ArticleCancer cell international2021
Immune subtyping for pancreatic cancer with implication in clinical outcomes and improving immunotherapy.
Article in Cancer cell international, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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Who cites it
22 citing papers in PubMed, 37 citations in OpenAlex.
- Clinical and biomarker analyses of SHR-1701 combined with famitinib in patients with previously treated advanced biliary tract cancer or pancreatic ductal adenocarcinoma: a phase II trial.Signal transduction and targeted therapy · 2024Trial
- Transglutaminase 2 regulates innate immunity: mechanisms and therapeutic implications.Oncoimmunology · 2026Review
- Agonistic GITR treatment enhances antitumor immune responses and suppresses tumor progression in pancreatic ductal adenocarcinoma.Journal of gastroenterology · 2026Article
- Immunotyping of thyroid cancer for clinical outcomes and implications.Cancer immunology, immunotherapy : CII · 2025Article
- Tumor-derived colorectal cancer organoids induce a unique Treg cell population by directing CD4iScience · 2025Article
- Elevated protein lactylation promotes immunosuppressive microenvironment and therapeutic resistance in pancreatic ductal adenocarcinoma.The Journal of clinical investigation · 2025Article
- Pancreatic cancer cell-intrinsic transglutaminase-2 promotes T cell suppression through microtubule-dependent secretion of immunosuppressive cytokines.Journal for immunotherapy of cancer · 2025Article
- Central nervous system and immune cells interactions in cancer: unveiling new therapeutic avenues.Frontiers in immunology · 2025Review
- Amitriptyline revitalizes ICB response via dually inhibiting Kyn/Indole and 5-HT pathways of tryptophan metabolism in ovarian cancer.iScience · 2024Article
- The Role of Transglutaminase 2 in Cancer: An Update.International journal of molecular sciences · 2024Review
- A CIC-related-epigenetic factors-based model associated with prediction, the tumor microenvironment and drug sensitivity in osteosarcoma.Scientific reports · 2024Article
- The upregulation of TGM2 is associated with poor prognosis and the shaping of the inflammatory tumor microenvironment in lung squamous cell carcinoma.American journal of cancer research · 2024Article
- Genomic analysis and filtration of novel prognostic biomarkers based on metabolic and immune subtypes in pancreatic cancer.Cellular oncology (Dordrecht, Netherlands) · 2023Article
- Conditioned media of pancreatic cancer cells and pancreatic stellate cells induce myeloid-derived suppressor cells differentiation and lymphocytes suppression.Scientific reports · 2022Article
- The immune landscape of solid pediatric tumors.Journal of experimental & clinical cancer research : CR · 2022Article
- Review
- Current Pathology Model of Pancreatic Cancer.Cancers · 2022Review
- The Trinity: Interplay among Cancer Cells, Fibroblasts, and Immune Cells in Pancreatic Cancer and Implication of CD8Biomedicines · 2022Review
- Understanding pancreatic cancer stem cells and their role in carcinogenesis: a narrative review.Stem cell investigation · 2022Review
- Immune classification and identification of prognostic genes for uveal melanoma based on six immune cell signatures.Scientific reports · 2021Article
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Authors and funding
7 authors at 1 institution in 1 country.
Funding
Abstract
backgroundEmerging evidence has shown that intra-tumor immune features are associated with response to immune checkpoint blockade (ICB) therapy. Accordingly, patient stratification is needed for identifying target patients and designing strategies to improve the efficacy of ICB therapy. We aimed to depict the specific immune features of patients with pancreatic cancer and explore the implication of immune diversity in prognostic prediction and individualized immunotherapy.
methodsFrom transcriptional profiles of 383 tumor samples in TCGA, ICGC, and GEO database, robust immune subtypes which had different response immunotherapy, including ICB therapy, were identified by consensus clustering with five gene modules. DEGs analysis and tumor microarray were used to screen and demonstrate potential targets for improving ICB therapy.
resultsThree subtypes of pancreatic cancer, namely cluster 1-3 (C1-C3), characterized with distinct immune features and prognosis, were generated. Of that, subtype C1 was an immune-cold type in lack of immune regulators, subtype C2, with an immunosuppression-dominated phenotype characterized by robust TGFβ signaling and stromal reaction, showed the worst prognosis, subtype C3 was an immune-hot type, with massive immune cell infiltration and in abundance of immune regulators. The disparity of immune features uncovered the discrepant applicability of anti-PD-1/PD-L1 therapy and potential sensitivity to other alternative immunotherapy for each subtype. Patients in C3 were more suitable for anti-PD-1/PD-L1 therapy, while patients in the other two clusters may need combined strategies targeted on other immune checkpoints or oncogenic pathways. A promising target for improving anti-PD-1/PD-L1 treatment, TGM2, was screened out and its role in the regulation of PD-L1 was investigated for the first time.
conclusionCollectively, immune features of pancreatic cancer contribute to distinct immunosuppressive mechanisms that are responsible for individualized immunotherapy. Despite pancreatic cancer being considered as a poor immunogenic cancer type, the derived immune subtypes may have implications in tailored designing of immunotherapy for the patients. TGM2 has potential synergistic roles with ICB therapy.
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