کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
2602415 1562715 2015 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Development of an in vitro test to identify respiratory sensitizers in bronchial epithelial cells using gene expression profiling
موضوعات مرتبط
علوم زیستی و بیوفناوری علوم محیط زیست بهداشت، سم شناسی و جهش زایی
پیش نمایش صفحه اول مقاله
Development of an in vitro test to identify respiratory sensitizers in bronchial epithelial cells using gene expression profiling
چکیده انگلیسی


• Pulmonary epithelial cells were exposed to respiratory sensitizers.
• Gene expression profiles were used to discriminate sensitizers from non-sensitizers.
• An accuracy of 95% could be obtained by combining three statistical algorithms.
• Three genes were associated with asthma in other studies.

Chemicals that induce asthma at the workplace are substances of concern. At present, there are no widely accepted methods to identify respiratory sensitizers, and classification of these substances is based on human occupational data. Several studies have contributed to understanding the mechanisms involved in respiratory sensitization, although uncertainties remain. One point of interest for respiratory sensitization is the reaction of the epithelial lung barrier to respiratory sensitizers. To elucidate potential molecular effects of exposure of the epithelial lung barrier, a gene expression profile was created based on a DNA microarray experiment using the bronchial epithelial cell line 16HBE14o−. The cells were exposed to 12 respiratory sensitizers and 10 non-sensitizers. For statistical analysis, we used a class prediction approach that combined three machine learning algorithms, leave-one-compound-out cross validation, and majority voting per tested compound. This approach allowed for a prediction accuracy of 95%. Identified predictive genes were mainly associated with the cytoskeleton and barrier function of the epithelial cell. Several of these genes were reported to be associated with asthma as well. Taken together, this indicates that pulmonary barrier function is an important target for respiratory sensitizers and associated genes can be used to predict the respiratory sensitization potential of chemicals.

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ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Toxicology in Vitro - Volume 30, Issue 1, Part B, 25 December 2015, Pages 274–280
نویسندگان
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