Integrating microarray-based spatial transcriptomics and single-cell RNA-seq reveals tissue architecture in pancreatic ductal adenocarcinomas

被引:663
作者
Moncada, Reuben [1 ]
Barkley, Dalia [1 ]
Wagner, Florian [1 ]
Chiodin, Marta [1 ]
Devlin, Joseph C. [1 ]
Baron, Maayan [1 ]
Hajdu, Cristina H. [2 ]
Simeone, Diane M. [2 ,3 ,4 ]
Yanai, Itai [1 ,5 ]
机构
[1] NYU Langone Hlth, Inst Computat Med, New York, NY 10016 USA
[2] NYU Langone Hlth, Dept Pathol, New York, NY USA
[3] NYU Langone Hlth, Dept Surg, New York, NY USA
[4] NYU Langone Hlth, Perlmutter Canc Ctr, New York, NY USA
[5] NYU Langone Hlth, Dept Biochem & Mol Pharmacol, New York, NY 10016 USA
关键词
GENE-EXPRESSION; METASTATIC MELANOMA; HETEROGENEITY; FIBROBLASTS; PROGRAM; ROLES; JUN;
D O I
10.1038/s41587-019-0392-8
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Combining single-cell RNA-seq data and microarray-based spatial transcriptomics maps the location of different cell types and cell states in pancreatic tumors. Single-cell RNA sequencing (scRNA-seq) enables the systematic identification of cell populations in a tissue, but characterizing their spatial organization remains challenging. We combine a microarray-based spatial transcriptomics method that reveals spatial patterns of gene expression using an array of spots, each capturing the transcriptomes of multiple adjacent cells, with scRNA-Seq generated from the same sample. To annotate the precise cellular composition of distinct tissue regions, we introduce a method for multimodal intersection analysis. Applying multimodal intersection analysis to primary pancreatic tumors, we find that subpopulations of ductal cells, macrophages, dendritic cells and cancer cells have spatially restricted enrichments, as well as distinct coenrichments with other cell types. Furthermore, we identify colocalization of inflammatory fibroblasts and cancer cells expressing a stress-response gene module. Our approach for mapping the architecture of scRNA-seq-defined subpopulations can be applied to reveal the interactions inherent to complex tissues.
引用
收藏
页码:333 / +
页数:13
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