2023
Causal identification of single-cell experimental perturbation effects with CINEMA-OT
Dong M, Wang B, Wei J, de O. Fonseca A, Perry C, Frey A, Ouerghi F, Foxman E, Ishizuka J, Dhodapkar R, van Dijk D. Causal identification of single-cell experimental perturbation effects with CINEMA-OT. Nature Methods 2023, 20: 1769-1779. PMID: 37919419, PMCID: PMC10630139, DOI: 10.1038/s41592-023-02040-5.Peer-Reviewed Original Research
2021
Quantifying the effect of experimental perturbations at single-cell resolution
Burkhardt DB, Stanley JS, Tong A, Perdigoto AL, Gigante SA, Herold KC, Wolf G, Giraldez AJ, van Dijk D, Krishnaswamy S. Quantifying the effect of experimental perturbations at single-cell resolution. Nature Biotechnology 2021, 39: 619-629. PMID: 33558698, PMCID: PMC8122059, DOI: 10.1038/s41587-020-00803-5.Peer-Reviewed Original ResearchConceptsSingle-cell RNA sequencing datasetsClusters of cellsRNA sequencing datasetsSingle-cell resolutionSingle-cell levelTranscriptomic spaceSequencing datasetsExperimental perturbationsCell populationsGene signatureVertex frequencyDiscrete regionsCellsEffects of perturbationsMultiple conditionsPerturbation responseClustersPopulationPerturbationsLikelihood estimatesGraph signal processing