iScience
Volume 25, Issue 8, 19 August 2022, 104659
Journal home page for iScience

Article
Establishment of a reference single-cell RNA sequencing dataset for human pancreatic adenocarcinoma

https://doi.org/10.1016/j.isci.2022.104659Get rights and content
Under a Creative Commons license
open access

Highlights

  • Generation of reference single cell atlas for pancreatic adenocarcinoma

  • Decomposition of bulk transcriptomics showed the heterogeneous microenvironment

  • Refined tumor subtypes signature indicated the tumor cell dynamics in intra-tumor

  • Two subtype of fibroblast support the growth of tumor cell with distinct pathways

Summary

Single-cell RNA sequencing (scRNAseq) has been used to assess the intra-tumor heterogeneity and microenvironment of pancreatic ductal adenocarcinoma (PDAC). However, previous knowledge is not fully universalized. Here, we built a single cell atlas of PDAC from six datasets containing over 70 samples and >130,000 cells, and demonstrated its application to the reanalysis of the previous bulk transcriptomic cohorts and inferring cell–cell communications. The cell decomposition of bulk transcriptomics using scRNAseq data showed the cellular heterogeneity of PDAC; moreover, high levels of tumor cells and fibroblasts were indicative of poor-prognosis. Refined tumor subtypes signature indicated the tumor cell dynamics in intra-tumor and their specific regulatory network. We further identified functionally distinct tumor clusters that had close interaction with fibroblast subtypes via different signaling pathways dependent on subtypes. Our analysis provided a reference dataset for PDAC and showed its utility in research on the microenvironment of intra-tumor heterogeneity.

Subject areas

Cancer systems biology
Cancer
Transcriptomics

Data and code availability

  • The authors declare that all data supporting the findings of this study are available within the article, the supplementary data, and the data repository or from the corresponding author upon reasonable request. The processed data for integrated, tumor subtype classified, malignant cell subsets, and CAF subsets are deposited with all custom codes in zenodo (https://zenodo.org/record/6024273#.Yg2eTJZUtaY). The doi listed in the key resources table.

  • Any additional information required to reanalyze the data reported in this paper is available from the lead contact upon request.

Cited by (0)

10

Lead contact