Skip to main content
Top
Published in: BMC Cancer 1/2023

Open Access 01-12-2023 | Pancreatic Cancer | Research

A novel cuproptosis-related gene model predicts outcomes and treatment responses in pancreatic adenocarcinoma

Authors: Qixian Liu, Ruiyu Li, Huanwen Wu, Zhiyong Liang

Published in: BMC Cancer | Issue 1/2023

Login to get access

Abstract

Background

Cuproptosis is recently emerging as a hot spot in cancer research. However, its role in pancreatic adenocarcinoma (PAAD) has not yet been clarified. This study aimed to explore the prognostic and therapeutic implications of cuproptosis-related genes in PAAD.

Methods

Two hundred thirteen PAAD samples from the International Cancer Genome Consortium (ICGC) were split into training and validation sets in the ratio of 7:3. The Cox regression analyses generated a prognostic model using the ICGC cohort for training (n = 152) and validation (n = 61). The model was externally tested on the Gene Expression Omnibus (GEO) (n = 80) and The Cancer Genome Atlas (TCGA) datasets (n = 176). The clinical characteristics, molecular mechanisms, immune landscape, and treatment responses in model-defined subgroups were explored. The expression of an independent prognostic gene TSC22D2 was confirmed by public databases, real-time quantitative PCR (RT-qPCR), western blot (WB), and immunohistochemistry (IHC).

Results

A prognostic model was established based on three cuproptosis-related genes (TSC22D2, C6orf136, PRKDC). Patients were stratified into high- and low-risk groups using the risk score based on this model. PAAD patients in the high-risk group had a worse prognosis. The risk score was statistically significantly correlated with most clinicopathological characteristics. The risk score based on this model was an independent predictor of overall survival (OS) (HR = 10.7, p < 0.001), and was utilized to create a scoring nomogram with excellent prognostic value. High-risk patients had a higher TP53 mutation rate and a superior response to multiple targeted therapies and chemotherapeutic drugs, but might obtain fewer benefits from immunotherapy. Moreover, elevated TSC22D2 expression was discovered to be an independent prognostic predictor for OS (p < 0.001). Data from public databases and our own experiments showed that TSC22D2 expression was significantly higher in pancreatic cancer tissues/cells compared to normal tissues/cells.

Conclusion

This novel model based on cuproptosis-related genes provided a robust biomarker for predicting the prognosis and treatment responses of PAAD. The potential roles and underlying mechanisms of TSC22D2 in PAAD need further explored.
Appendix
Available only for authorised users
Literature
1.
go back to reference Yu S, Zhang C, Xie KP. Therapeutic resistance of pancreatic cancer: roadmap to its reversal. Biochim Biophys Acta Rev Cancer. 2021;1875(1): 188461.PubMedCrossRef Yu S, Zhang C, Xie KP. Therapeutic resistance of pancreatic cancer: roadmap to its reversal. Biochim Biophys Acta Rev Cancer. 2021;1875(1): 188461.PubMedCrossRef
2.
go back to reference Grossberg AJ, et al. Multidisciplinary standards of care and recent progress in pancreatic ductal adenocarcinoma. CA Cancer J Clin. 2020;70(5):375–403.PubMedPubMedCentralCrossRef Grossberg AJ, et al. Multidisciplinary standards of care and recent progress in pancreatic ductal adenocarcinoma. CA Cancer J Clin. 2020;70(5):375–403.PubMedPubMedCentralCrossRef
3.
go back to reference Balachandran VP, Beatty GL, Dougan SK. Broadening the impact of immunotherapy to pancreatic cancer: challenges and opportunities. Gastroenterol. 2019;156(7):2056–72.CrossRef Balachandran VP, Beatty GL, Dougan SK. Broadening the impact of immunotherapy to pancreatic cancer: challenges and opportunities. Gastroenterol. 2019;156(7):2056–72.CrossRef
4.
go back to reference Shi S, et al. Proposed modification of the 8th edition of the AJCC staging system for pancreatic ductal adenocarcinoma. Ann Surg. 2019;269(5):944–50.PubMedCrossRef Shi S, et al. Proposed modification of the 8th edition of the AJCC staging system for pancreatic ductal adenocarcinoma. Ann Surg. 2019;269(5):944–50.PubMedCrossRef
5.
go back to reference Wang Z, et al. Pancreatic cancer: understanding and overcoming chemoresistance. Nat Rev Gastroenterol Hepatol. 2011;8(1):27–33.PubMedCrossRef Wang Z, et al. Pancreatic cancer: understanding and overcoming chemoresistance. Nat Rev Gastroenterol Hepatol. 2011;8(1):27–33.PubMedCrossRef
7.
8.
go back to reference Michniewicz F, et al. Copper: an intracellular Achilles’ heel allowing the targeting of epigenetics, kinase pathways, and cell metabolism in cancer therapeutics. ChemMedChem. 2021;16(15):2315–29.PubMedCrossRef Michniewicz F, et al. Copper: an intracellular Achilles’ heel allowing the targeting of epigenetics, kinase pathways, and cell metabolism in cancer therapeutics. ChemMedChem. 2021;16(15):2315–29.PubMedCrossRef
10.
go back to reference Tisato F, et al. Copper in diseases and treatments, and copper-based anticancer strategies. Med Res Rev. 2010;30(4):708–49.PubMed Tisato F, et al. Copper in diseases and treatments, and copper-based anticancer strategies. Med Res Rev. 2010;30(4):708–49.PubMed
11.
13.
go back to reference O’Day SJ, et al. Final results of phase III SYMMETRY study: randomized, double-blind trial of elesclomol plus paclitaxel versus paclitaxel alone as treatment for chemotherapy-naive patients with advanced melanoma. J Clin Oncol. 2013;31(9):1211–8.PubMedCrossRef O’Day SJ, et al. Final results of phase III SYMMETRY study: randomized, double-blind trial of elesclomol plus paclitaxel versus paclitaxel alone as treatment for chemotherapy-naive patients with advanced melanoma. J Clin Oncol. 2013;31(9):1211–8.PubMedCrossRef
14.
15.
16.
go back to reference Bian Z, Fan R, Xie L. A novel cuproptosis-related prognostic gene signature and validation of differential expression in clear cell renal cell carcinoma. Genes (Basel). 2022;13(5):851.PubMedCrossRef Bian Z, Fan R, Xie L. A novel cuproptosis-related prognostic gene signature and validation of differential expression in clear cell renal cell carcinoma. Genes (Basel). 2022;13(5):851.PubMedCrossRef
18.
go back to reference Troppmann C, et al. Vascular graft thrombosis after pancreatic transplantation: univariate and multivariate operative and nonoperative risk factor analysis. J Am Coll Surg. 1996;182(4):285–316.PubMed Troppmann C, et al. Vascular graft thrombosis after pancreatic transplantation: univariate and multivariate operative and nonoperative risk factor analysis. J Am Coll Surg. 1996;182(4):285–316.PubMed
20.
go back to reference Kim Y, et al. Nomograms to predict recurrence-free and overall survival after curative resection of adrenocortical carcinoma. JAMA Surg. 2016;151(4):365–73.PubMedPubMedCentralCrossRef Kim Y, et al. Nomograms to predict recurrence-free and overall survival after curative resection of adrenocortical carcinoma. JAMA Surg. 2016;151(4):365–73.PubMedPubMedCentralCrossRef
21.
go back to reference Wu T, et al. clusterProfiler 4.0: A universal enrichment tool for interpreting omics data. Innovation (Camb). 2021;2(3).100141PubMed Wu T, et al. clusterProfiler 4.0: A universal enrichment tool for interpreting omics data. Innovation (Camb). 2021;2(3).100141PubMed
25.
go back to reference Charoentong P, et al. Pan-cancer immunogenomic analyses reveal genotype-immunophenotype relationships and predictors of response to checkpoint blockade. Cell Rep. 2017;18(1):248–62.PubMedCrossRef Charoentong P, et al. Pan-cancer immunogenomic analyses reveal genotype-immunophenotype relationships and predictors of response to checkpoint blockade. Cell Rep. 2017;18(1):248–62.PubMedCrossRef
27.
go back to reference Bednar F, Pasca di Magliano M. Chemotherapy and tumor evolution shape pancreatic cancer recurrence after resection. Cancer Discov. 2020;10(6):762–4.PubMedCrossRef Bednar F, Pasca di Magliano M. Chemotherapy and tumor evolution shape pancreatic cancer recurrence after resection. Cancer Discov. 2020;10(6):762–4.PubMedCrossRef
28.
go back to reference Paulson AS, et al. Therapeutic advances in pancreatic cancer. Gastroenterology. 2013;144(6):1316–26.PubMedCrossRef Paulson AS, et al. Therapeutic advances in pancreatic cancer. Gastroenterology. 2013;144(6):1316–26.PubMedCrossRef
30.
go back to reference Reiss KA, Vonderheide RH. Alternatives to perpetual chemotherapy for metastatic pancreatic cancer. Clin Cancer Res. 2021;27(13):3540–2.PubMedCrossRef Reiss KA, Vonderheide RH. Alternatives to perpetual chemotherapy for metastatic pancreatic cancer. Clin Cancer Res. 2021;27(13):3540–2.PubMedCrossRef
32.
go back to reference Neoptolemos JP, et al. Therapeutic developments in pancreatic cancer: current and future perspectives. Nat Rev Gastroenterol Hepatol. 2018;15(6):333–48.PubMedCrossRef Neoptolemos JP, et al. Therapeutic developments in pancreatic cancer: current and future perspectives. Nat Rev Gastroenterol Hepatol. 2018;15(6):333–48.PubMedCrossRef
33.
go back to reference Li R, et al. Identification and validation of immune molecular subtypes in pancreatic ductal adenocarcinoma: implications for prognosis and immunotherapy. Front Immunol. 2021;12: 690056.PubMedPubMedCentralCrossRef Li R, et al. Identification and validation of immune molecular subtypes in pancreatic ductal adenocarcinoma: implications for prognosis and immunotherapy. Front Immunol. 2021;12: 690056.PubMedPubMedCentralCrossRef
34.
go back to reference Hou Y, et al. Comprehensive analysis of a cancer-immunity cycle-based signature for predicting prognosis and immunotherapy response in patients with colorectal cancer. Front Immunol. 2022;13: 892512.PubMedPubMedCentralCrossRef Hou Y, et al. Comprehensive analysis of a cancer-immunity cycle-based signature for predicting prognosis and immunotherapy response in patients with colorectal cancer. Front Immunol. 2022;13: 892512.PubMedPubMedCentralCrossRef
35.
go back to reference Chen Y, et al. An immune-related gene prognostic index for head and neck squamous cell carcinoma. Clin Cancer Res. 2021;27(1):330–41.PubMedCrossRef Chen Y, et al. An immune-related gene prognostic index for head and neck squamous cell carcinoma. Clin Cancer Res. 2021;27(1):330–41.PubMedCrossRef
37.
38.
go back to reference Kaushik AC, et al. Irinotecan and Vandetanib create synergies for treatment of pancreatic cancer patients with concomitant TP53 and KRAS mutations. Brief Bioinform. 2021;22(3):bbaa149.PubMedCrossRef Kaushik AC, et al. Irinotecan and Vandetanib create synergies for treatment of pancreatic cancer patients with concomitant TP53 and KRAS mutations. Brief Bioinform. 2021;22(3):bbaa149.PubMedCrossRef
39.
go back to reference Hashimoto S, et al. ARF6 and AMAP1 are major targets of KRAS and TP53 mutations to promote invasion, PD-L1 dynamics, and immune evasion of pancreatic cancer. Proc Natl Acad Sci U S A. 2019;116(35):17450–9.PubMedPubMedCentralCrossRef Hashimoto S, et al. ARF6 and AMAP1 are major targets of KRAS and TP53 mutations to promote invasion, PD-L1 dynamics, and immune evasion of pancreatic cancer. Proc Natl Acad Sci U S A. 2019;116(35):17450–9.PubMedPubMedCentralCrossRef
40.
go back to reference Maleki VS. High and low mutational burden tumors versus immunologically hot and cold tumors and response to immune checkpoint inhibitors. J Immunother Cancer. 2018;6(1):157.CrossRef Maleki VS. High and low mutational burden tumors versus immunologically hot and cold tumors and response to immune checkpoint inhibitors. J Immunother Cancer. 2018;6(1):157.CrossRef
41.
go back to reference Rozeman EA, et al. Survival and biomarker analyses from the OpACIN-neo and OpACIN neoadjuvant immunotherapy trials in stage III melanoma. Nat Med. 2021;27(2):256–63.PubMedCrossRef Rozeman EA, et al. Survival and biomarker analyses from the OpACIN-neo and OpACIN neoadjuvant immunotherapy trials in stage III melanoma. Nat Med. 2021;27(2):256–63.PubMedCrossRef
42.
go back to reference De Dosso S, et al. Treatment landscape of metastatic pancreatic cancer. Cancer Treat Rev. 2021;96: 102180.PubMedCrossRef De Dosso S, et al. Treatment landscape of metastatic pancreatic cancer. Cancer Treat Rev. 2021;96: 102180.PubMedCrossRef
43.
go back to reference Luchini C, et al. Comprehensive characterisation of pancreatic ductal adenocarcinoma with microsatellite instability: histology, molecular pathology and clinical implications. Gut. 2021;70(1):148–56.PubMedCrossRef Luchini C, et al. Comprehensive characterisation of pancreatic ductal adenocarcinoma with microsatellite instability: histology, molecular pathology and clinical implications. Gut. 2021;70(1):148–56.PubMedCrossRef
45.
go back to reference Hallett WH, Murphy WJ. Natural killer cells: biology and clinical use in cancer therapy. Cell Mol Immunol. 2004;1(1):12–21.PubMed Hallett WH, Murphy WJ. Natural killer cells: biology and clinical use in cancer therapy. Cell Mol Immunol. 2004;1(1):12–21.PubMed
46.
go back to reference Liu Z, et al. A novel immune classification reveals distinct immune escape mechanism and genomic alterations: implications for immunotherapy in hepatocellular carcinoma. J Transl Med. 2021;19(1):5.PubMedPubMedCentralCrossRef Liu Z, et al. A novel immune classification reveals distinct immune escape mechanism and genomic alterations: implications for immunotherapy in hepatocellular carcinoma. J Transl Med. 2021;19(1):5.PubMedPubMedCentralCrossRef
48.
go back to reference Zhang Y, et al. Nab-paclitaxel plus gemcitabine as first-line treatment for advanced pancreatic cancer: a systematic review and meta-analysis. J Cancer. 2019;10(18):4420–9.PubMedPubMedCentralCrossRef Zhang Y, et al. Nab-paclitaxel plus gemcitabine as first-line treatment for advanced pancreatic cancer: a systematic review and meta-analysis. J Cancer. 2019;10(18):4420–9.PubMedPubMedCentralCrossRef
49.
go back to reference Kindler HL, et al. Gemcitabine plus sorafenib in patients with advanced pancreatic cancer: a phase II trial of the university of Chicago phase II consortium. Invest New Drugs. 2012;30(1):382–6.PubMedCrossRef Kindler HL, et al. Gemcitabine plus sorafenib in patients with advanced pancreatic cancer: a phase II trial of the university of Chicago phase II consortium. Invest New Drugs. 2012;30(1):382–6.PubMedCrossRef
50.
go back to reference Xiao L, et al. TSC22D2 identified as a candidate susceptibility gene of multi-cancer pedigree using genome-wide linkage analysis and whole-exome sequencing. Carcinogenesis. 2019;40(7):819–27.PubMedCrossRef Xiao L, et al. TSC22D2 identified as a candidate susceptibility gene of multi-cancer pedigree using genome-wide linkage analysis and whole-exome sequencing. Carcinogenesis. 2019;40(7):819–27.PubMedCrossRef
51.
go back to reference Liang F, et al. TSC22D2 interacts with PKM2 and inhibits cell growth in colorectal cancer. Int J Oncol. 2016;49(3):1046–56.PubMedCrossRef Liang F, et al. TSC22D2 interacts with PKM2 and inhibits cell growth in colorectal cancer. Int J Oncol. 2016;49(3):1046–56.PubMedCrossRef
52.
go back to reference Mathieu AL, et al. PRKDC mutations associated with immunodeficiency, granuloma, and autoimmune regulator-dependent autoimmunity. J Allergy Clin Immunol. 2015;135(6):1578-1588.e5.PubMedPubMedCentralCrossRef Mathieu AL, et al. PRKDC mutations associated with immunodeficiency, granuloma, and autoimmune regulator-dependent autoimmunity. J Allergy Clin Immunol. 2015;135(6):1578-1588.e5.PubMedPubMedCentralCrossRef
54.
go back to reference Moore JC, et al. Single-cell imaging of normal and malignant cell engraftment into optically clear prkdc-null SCID zebrafish. J Exp Med. 2016;213(12):2575–89.PubMedPubMedCentralCrossRef Moore JC, et al. Single-cell imaging of normal and malignant cell engraftment into optically clear prkdc-null SCID zebrafish. J Exp Med. 2016;213(12):2575–89.PubMedPubMedCentralCrossRef
55.
go back to reference Hwang S, et al. Identification of FOXM1-induced epigenetic markers for head and neck squamous cell carcinomas. Cancer. 2013;119(24):4249–58.PubMedCrossRef Hwang S, et al. Identification of FOXM1-induced epigenetic markers for head and neck squamous cell carcinomas. Cancer. 2013;119(24):4249–58.PubMedCrossRef
56.
go back to reference Tao T, et al. Cancer stem cell-specific expression profiles reveal emerging bladder cancer biomarkers and identify circRNA_103809 as an important regulator in bladder cancer. Aging (Albany NY). 2020;12(4):3354–70.PubMedCrossRef Tao T, et al. Cancer stem cell-specific expression profiles reveal emerging bladder cancer biomarkers and identify circRNA_103809 as an important regulator in bladder cancer. Aging (Albany NY). 2020;12(4):3354–70.PubMedCrossRef
Metadata
Title
A novel cuproptosis-related gene model predicts outcomes and treatment responses in pancreatic adenocarcinoma
Authors
Qixian Liu
Ruiyu Li
Huanwen Wu
Zhiyong Liang
Publication date
01-12-2023
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2023
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-023-10678-9

Other articles of this Issue 1/2023

BMC Cancer 1/2023 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine