AI! If you love microscopy, you need to be here. Join us on March 19!
ims2026.itqbnovacommunity.org

21.10.2025 14:25 πŸ‘ 22 πŸ” 16 πŸ’¬ 1 πŸ“Œ 1

Congratulations!! πŸ₯³πŸ₯³πŸ₯³

06.10.2025 07:01 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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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

17.09.2025 14:54 πŸ‘ 131 πŸ” 48 πŸ’¬ 6 πŸ“Œ 5

Thank you @smlm-symposium.bsky.social for the opportunity to present at #SMLMS2025! πŸŽ‰ Stay tuned for the upcoming preprint! πŸ“„

29.08.2025 10:01 πŸ‘ 5 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0
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πŸ§‘β€πŸ”¬πŸ“°πŸš€ #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

πŸ“œ: zenodo.org/records/1575...
πŸ‘¨β€πŸ’»: github.com/HenriquesLab...

27.06.2025 12:34 πŸ‘ 82 πŸ” 34 πŸ’¬ 3 πŸ“Œ 6

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 !!

23.06.2025 14:29 πŸ‘ 70 πŸ” 87 πŸ’¬ 0 πŸ“Œ 7

AI4CellFate: Interpretable Early Cell Fate Prediction with Generative AI https://www.biorxiv.org/content/10.1101/2025.05.12.653464v1

14.05.2025 10:47 πŸ‘ 3 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0

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")

14.05.2025 10:26 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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AI4CellFate: Interpretable Early Cell Fate Prediction with Generative AI Live-cell imaging provides a unique insight into complex cellular processes including single cell fate, but remains limited by both low-throughput and the lack of generalisable analytics for the multi...

A huge thank you ❀️ to @lucapanconi.bsky.social , @sebjbauer.bsky.social , Emma Latron, Maxime Gestin, Erik Sahai, Alix Le Marois, @juliettegriffie.bsky.social and our funders @cancerresearchuk.org , @kawresearch.bsky.social , @erc.europa.eu
biorxiv.org/content/10.1... (5/5)

14.05.2025 10:26 πŸ‘ 7 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

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)

14.05.2025 10:26 πŸ‘ 5 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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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)

14.05.2025 10:26 πŸ‘ 8 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0
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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)

14.05.2025 10:26 πŸ‘ 8 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0
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Our work β€œAI4CellFate: 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)⬇️

14.05.2025 10:26 πŸ‘ 25 πŸ” 13 πŸ’¬ 1 πŸ“Œ 2
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First research manuscript of my PhD finally submitted!! πŸ₯³β€οΈ Preprint coming soon... πŸ‘€ @juliettegriffie.bsky.social

12.05.2025 15:19 πŸ‘ 11 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

Come work with us! 😜 πŸ’»πŸ”¬

06.02.2025 10:57 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Investigadores da ITQB NOVA usam IA para analisar imagens biomΓ©dicas 100 vezes mais depressa A inteligΓͺncia artificial (IA) estΓ‘ a transformar a nossa vida diΓ‘ria desde as Γ‘reas mais complexas atΓ© Γ s mais rotineiras. E uma das Γ‘reas que tem aproveitado esta tecnologia Γ© a investigaΓ§Γ£o mΓ©dica,...

#NanoPyx and #LiquidEngine hitting the national news, highlighting our research @itqbnova.bsky.social

www.rtp.pt/noticias/pai...

πŸ“°: www.nature.com/articles/s41...

06.01.2025 17:17 πŸ‘ 12 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

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

02.01.2025 13:58 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Video 4: "How to Implement your Liquid Engine Method" youtu.be/gRGEjdT8opY (8/8)

02.01.2025 11:23 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
How to Benchmark your Implementations with the Liquid Engine in 1 minute
How to Benchmark your Implementations with the Liquid Engine in 1 minute YouTube video by Henriques Lab

Video 3: "How to Benchmark your Implementations with the Liquid Engine in 1 minute" (7/n) youtu.be/9hF7nLtFzoo

02.01.2025 11:23 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
How to Build your Liquid Engine Class in 1 minute
How to Build your Liquid Engine Class in 1 minute YouTube video by Henriques Lab

Video 2: "How to Build your Liquid Engine Class in 1 minute" youtu.be/QQsXrZ_jFa8 (6/n)

02.01.2025 11:23 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
How to Install NanoPyx and Run Jupyter Notebooks Locally
How to Install NanoPyx and Run Jupyter Notebooks Locally YouTube video by Henriques Lab

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)

02.01.2025 11:23 πŸ‘ 3 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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What methods does #NanoPyx offer? We have Image Registration, Denoising, Super-Resolution Image ReconstructionπŸ”¬ and Quality Control metrics! (4/n)

02.01.2025 11:23 πŸ‘ 3 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0
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The #LiquidEngine has an AI-powered agent πŸ€– 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)

02.01.2025 11:23 πŸ‘ 3 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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The fastest way of performing any analysis task depends on the user device πŸ’», the input data 🦠 and the specific task we’re trying to run (2/n).

02.01.2025 11:23 πŸ‘ 4 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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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) ⬇️

02.01.2025 11:23 πŸ‘ 55 πŸ” 15 πŸ’¬ 3 πŸ“Œ 4