Ruimin Ma , Di Sun , Yuanying Wang , Xiaoxi Huang , Qiao Ye
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A total of 12 differentially expressed CRGs associated with silicosis were identified. Further analysis resulted in the identification of 6 CRGs, namely LOX, SPARC, MOXD1, ALB, MT-CO2, and AOC2. Elevated immune cell infiltration of CD8 T cells, regulatory T cells, M0 macrophages, and neutrophils in silicosis patients compared to healthy controls was indicated. Validation in a silica-induced pulmonary fibrosis mouse model supported SPARC and MT-CO2 as potential signature genes for the prediction of silicosis. These findings highlight a strong association between silicosis and cuproptosis. Among CRGs, LOX, SPARC, MOXD1, ALB, MT-CO2, and AOC2 emerged as pivotal players in the context of silicosis by modulating CD8 T cells, regulatory T cells, M0 macrophages, and neutrophils.</p></div>","PeriodicalId":23159,"journal":{"name":"Toxicology","volume":"504 ","pages":"Article 153762"},"PeriodicalIF":4.8000,"publicationDate":"2024-02-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Cuproptosis-associated hub gene identification and immune cell infiltration patterns in silicosis\",\"authors\":\"Ruimin Ma , Di Sun , Yuanying Wang , Xiaoxi Huang , Qiao Ye\",\"doi\":\"10.1016/j.tox.2024.153762\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>Recent research has hinted at a potential connection between silicosis, a fibrotic lung disease caused by exposure to crystalline silica particles, and cuproptosis. 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引用次数: 0
摘要
最近的研究暗示,矽肺(一种因暴露于结晶二氧化硅颗粒而引起的纤维化肺病)与杯突症之间存在潜在联系。这项研究的目的是探索杯突相关基因(CRGs)如何影响矽肺病的发展并阐明其潜在机制。研究人员对与矽肺病和杯突病相关的基因进行了分析。通过应用两种机器学习技术实现了关键基因的识别。此外,还探讨了这些关键基因与免疫细胞群之间的相关性,并找出了关键通路。为了证实我们的发现,我们在一个公开的矽诱导小鼠模型和我们自己的矽肺小鼠模型中验证了关键基因的表达。共发现了 12 个与矽肺病相关的差异表达 CRG。进一步分析发现了 6 个 CRG,即 LOX、SPARC、MOXD1、ALB、MT-CO2 和 AOC2。与健康对照组相比,矽肺病患者体内 CD8 T 细胞、调节性 T 细胞、M0 巨噬细胞和中性粒细胞的免疫细胞浸润率升高。在矽诱导的肺纤维化小鼠模型中进行的验证支持将 SPARC 和 MT-CO2 作为预测矽肺病的潜在特征基因。这些发现突显了矽肺病与杯突症之间的密切联系。在 CRGs 中,LOX、SPARC、MOXD1、ALB、MT-CO2 和 AOC2 通过调节 CD8 T 细胞、调节性 T 细胞、M0 巨噬细胞和中性粒细胞,在矽肺病中发挥着关键作用。
Cuproptosis-associated hub gene identification and immune cell infiltration patterns in silicosis
Recent research has hinted at a potential connection between silicosis, a fibrotic lung disease caused by exposure to crystalline silica particles, and cuproptosis. The aim of the study was to explore how cuproptosis-related genes (CRGs) may influence the development of silicosis and elucidate the underlying mechanisms. An analysis of genes associated with both silicosis and cuproptosis was conducted. Key gene identification was achieved through the application of two machine learning techniques. Additionally, the correlation between these key genes and immune cell populations was explored and the critical pathways were discerned. To corroborate our findings, the expression of key genes was verified in both a publicly available silica-induced mouse model and our own silicosis mouse model. A total of 12 differentially expressed CRGs associated with silicosis were identified. Further analysis resulted in the identification of 6 CRGs, namely LOX, SPARC, MOXD1, ALB, MT-CO2, and AOC2. Elevated immune cell infiltration of CD8 T cells, regulatory T cells, M0 macrophages, and neutrophils in silicosis patients compared to healthy controls was indicated. Validation in a silica-induced pulmonary fibrosis mouse model supported SPARC and MT-CO2 as potential signature genes for the prediction of silicosis. These findings highlight a strong association between silicosis and cuproptosis. Among CRGs, LOX, SPARC, MOXD1, ALB, MT-CO2, and AOC2 emerged as pivotal players in the context of silicosis by modulating CD8 T cells, regulatory T cells, M0 macrophages, and neutrophils.
期刊介绍:
Toxicology is an international, peer-reviewed journal that publishes only the highest quality original scientific research and critical reviews describing hypothesis-based investigations into mechanisms of toxicity associated with exposures to xenobiotic chemicals, particularly as it relates to human health. In this respect "mechanisms" is defined on both the macro (e.g. physiological, biological, kinetic, species, sex, etc.) and molecular (genomic, transcriptomic, metabolic, etc.) scale. Emphasis is placed on findings that identify novel hazards and that can be extrapolated to exposures and mechanisms that are relevant to estimating human risk. Toxicology also publishes brief communications, personal commentaries and opinion articles, as well as concise expert reviews on contemporary topics. All research and review articles published in Toxicology are subject to rigorous peer review. Authors are asked to contact the Editor-in-Chief prior to submitting review articles or commentaries for consideration for publication in Toxicology.