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From single-sequence structure prediction to protein fitness landscape through a composable, epistasis-aware mutation atlas
Cerebra-Epistasis links single-sequence structure prediction to multi-mutant fitness modeling through a reusable, epistasis-aware mutation atlas. Encoding the wild-type protein once allows mutation components to be assembled into predictions for higher-order mutants without repeated sequence or structure encoding. 
RADAR enables marker-free fine-grained discovery of anomalous cells in multi-sample and multimodal single-cell omics
RADAR discovers anomalous cell populations across samples and single-cell omics modalities without predefined markers or annotated references. Its three-stage framework detects anomalous cells, separates biological heterogeneity from technical variation, and resolves the detected cells into biologically coherent subtypes. 