Nature Communications · 2022 · 61 citations · 38 references
Life SciencesCell BiologyOncologyCell JunctionsTumor MicroenvironmentTumor ProgressionCancer TranscriptomicsCancer-associated FibroblastsSingle-cell Multi-omics IntegrationSingle-cell TranscriptomicsSpatial Multi-omics IntegrationTumor Microenvironment InteractionsCancer-associated Fibroblast InteractionsCollective Cell MigrationIntegrated Multi-omics AnalysisSingle-cell Omics AnalysisSingle-cell Omics IntegrationSingle-cell Spatial IntegrationSpatial Transcriptomics IntegrationTranscriptional Reprogramming In Cancer
Tumors invade the surrounding tissues to progress, but the heterogeneity of cell types at the tumor-stroma interface and the complexity of their potential interactions hampered mechanistic insight required for efficient therapeutic targeting. Here, combining single-cell and spatial transcriptomics on human basal cell carcinomas, we define the cellular contributors of tumor progression. In the invasive niche, tumor cells exhibit a collective migration phenotype, characterized by the expression of cell-cell junction complexes. In physical proximity, we identify cancer-associated fibroblasts with extracellular matrix-remodeling features. Tumor cells strongly express the cytokine Activin A, and increased Activin A-induced gene signature is found in adjacent cancer-associated fibroblast subpopulations. Altogether, our data identify the cell populations and their transcriptional reprogramming contributing to the spatial organization of the basal cell carcinoma invasive niche. They also demonstrate the power of integrated spatial and single-cell multi-omics to decipher cancer-specific invasive properties and develop targeted therapies.
38
Gene Ontology: tool for the unification of biology
Michael Ashburner, Catherine A. Ball, Judith A. Blake et al. · Nature Genetics · 2000 · 44.6K citations · Full text
Integrated analysis of multimodal single-cell data
Yuhan Hao, Stephanie Hao, Erica Andersen‐Nissen et al. · Cell · 2021 · 16K citations · Full text
Fast, sensitive and accurate integration of single-cell data with Harmony
Ilya Korsunsky, Nghia Millard, Jean Fan et al. · Nature Methods · 2019 · 10.5K citations · Full text
Dissecting the multicellular ecosystem of metastatic melanoma by single-cell RNA-seq
Itay Tirosh, Benjamin Izar, Sanjay M. Prakadan et al. · Science · 2016 · 5.2K citations · Full text
The single-cell transcriptional landscape of mammalian organogenesis
Junyue Cao, Malte Spielmann, Xiaojie Qiu et al. · Nature · 2019 · 4.8K citations