EPFL's CellBridge teaches H&E image models cell identity from spatial transcriptomics

mo_lotfollahi · x · 2026-10-26

Researchers at EPFL released CellBridge, a new preprint led by @sevdoche in collaboration with P. Frossard and Dorina Thanou.

The problem: H&E pathology slides reveal tissue architecture and cell appearance, but identifying exact cell types (e.g. telling a T cell from a B cell) usually requires extra molecular markers. Spatial transcriptomics provides that molecular detail per cell but is far harder to obtain routinely than an H&E slide.

CellBridge trains an image model on millions of cells with paired H&E images and Xenium spatial transcriptomics, so molecular measurements teach the model cell identity — helping it recognize cells when appearance alone isn't enough.

Related event: EPFL Releases CellBridge: Predicting Single-Cell Gene Identity from H&E Slides(2 posts)→

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