2022
scJoint integrates atlas-scale single-cell RNA-seq and ATAC-seq data with transfer learning
Lin Y, Wu T, Wan S, Yang J, Wong W, Wang Y. scJoint integrates atlas-scale single-cell RNA-seq and ATAC-seq data with transfer learning. Nature Biotechnology 2022, 40: 703-710. PMID: 35058621, PMCID: PMC9186323, DOI: 10.1038/s41587-021-01161-6.Peer-Reviewed Original ResearchConceptsData modalitiesTransfer learning methodDifferent data modalitiesSingle-cell multiomics dataTransfer learningUnlabeled dataMultimodal datasetLeverage informationNeural networkLearning methodsData compositionLabel transferLabel accuracyJoint visualizationHeterogeneous collectionPromising resultsUnprecedented paceVisualizationFrameworkMultiomics dataScRNA-seq dataDatasetNetworkScATAC-seq dataCell atlases
2021
Uncovering cell identity through differential stability with Cepo
Kim H, Wang K, Chen C, Lin Y, Tam P, Lin D, Yang J, Yang P. Uncovering cell identity through differential stability with Cepo. Nature Computational Science 2021, 1: 784-790. PMID: 38217190, DOI: 10.1038/s43588-021-00172-2.Peer-Reviewed Original Research