Zhang Riyuan, Xu Zixia, Zhuang Yurui, Shi Yuzhe, Guo Ziyi, Chen Chong
1Department of Hepatobiliary and Pancreatic Surgery, People's Hospital of Pingyang County, Wenzhou, China.
2The First Clinical Medical College, Wenzhou Medical University, Wenzhou, China.
Radiol Oncol. 2025 Jul 18. doi: 10.2478/raon-2025-0042.
Background. Pancreatic adenocarcinoma (PAAD) is a malignancy with a very poor prognosis. The clinical significance of cuproptosis in PAAD combining single cell data with The Cancer Genome Atlas (TCGA) data is unclear.
In this study, we first identified gene modules associated with cuproptosis by performing single-cell analysis and weighted co-expression network analysis (WCGNA). According to TCGA data, Cox regression and LASSO regression analysis were used to establish prognostic models, and PAAD patients were divided into high-risk and low-risk groups according to cuproptosis-related risk score. Then 7 algorithms were used to evaluate cancer immune microenvironment, followed by the mutation analysis. The expression levels and prognostic significance of the 8 model genes were analysed using single-gene analysis, Kaplan-Meier survival plots, and quantitative PCR (qPCR) validation. Finally, the biological function of in PAAD was verified by in vitro experiments.
We identified cuproptosis-related genes (CRG) in PAAD by performing single-cell analysis and WCGNA, and constructed a cuproptosis-related prognostic model of PAAD by comprehensive bioinformatics analyses. Based on cuproptosis-related risk score, there were significant differences in survival time between two groups. We further constructed a cuproptosis-related risk score-based nomogram to accurately assess PAAD patient prognosis. Immune infiltration analysis revealed that PAAD samples with higher cuproptosis-related scores exhibited significantly lower immune infiltration levels, which may mechanistically underlie their poorer clinical outcomes. Furthermore, the high-risk group had a higher mutation rate of the same mutated gene, which means that they are more likely to benefit from immunotherapy. Finally, we identified that was significantly overexpressed in PAAD and correlated with poor patient prognosis. In vitro knockdown of effectively suppressed proliferation and invasion capabilities in pancreatic cancer cell lines.
In this study, a novel prognostic model of PAAD was constructed to evaluate the prognosis and immune microenvironment of PAAD patients, and was identified as a central gene of PAAD. In vitro studies verified the biological function of , providing a new potential target for the treatment of PAAD.
胰腺腺癌(PAAD)是一种预后极差的恶性肿瘤。将铜死亡相关单细胞数据与癌症基因组图谱(TCGA)数据相结合,其在PAAD中的临床意义尚不清楚。
在本研究中,我们首先通过单细胞分析和加权共表达网络分析(WCGNA)确定与铜死亡相关的基因模块。根据TCGA数据,采用Cox回归和LASSO回归分析建立预后模型,并根据铜死亡相关风险评分将PAAD患者分为高风险组和低风险组。然后使用7种算法评估癌症免疫微环境,随后进行突变分析。使用单基因分析、Kaplan-Meier生存曲线和定量PCR(qPCR)验证分析8个模型基因的表达水平和预后意义。最后,通过体外实验验证了其在PAAD中的生物学功能。
我们通过单细胞分析和WCGNA在PAAD中鉴定出铜死亡相关基因(CRG),并通过综合生物信息学分析构建了PAAD的铜死亡相关预后模型。基于铜死亡相关风险评分,两组患者的生存时间存在显著差异。我们进一步构建了基于铜死亡相关风险评分的列线图,以准确评估PAAD患者的预后。免疫浸润分析显示,铜死亡相关评分较高的PAAD样本免疫浸润水平显著较低,这可能是其临床结局较差的机制基础。此外,高风险组同一突变基因的突变率较高,这意味着他们更有可能从免疫治疗中获益。最后,我们发现其在PAAD中显著过表达,并与患者预后不良相关。体外敲低有效地抑制了胰腺癌细胞系的增殖和侵袭能力。
在本研究中,构建了一种新的PAAD预后模型,以评估PAAD患者的预后和免疫微环境,并将其鉴定为PAAD的核心基因。体外研究验证了其生物学功能,为PAAD的治疗提供了新的潜在靶点。