Science · 2018 · 823 citations · 44 references
MedicineCell BiologyOncologyMolecular OncologyNeoplasiaTranscriptomicsCancer TranscriptomicsKidney CancerRenal Cell CarcinomaRenal NeoplasmsSingle-cell TranscriptomicsWilms TumorAdult Renal NeoplasmsAngiogenesis In Renal NeoplasmsKidney PathologyKidney Tumor ClassificationPediatric Renal NeoplasmsRenal MalignancyTranscriptome ClassificationWilms Tumor Biology
Messenger RNA encodes cellular function and phenotype. In the context of human cancer, it defines the identities of malignant cells and the diversity of tumor tissue. We studied 72,501 single-cell transcriptomes of human renal tumors and normal tissue from fetal, pediatric, and adult kidneys. We matched childhood Wilms tumor with specific fetal cell types, thus providing evidence for the hypothesis that Wilms tumor cells are aberrant fetal cells. In adult renal cell carcinoma, we identified a canonical cancer transcriptome that matched a little-known subtype of proximal convoluted tubular cell. Analyses of the tumor composition defined cancer-associated normal cells and delineated a complex vascular endothelial growth factor (VEGF) signaling circuit. Our findings reveal the precise cellular identities and compositions of human kidney tumors.
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Fast and accurate short read alignment with Burrows–Wheeler transform
Heng Li, Richard Durbin · Bioinformatics · 2009 · 62.8K citations · Full text
Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations