RIKEN Center for Integrative Medical Sciences

Hierarchical immune cell type annotation for scRNA-seq, rendering expression as images for a CNN. 93.2% mean subtype accuracy over seven datasets.

Chromatin accessibility prediction across 29 human immune cell types, using in-silico saturated mutagenesis to score constrained regulatory regions.

Protein half-life prediction from sequence and AlphaFold-derived structure tokens, separating short- from long-lived proteins and nominating degrons.