Motility-limited aggregation of mammary epithelial cells into fractal-like clusters
Leggett SE, Neronha ZJ, Bhaskar D, Sim JY, Perdikari TM, Wong IY. Motility-limited aggregation of mammary epithelial cells into fractal-like clusters. Proceedings Of The National Academy Of Sciences Of The United States Of America 2019, 116: 17298-17306. PMID: 31413194, PMCID: PMC6717304, DOI: 10.1073/pnas.1905958116.Peer-Reviewed Original ResearchPolarization and migration in the zebrafish posterior lateral line system
Knutsdottir H, Zmurchok C, Bhaskar D, Palsson E, Nogare D, Chitnis A, Edelstein-Keshet L. Polarization and migration in the zebrafish posterior lateral line system. PLOS Computational Biology 2017, 13: e1005451. PMID: 28369079, PMCID: PMC5393887, DOI: 10.1371/journal.pcbi.1005451.Peer-Reviewed Original ResearchMeSH KeywordsAnimalsBody PatterningCell MovementCell PolarityComputational BiologyModels, BiologicalZebrafishConceptsPosterior lateral line primordiumZebrafish posterior lateral line systemCell-cell adhesionLateral line primordiumCollective cell migrationPosterior lateral line systemCell-based simulationsMutant phenotypeZebrafish embryosCell divisionFGF ligandsLateral line systemCell migrationTrailing cellsSensory structuresObserved motilityChemotaxisCellsImportant roleCXCL12aPrimordiaAdhesionEmbryosMigrationPhenotypeTopological 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