Single cell derived mRNA signals across human kidney tumors

Cite

Young, M.D., Mitchell, T.J., Custers, L., Margaritis, T., Morales-Rodriguez, F., Kwakwa, K., Khabirova, E., Kildisiute, G., Oliver, T.R., de Krijger, R.R. and van den Heuvel-Eibrink, M.M., 2021. Single cell derived mRNA signals across human kidney tumors. Nature Communications, 12(1), p.3896

https://doi.org/10.1038/s41467-021-23949-5

Abstract

Tumor cells may share some patterns of gene expression with their cell of origin, providing clues into the differentiation state and origin of cancer. Here, we study the differentiation state and cellular origin of 1300 childhood and adult kidney tumors. Using single cell mRNA reference maps of normal tissues, we quantify reference “cellular signals” in each tumor. Quantifying global differentiation, we find that childhood tumors exhibit fetal cellular signals, replacing the presumption of “fetalness” with a quantitative measure of immaturity. By contrast, in adult cancers our assessment refutes the suggestion of dedifferentiation towards a fetal state in most cases. We find an intimate connection between developmental mesenchymal populations and childhood renal tumors. We demonstrate the diagnostic potential of our approach with a case study of a cryptic renal tumor. Our findings provide a cellular definition of human renal tumors through an approach that is broadly applicable to human cancer.

Datasets

1. fetal

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Sample ID
Subject ID
Stage
Selection
Cell type (Compartment)
Age
Cell type (Predicted)
Cell type
Assay
Disease
Sex
Tissue
Age group
Seurat clustering
Sample preservation method
Reference genome
FCAImmP74622434,321 cells
FCAImmP75282933,597 cells
FCAImmP75558493,529 cells
FCAImmP75792152,615 cells
FCAImmP75282922,401 cells
FCAImmP75792142,094 cells
FCAImmP75558502,089 cells
FCAImmP74622421,729 cells
4834STDY70028861,404 cells
4834STDY70028811,329 cells
4834STDY70028761,126 cells
4834STDY7002885547 cells
4834STDY7002875416 cells
Single cell derived mRNA signals across human kidney tumors

2. wilms

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Sample ID
Age group
Cell type
Subject ID
Assay
Disease
Tissue
Reference genome
Sample preservation method
Sampled site condition
Seurat clustering
NB83688771,637 cells
NB83505221,245 cells
NB8368876757 cells
NB8350521566 cells
NB8350523431 cells
Single cell derived mRNA signals across human kidney tumors