HALO: Hierarchical Causal Modeling for Single Cell Multi-Omics Data
Haiyi Harry Mao, Minxue Jia, Marissa E. Di, Eleanor Valenzi, Xiaoyu Tracy Cai, Harinder Singh, Robert Lafyatis, Kun Zhang, Panayiotis V. Benos
HALO models temporal causal relations in single-cell multi-omics data by distinguishing coupled and decoupled latent representations, revealing lineage specification dynamics in AT2 cells.
Nature Communications · Oct 7, 2025Peer-reviewedBioinformatics