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角朊细胞基因表达谱可区分致敏化合物和刺激性化合物。

Keratinocyte gene expression profiles discriminate sensitizing and irritating compounds.

机构信息

Laboratory for Health Protection Research, National Institute for Public Health and the Environment, Bilthoven, The Netherlands.

出版信息

Toxicol Sci. 2010 Sep;117(1):81-9. doi: 10.1093/toxsci/kfq182. Epub 2010 Jun 20.

Abstract

Many chemicals can induce allergic contact dermatitis. Because evaluation of skin sensitizing potential by animal testing is prohibited for cosmetics, and screening of many chemicals is required within Registration, Evaluation, Authorisation and Restriction of Chemicals, urgent need exists for predictive in vitro assays to identify contact allergens. Keratinocytes (KC) are the first cells encountered when chemicals land on the skin. Therefore, KC form an important site of haptenization and their metabolism is likely to be important. Moreover, KC secrete mediators that affect processing and presentation of haptenized proteins by dendritic cells. To develop a KC-based in vitro assay to predict sensitizing potential of chemicals, in vitro exposure effects of eight contact sensitizers and six irritants on the KC cell line HaCaT were examined by gene profiling. Classifiers predictive of the class sensitizers or irritants were calculated, based on support vector machine (SVM) and random forest (RF) algorithms. Classifiers using high-ranking genes were 70% (SVM) and 62% (RF) accurate, based on three (SVM) and two to five (RF) features. Classifiers using oxidative stress pathway gene sets were 68-73% (SVM) and 69-71% (RF) accurate. Cross-validation showed that the top-3 of most discriminating genes added up to 13 genes and included oxidative stress gene HMOX1 irrespective of the chemical left out. Moreover, HMOX1 was the most significantly regulated gene. Gene Set Enrichment Analysis showed upregulation of "Keap1 dependent" and "oxidative stress" gene lists. In conclusion, KC expression profiling can identify contact sensitizers, providing opportunities for nonanimal testing for sensitizing potential. Moreover, our data suggest that contact sensitizers induce the oxidative stress pathway in KC.

摘要

许多化学物质可诱导过敏接触性皮炎。由于动物试验评估化妆品的皮肤致敏潜能是被禁止的,而在注册、评估、授权和限制化学物质中需要对许多化学物质进行筛选,因此迫切需要预测性的体外检测方法来识别接触过敏原。角质形成细胞(KC)是化学物质接触皮肤时首先遇到的细胞。因此,KC 形成了一个重要的半抗原化部位,其代谢可能很重要。此外,KC 分泌的介质会影响树突状细胞对半抗原化蛋白的处理和呈递。为了开发基于 KC 的体外检测方法来预测化学物质的致敏潜能,通过基因谱研究了八种接触致敏剂和六种刺激性物质对 HaCaT 角质形成细胞系的体外暴露效应。基于支持向量机(SVM)和随机森林(RF)算法,计算了预测致敏剂或刺激性物质的分类器。基于三种(SVM)和两种到五种(RF)特征,使用高排名基因的分类器的准确率分别为 70%(SVM)和 62%(RF)。使用氧化应激途径基因集的分类器的准确率分别为 68-73%(SVM)和 69-71%(RF)。交叉验证表明,前 3 个最具区分力的基因加起来有 13 个基因,包括无论化学物质如何,氧化应激基因 HMOX1。此外,HMOX1 是最显著调节的基因。基因集富集分析显示“Keap1 依赖性”和“氧化应激”基因列表的上调。总之,KC 表达谱分析可以识别接触致敏剂,为致敏潜能的非动物检测提供了机会。此外,我们的数据表明,接触致敏剂诱导 KC 中的氧化应激途径。

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