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Article

Expression Profiles of Cuproptosis-Related Genes Determine Distinct Subtypes of Pancreatic Ductal Adenocarcinoma

1
Department of Pancreatic Surgery, Fudan University Shanghai Cancer Center, Shanghai 200032, China
2
Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China
3
Shanghai Pancreatic Cancer Institute, Shanghai 200032, China
4
Pancreatic Cancer Institute, Fudan University, Shanghai 200032, China
*
Authors to whom correspondence should be addressed.
These authors contributed equally to this work.
Curr. Oncol. 2023, 30(2), 1648-1662; https://doi.org/10.3390/curroncol30020126
Submission received: 5 December 2022 / Revised: 18 January 2023 / Accepted: 24 January 2023 / Published: 29 January 2023

Abstract

Background: Pancreatic ductal adenocarcinoma (PDAC) is the most prevalent subtype of pancreatic cancer and one of the most malignant tumors worldwide. Due to the heterogeneity of its genomics and proteomics, the prognosis of PDAC remains disappointing despite advances in surgery and medicines. Recently, a novel form of programmed cell death, cuproptosis, was proposed, although its role in PDAC has not been investigated. This study aimed to quantify the expression of cuproptosis-related genes and characterize the novel subtypes of PDAC. Methods: To evaluate the pattern of cuproptosis in PDAC, the gene expression data and clinical information of 372 samples were collected from the Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. A consensus cluster analysis was performed using the transcriptional levels, genetic alterations, and individual prognostic values of seven pre-selected cuproptosis-related genes (DLAT, LIPT1, FDX1, DLD, PDHB, PDHA1, and LIAS) to identify the novel subtypes associated with cuproptosis in PDAC. A univariate Cox regression analysis was used to determine the significant prognostic indicators and cuproptosis scores among the differentially expressed genes (DEGs) between the dividing subclusters, followed by a principal component analysis. The prognostic values, immune profiles, treatment sensitivities, and cuproptosis scores were evaluated between the different subgroups. Results: Seven cuproptosis-related genes showed aberrant expression levels and genetic alterations in the PDAC tumor microenvironment. Among them, LIPT1, LIAS, DLAT, PDHA1, and DLD were significantly correlated with overall survival. Based on the expression profiles of the seven cuproptosis-related genes, three cuproptosis clusters (Clusters A, B, and C) were identified, which were represented by different clinicopathologic features, gene expression levels, and biological processes. A total of 686 DEGs were identified among the three cuproptosis clusters, of which 35 prognosis-related DEGs were selected to further classify the PDAC samples into two subgroups with different survival rates, clinicopathologic features, immune infiltration levels, and drug sensitivities. Higher cuproptosis scores were associated with a significantly poorer prognosis. Conclusion: The cuproptosis subtypes, scores, and relevant genes represent valuable information for assessing the heterogeneity, treatment, and prognosis of PDAC.
Keywords: pancreatic ductal adenocarcinoma; cuproptosis; prognostic evaluation; cell death; overall survival pancreatic ductal adenocarcinoma; cuproptosis; prognostic evaluation; cell death; overall survival

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MDPI and ACS Style

Chen, Y.; Zou, X.; Ma, M.; Liu, Y.; Wang, R.; Dai, Z.; Tashiheng, Y.; Yan, Y.; Yu, X.; Wang, X.; et al. Expression Profiles of Cuproptosis-Related Genes Determine Distinct Subtypes of Pancreatic Ductal Adenocarcinoma. Curr. Oncol. 2023, 30, 1648-1662. https://doi.org/10.3390/curroncol30020126

AMA Style

Chen Y, Zou X, Ma M, Liu Y, Wang R, Dai Z, Tashiheng Y, Yan Y, Yu X, Wang X, et al. Expression Profiles of Cuproptosis-Related Genes Determine Distinct Subtypes of Pancreatic Ductal Adenocarcinoma. Current Oncology. 2023; 30(2):1648-1662. https://doi.org/10.3390/curroncol30020126

Chicago/Turabian Style

Chen, Yusheng, Xuan Zou, Mingjian Ma, Yu Liu, Ruijie Wang, Zhengjie Dai, Yesiboli Tashiheng, Yu Yan, Xianjun Yu, Xu Wang, and et al. 2023. "Expression Profiles of Cuproptosis-Related Genes Determine Distinct Subtypes of Pancreatic Ductal Adenocarcinoma" Current Oncology 30, no. 2: 1648-1662. https://doi.org/10.3390/curroncol30020126

APA Style

Chen, Y., Zou, X., Ma, M., Liu, Y., Wang, R., Dai, Z., Tashiheng, Y., Yan, Y., Yu, X., Wang, X., Liu, C., Lin, X., & Cheng, H. (2023). Expression Profiles of Cuproptosis-Related Genes Determine Distinct Subtypes of Pancreatic Ductal Adenocarcinoma. Current Oncology, 30(2), 1648-1662. https://doi.org/10.3390/curroncol30020126

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