Prognosis and immune landscape of bladder cancer can be predicted using a novel miRNA signature associated with cuproptosis.

IF 2.4 3区 生物学 Q2 MULTIDISCIPLINARY SCIENCES PeerJ Pub Date : 2024-11-29 eCollection Date: 2024-01-01 DOI:10.7717/peerj.18530
Zhilei Zhang, Fang Liu, Yongbo Yu, Fei Xie, Tao Zhu
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Abstract

Background: Bladder cancer is characterized by a high recurrence rate and mortality, posing a significant challenge to clinical management. Recently, cuproptosis, a novel form of regulated cell death, has been identified as a potential target for therapeutic intervention in various diseases. The contribution of cuproptosis-related microRNAs (miRNAs) in bladder cancer pathogenesis, however, remains largely unexplored. Therefore, the current study aims to construct a miRNA signature related to cuproptosis for predicting the prognosis and facilitating personalized therapeutic strategies in bladder cancer patients.

Methods: In this study, we retrieved transcriptomic data and clinical information pertaining to bladder cancer from publicly available databases, including the Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO). We identified a set of 19 cuproptosis-related genes through a comprehensive review of relevant literature. Using multivariate Cox regression and LASSO analysis, we constructed a cuproptosis-related miRNA prognostic signature. The Kaplan-Meier (K-M) and receiver operating characteristic (ROC) curves were used to validate the accuracy of prediction. Additionally, we developed a nomogram incorporating clinical characteristics and the miRNA signature to further assess its prognostic value. We evaluated the tumor microenvironment (TME) of every patient using immune ESTIMATE, CIBERSORT, and ssGSEA algorithms. We also investigated the differences in tumor mutation burden (TMB) and drug sensitivity between two groups. Finally, we validated the prognostic value of this miRNA signature using the OncomiR dataset.

Results: We developed a panel of eight cuproptosis-associated miRNAs to serve as a prognostic signature. The predictive validity of this signature was determined using Kaplan-Meier and ROC curves, and was found to be acceptable in both the TCGA training, test and total dataset. The prognostic value of this signature was confirmed by univariate and multivariate Cox regression analysis, indicating its applicability as a prognostic factor. The immune cell infiltration was significantly associated with an immunosuppressive phenotype of TME in the high-risk group of patients; meanwhile, patients in the high-risk group had a lower TMB resulted in shorter survival. Notably, higher estimate scores and IC50 value for chemotherapy drugs were observed in the high-risk group, indicating poor response to immune therapy and chemotherapy.

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膀胱癌的预后和免疫景观可以用一个新的miRNA标记预测与铜质增生相关。
背景:膀胱癌具有高复发率和高死亡率的特点,对临床治疗提出了重大挑战。最近,cuprotosis作为一种新的细胞死亡形式,被认为是多种疾病治疗干预的潜在靶点。然而,cuprosiosis相关的microRNAs (miRNAs)在膀胱癌发病机制中的作用在很大程度上仍未被探索。因此,本研究旨在构建与铜质增生相关的miRNA信号,以预测膀胱癌患者的预后,为个性化治疗策略提供依据。方法:在本研究中,我们从公开的数据库中检索膀胱癌的转录组学数据和临床信息,包括癌症基因组图谱(TCGA)和基因表达图谱(GEO)。通过对相关文献的全面回顾,我们鉴定出了一组19个铜裂相关基因。使用多变量Cox回归和LASSO分析,我们构建了铜肾相关的miRNA预后特征。采用Kaplan-Meier (K-M)曲线和受试者工作特征(ROC)曲线验证预测的准确性。此外,我们开发了一种结合临床特征和miRNA特征的nomogram,以进一步评估其预后价值。我们使用免疫ESTIMATE、CIBERSORT和ssGSEA算法评估每位患者的肿瘤微环境(TME)。我们还研究了两组患者肿瘤突变负荷(TMB)和药物敏感性的差异。最后,我们使用OncomiR数据集验证了该miRNA特征的预后价值。结果:我们开发了一组8个铜倾相关的mirna作为预后标志。使用Kaplan-Meier曲线和ROC曲线确定该特征的预测有效性,并在TCGA训练、测试和总数据集中被发现是可接受的。单因素和多因素Cox回归分析证实了该特征的预测价值,表明其作为预后因素的适用性。高危组患者免疫细胞浸润与TME免疫抑制表型显著相关;同时,高危组患者TMB较低,生存期较短。值得注意的是,高危组对化疗药物的估计评分和IC50值较高,表明免疫治疗和化疗反应较差。
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来源期刊
PeerJ
PeerJ MULTIDISCIPLINARY SCIENCES-
CiteScore
4.70
自引率
3.70%
发文量
1665
审稿时长
10 weeks
期刊介绍: PeerJ is an open access peer-reviewed scientific journal covering research in the biological and medical sciences. At PeerJ, authors take out a lifetime publication plan (for as little as $99) which allows them to publish articles in the journal for free, forever. PeerJ has 5 Nobel Prize Winners on the Board; they have won several industry and media awards; and they are widely recognized as being one of the most interesting recent developments in academic publishing.
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