ArticleGenome medicine2020
Single-cell transcriptome analysis of tumor and stromal compartments of pancreatic ductal adenocarcinoma primary tumors and metastatic lesions.
Article in Genome medicine, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 214 papers.
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Who cites it
214 citing papers in PubMed, 325 citations in OpenAlex.
- An immune responsive tumor microenvironment imprints into PBMCs and predicts outcome in advanced pancreatic cancer: lessons from the PREDICT trial.Molecular cancer · 2025Trial
- Targeting Oncomucin-Driven Immunosuppression Improves the Efficacy of K-rasGastroenterology · 2026Article
- Developmental and MAPK-responsive transcription factors regulate distinct malignant cell states and associated genetic dependencies in pancreatic cancer.Nature genetics · 2026Article
- Targeting CYBA inhibits hepatic metastasis of pancreatic cancer through AKT/MLC2 pathway.Acta pharmacologica Sinica · 2026Article
- Myofibroblastic CAF and Malignant Ductal Cell Crosstalk Drives Epithelial-Mesenchymal Transition and Progression in Pancreatic Ductal Adenocarcinoma via THBS2-SDC/Integrin Axes.International journal of molecular sciences · 2026Article
- Single-cell and bulk transcriptomics identify senescence-related EMT transcriptional programs and a prognostic framework in pancreatic ductal adenocarcinoma.BMC gastroenterology · 2026Article
- Blockage of cuproplasia inhibits pancreatic tumour-associated neutrophils infiltration through TRAF6/STAT3/CCL2 pathway.British journal of cancer · 2026Article
- Integrated scRNA-Seq and functional profiling reveal CD52 as a driver of pancreatic ductal adenocarcinoma metastasis and immunosuppression.Oncogenesis · 2026Article
- A Malignant Subpopulation of H2AFZ+ Cells Interacts with Myeloid Cells to Promote an Anti-inflammatory Microenvironment and Drive Hepatic Metastasis, Revealing an Immunotherapeutic Strategy for Pancreatic Ductal Adenocarcinoma.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026Article
- Article
- Pan-cancer single-cell and spatial transcriptomics analyses delineate response-associated heterogeneity and therapeutic targets of tumor-infiltrating B cells following immune checkpoint blockade.Cancer immunology, immunotherapy : CII · 2026Article
- Rapid autofluorescence based 3D optical imaging of the pancreatic cancer milieu at mesoscopic scale - stain-free volumetric segmentation.Scientific reports · 2026Article
- Pan-cancer single-cell atlases of mouse and human tumor-associated dendritic cells.Nature communications · 2026Article
- Metabolic characterization of the tumor microenvironment orchestrates therapeutic strategies and clinical outcomes in pancreatic cancer.Nature communications · 2026Article
- Integrating single-cell analysis and digital pathology for risk stratification in pancreatic cancer.Clinical & experimental metastasis · 2026Article
- Iron overload in the tumor microenvironment induces CD8Nature communications · 2026Article
- The abscopal effect of IRE combined with anti-PD-1 achieves local ablation and systemic control of PDAC.bioRxiv : the preprint server for biology · 2026Article
- Local gene editing of fibroblasts in tumors reveals a new cancer-associated fibroblast state.The Journal of experimental medicine · 2026Article
- Single-nucleus RNA sequencing reveals the effects of key regulators on human pancreatic adenocarcinoma and its tumor microenvironment.Journal of gastrointestinal oncology · 2026Article
- A tumor microenvironment integrated (TMI) staging system for pancreatic ductal adenocarcinoma based on cancer-associated fibroblast and molecular consensus signatures.Discover oncology · 2026Article
154 more citing papers are in PubMed but not listed here.
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Authors and funding
16 authors at 4 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundSolid tumors such as pancreatic ductal adenocarcinoma (PDAC) comprise not just tumor cells but also a microenvironment with which the tumor cells constantly interact. Detailed characterization of the cellular composition of the tumor microenvironment is critical to the understanding of the disease and treatment of the patient. Single-cell transcriptomics has been used to study the cellular composition of different solid tumor types including PDAC. However, almost all of those studies used primary tumor tissues.
methodsIn this study, we employed a single-cell RNA sequencing technology to profile the transcriptomes of individual cells from dissociated primary tumors or metastatic biopsies obtained from patients with PDAC. Unsupervised clustering analysis as well as a new supervised classification algorithm, SuperCT, was used to identify the different cell types within the tumor tissues. The expression signatures of the different cell types were then compared between primary tumors and metastatic biopsies. The expressions of the cell type-specific signature genes were also correlated with patient survival using public datasets.
resultsOur single-cell RNA sequencing analysis revealed distinct cell types in primary and metastatic PDAC tissues including tumor cells, endothelial cells, cancer-associated fibroblasts (CAFs), and immune cells. The cancer cells showed high inter-patient heterogeneity, whereas the stromal cells were more homogenous across patients. Immune infiltration varies significantly from patient to patient with majority of the immune cells being macrophages and exhausted lymphocytes. We found that the tumor cellular composition was an important factor in defining the PDAC subtypes. Furthermore, the expression levels of cell type-specific markers for EMT
conclusionsTaken together, our work identifies significant heterogeneity in cellular compositions of PDAC tumors and between primary tumors and metastatic lesions. Furthermore, the cellular composition was an important factor in defining PDAC subtypes and significantly correlated with patient outcome. These findings provide valuable insights on the PDAC microenvironment and could potentially inform the management of PDAC patients.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.