Identification of a novel prognostic signature for breast cancer derived from post-translational ubiquitin and ubiquitin-like modification-related genes.

IF 1.5 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY
Nanyang Zhou, Dejia Kong, Qiao Lin, Xiaojing Yang, Dan Zhou, Lihua Lou, Xiangming Lou
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引用次数: 0

Abstract

Ubiquitin and ubiquitin-like (UUL) modifications play pleiotropic functions and are subject to fine regulatory mechanisms frequently altered in cancer. However, the comprehensive impact of UUL modification on breast cancer remains unclear. Transcriptomic and clinical data of breast cancer were downloaded from TCGA and GEO databases. Molecular subtyping of breast cancer was conducted using the NMF and CIBERSORT algorithms. Prognostic genes were identified via univariate, lasso and multivariate Cox regression analyses. Clinical pathological features, immune cell infiltration, immune therapeutic response and chemotherapy drug sensitivity were compared between groups using the Wilcoxon test. Survival analysis was performed using the Kaplan-Meier method and log-rank test. A total of 63 UUL modification-related genes were differentially expressed, with 29 up-regulated and 34 down-regulated genes. These genes were used to generate two UUL modification patterns that exhibited significant differences in prognostic features and immune cell infiltration. The UUL modification patterns were associated with 2038 differentially expressed genes that were significantly enriched in nuclear division, chromosome segregation, neuroactive ligand-receptor interaction, cell cycle, and other biological processes. Of these genes, 425 were associated with breast cancer prognosis, which enabled the classification of breast cancer into two clusters with significantly distinct prognoses. We developed a prognostic model, UULscore, which comprised nine genes and showed a significant correlation with partial immune cell infiltration. Furthermore, UULscore demonstrated potential predictive value in breast cancer overall survival prediction, immune therapeutic response, and chemotherapy drug sensitivity. UULscore, stage, radiotherapy, and chemotherapy were identified as independent prognostic factors for breast cancer. Based on these factors, a nomogram model was constructed, which demonstrated exceptional prognostic predictive performance. The present study identified two UUL modification-derived molecular subtypes in breast cancer, and have successfully constructed a risk-scoring model that holds potential value in prognosis, immune infiltration, immune therapeutic response, and chemotherapy sensitivity.

从翻译后泛素和泛素样修饰相关基因中鉴定乳腺癌的新型预后特征。
泛素和泛素样(UUL)修饰具有多种功能,并受制于癌症中经常改变的精细调控机制。然而,UUL修饰对乳腺癌的综合影响仍不清楚。研究人员从 TCGA 和 GEO 数据库下载了乳腺癌的转录组和临床数据。使用NMF和CIBERSORT算法对乳腺癌进行分子亚型分析。通过单变量、套索和多变量 Cox 回归分析确定了预后基因。采用 Wilcoxon 检验比较各组间的临床病理特征、免疫细胞浸润、免疫治疗反应和化疗药物敏感性。采用 Kaplan-Meier 法和对数秩检验进行生存分析。共有63个UUL修饰相关基因出现差异表达,其中29个基因上调,34个基因下调。这些基因被用来生成两种UUL修饰模式,它们在预后特征和免疫细胞浸润方面表现出显著差异。UUL 修饰模式与 2038 个差异表达基因相关,这些基因在核分裂、染色体分离、神经活性配体-受体相互作用、细胞周期和其他生物过程中显著富集。在这些基因中,有 425 个与乳腺癌预后相关,从而将乳腺癌分为两个预后明显不同的群组。我们建立了一个预后模型--UULscore,它由九个基因组成,与部分免疫细胞浸润有显著相关性。此外,UULscore 在预测乳腺癌总生存期、免疫治疗反应和化疗药物敏感性方面具有潜在的预测价值。UULscore、分期、放疗和化疗被确定为乳腺癌的独立预后因素。在这些因素的基础上,构建了一个提名图模型,该模型显示出卓越的预后预测性能。本研究确定了乳腺癌的两种 UUL 修饰分子亚型,并成功构建了一个风险评分模型,该模型在预后、免疫浸润、免疫治疗反应和化疗敏感性方面具有潜在价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Cellular and molecular biology
Cellular and molecular biology 生物-生化与分子生物学
CiteScore
1.60
自引率
12.50%
发文量
331
期刊介绍: Cellular and Molecular Biology publishes original articles, reviews, short communications, methods, meta-analysis notes, letters to editor and comments in the interdisciplinary science of Cellular and Molecular Biology linking and integrating molecular biology, biophysics, biochemistry, enzymology, physiology and biotechnology in a dynamic cell and tissue biology environment, applied to human, animals, plants tissues as well to microbial and viral cells. The journal Cellular and Molecular Biology is therefore open to intense interdisciplinary exchanges in medical, dental, veterinary, pharmacological, botanical and biological researches for the demonstration of these multiple links.
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