Topological data analysis of spatial patterning in heterogeneous cell populations: clustering and sorting with varying cell-cell adhesion
Bhaskar D, Zhang W, Volkening A, Sandstede B, Wong I. Topological data analysis of spatial patterning in heterogeneous cell populations: clustering and sorting with varying cell-cell adhesion. Npj Systems Biology And Applications 2023, 9: 43. PMID: 37709793, PMCID: PMC10502054, DOI: 10.1038/s41540-023-00302-8.Peer-Reviewed Original ResearchConceptsTopological data analysisPersistence imagesClassification accuracyHigh classification accuracyMachine learningRobust classificationDimensionality reductionUnsupervised classificationHierarchical architectureData analysisArchitectureHierarchical clusteringImagesTopological featuresClassificationDifferent topological featuresAutoencoderAccuracyClusteringLearningSimulationsInformationRecent developments