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Changkyu Lee

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Open access Aug 2026

PIANO: Probabilistic Inference Autoencoder Networks for multi-Omics enables robust generative modeling of gene expression and scales single-cell integration to 100 million cells

PIANO accurately integrates single-cell data across species and across single-cell and spatial transcriptomics modalities and models spatially-resolved gene expression during Alzheimer’s disease progression in human brains and integrates over 100 million cancer cells to model drug perturbations.

Ning Wang, Christopher Cardenas, Victor E. Nieto-Caballero et al. · 0 citations

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