Significance of cuproptosis- related genes in the diagnosis and classification of psoriasis.

IF 3.9 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY
Qingyuan Lin, Jinchao Zhu, Jun Chen, Shouqiang Jia, Shengdong Nie
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引用次数: 0

Abstract

Cuproptosis is a novel form of cell death linked to mitochondrial metabolism and is mediated by protein lipoylation. The mechanism of cuproptosis in many diseases, such as psoriasis, remains unclear. In this study, signature diagnostic markers of cuproptosis were screened by differential analysis between psoriatic and non-psoriatic patients. The differentially expressed cuproptosis-related genes (CRGs) for patients with psoriasis were screened using the GSE178197 dataset from the gene expression omnibus database. The biological roles of CRGs were identified by GO and KEGG enrichment analyses, and the candidates of cuproptosis-related regulators were selected from a nomogram model. The consensus clustering approach was used to classify psoriasis into clusters and the principal component analysis algorithms were constructed to calculate the cuproptosis score. Finally, latent diagnostic markers and drug sensitivity were analyzed using the pRRophetic R package. The differential analysis revealed that CRGs (MTF1, ATP7B, and SLC31A1) are significantly expressed in psoriatic patients. GO and KEGG enrichment analyses showed that the biological functions of CRGs were mainly related to acetyl-CoA metabolic processes, the mitochondrial matrix, and acyltransferase activity. Compared to the machine learning method used, the random forest model has higher accuracy in the occurrence of cuproptosis. However, the decision curve of the candidate cuproptosis regulators analysis showed that patients can benefit from the nomogram model. The consensus clustering analysis showed that psoriasis can be grouped into three patterns of cuproptosis (clusterA, clusterB, and clusterC) based on selected important regulators of cuproptosis. In advance, we analyzed the immune characteristics of patients and found that clusterA was associated with T cells, clusterB with neutrophil cells, and clusterC predominantly with B cells. Drug sensitivity analysis showed that three cuproptosis regulators (ATP7B, SLC31A1, and MTF1) were associated with the drug sensitivity. This study provides insight into the specific biological functions and related mechanisms of CRGs in the development of psoriasis and indicates that cuproptosis plays a non-negligible role. These results may help guide future treatment strategies for psoriasis.

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银屑病相关基因在银屑病诊断和分型中的意义。
铜质坏死是一种与线粒体代谢有关的新型细胞死亡形式,由蛋白质脂酰化介导。许多疾病,如牛皮癣,铜变的机制尚不清楚。在这项研究中,通过银屑病和非银屑病患者之间的差异分析,筛选了铜屑病的特征诊断标志物。利用基因表达综合数据库中的GSE178197数据集筛选银屑病患者的差异表达铜病相关基因(CRGs)。通过GO和KEGG富集分析确定了CRGs的生物学作用,并从模态图模型中选择了铜生长相关的候选调节因子。采用共识聚类法对银屑病进行聚类,构建主成分分析算法计算银屑病评分。最后,使用prophytic R包分析潜在诊断标志物和药物敏感性。差异分析显示,CRGs (MTF1、ATP7B和SLC31A1)在银屑病患者中显著表达。GO和KEGG富集分析表明,CRGs的生物学功能主要与乙酰辅酶a代谢过程、线粒体基质和酰基转移酶活性有关。与使用的机器学习方法相比,随机森林模型在铜雕发生方面具有更高的准确性。然而,候选铜凸调节因子的决策曲线分析表明,患者可以从nomogram模型中获益。共识聚类分析显示,根据选定的重要铜凸调节因子,银屑病可分为三种铜凸模式(a、b和c)。我们事先分析了患者的免疫特性,发现clusterA与T细胞相关,clusterB与中性粒细胞相关,clusterC主要与B细胞相关。药物敏感性分析显示,ATP7B、SLC31A1、MTF1三种铜protosis调节因子与药物敏感性相关。本研究揭示了CRGs在银屑病发生发展中的特定生物学功能和相关机制,提示铜变在银屑病中起着不可忽视的作用。这些结果可能有助于指导未来银屑病的治疗策略。
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来源期刊
Frontiers in Molecular Biosciences
Frontiers in Molecular Biosciences Biochemistry, Genetics and Molecular Biology-Biochemistry
CiteScore
7.20
自引率
4.00%
发文量
1361
审稿时长
14 weeks
期刊介绍: Much of contemporary investigation in the life sciences is devoted to the molecular-scale understanding of the relationships between genes and the environment — in particular, dynamic alterations in the levels, modifications, and interactions of cellular effectors, including proteins. Frontiers in Molecular Biosciences offers an international publication platform for basic as well as applied research; we encourage contributions spanning both established and emerging areas of biology. To this end, the journal draws from empirical disciplines such as structural biology, enzymology, biochemistry, and biophysics, capitalizing as well on the technological advancements that have enabled metabolomics and proteomics measurements in massively parallel throughput, and the development of robust and innovative computational biology strategies. We also recognize influences from medicine and technology, welcoming studies in molecular genetics, molecular diagnostics and therapeutics, and nanotechnology. Our ultimate objective is the comprehensive illustration of the molecular mechanisms regulating proteins, nucleic acids, carbohydrates, lipids, and small metabolites in organisms across all branches of life. In addition to interesting new findings, techniques, and applications, Frontiers in Molecular Biosciences will consider new testable hypotheses to inspire different perspectives and stimulate scientific dialogue. The integration of in silico, in vitro, and in vivo approaches will benefit endeavors across all domains of the life sciences.
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