Eric Arkfeld retweeted
AI 4D Cell Biology!
Watch mitochondria reveal their hidden phenotypes! We built MitoSpace, a self-supervised model trained without labels on terabytes of 4D lattice light-sheet movies of single cells. It learns representations that outperform predefined features, predict membrane potential from 4D form alone (R²=0.91), and generalize zero-shot to unseen drugs and human lung organoids.
🎉 Now published in @CellCellPress!
With @DrvAgwl @ZacharyWang379 @ecarkfeld @andremodolo4 @Parth_LFC @hhako2 @GCMcMahon
📄 Paper: cell.com/cell/fulltext/S0092…
🔬 Explorer: mitospace.ai
💻 Code: github.com/schoeneberglab/Mi…
🤗 Model: huggingface.co/schoenebergla…
#AI4DCellBiology #cellbiology #microscopy #LLSM #latticelightsheet #mitochondria #deeplearning #phenomics
Eric Arkfeld retweeted
Watch a virtual cell come to life!
We built whole-cell, particle-based digital twins of living cells, reconstructed directly from 4D lattice light-sheet microscopy.
🎉 Now published in @CellCellPress!
With @ecarkfeld @ZacharyWang379 @hhako2
📄 Paper: cell.com/cell/fulltext/S0092…
💻 Code: github.com/schoeneberglab/re…
#cellbiology #microscopy #LLSM #latticelightsheet #simulation #mitochondria #microtubules
Eric Arkfeld retweeted
4D mitochondrial network assumes distinct and predictive phenotypes through human lung and intestinal epithelial development!
@GCMcMahon et al: #latticelightsheet #microscopy of #mitochondria in #organoids from #stemcells to study #devbio - #4dcellbio.
📄:biorxiv.org/content/10.1101/…
Eric Arkfeld retweeted
Whole-cell particle-based digital twin simulations from 4D lattice light-sheet microscopy data biorxiv.org/content/10.1101/… #biorxiv_cellbio
Eric Arkfeld retweeted
Whole-cell particle-based digital twin simulations from 4D lattice light-sheet microscopy data!
@ecarkfeld @ZacharyWang379 @hhako2
📄: biorxiv.org/content/10.1101/…
💻: github.com/schoeneberglab/re…
#simulation #latticelightsheet #llsm #microscopy #cellbiology #mitochondria #microtubules


