Whole-exome sequencing for screening noise-induced hearing loss susceptibility genes.

IF 1.2 4区 医学 Q3 OTORHINOLARYNGOLOGY Acta Oto-Laryngologica Pub Date : 2023-05-01 DOI:10.1080/00016489.2023.2201287
Boya Fan, Gang Wang, Gang Liu, Xiaoli Zhang, Wei Wu
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引用次数: 0

Abstract

Background: High-throughput sequencing of genes indicating susceptibility to noise-induced hearing loss has not previously been reported.

Aims/objectives: To identify and analyze genes associated with susceptibility to noise-induced hearing loss (NIHL) and characterize differences in susceptibility to hearing loss by genotype.

Material and methods: Pure tone audiometry tests were performed on 113 workers exposed to high-intensity noise. Whole-exome sequencing (WES) was conducted and NIHL susceptibility genes screened for training unsupervised and supervised machine learning models. Immunofluorescence staining of mouse cochlea was used to observe patterns of NIHL susceptibility gene expression.

Results: Participants were divided into a NIHL and a control group, according to the results of audiometry tests. Seventy-three possible NIHL susceptibility genes were input into the machine learning model. Two subgroups of NIHL could be distinguished by unsupervised machine learning and the classification was evaluated by the supervised machine learning algorithm. The VWF gene had the highest mutation frequency in the NIHL group and was expressed mainly in the spiral ligament.

Conclusions and significance: NIHL susceptibility genes were screened and NIHL subgroups could be distinguished. VWF may be a novel NIHL susceptibility gene.

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全外显子组测序筛选噪声性听力损失易感基因。
背景:高通量基因测序表明噪音引起的听力损失易感性以前没有报道。目的:鉴定和分析噪声性听力损失(NIHL)易感性的相关基因,并通过基因型来表征听力损失易感性的差异。材料和方法:对接触高强度噪声的113名工人进行纯音听力测试。进行了全外显子组测序(WES),并筛选了NIHL易感基因,用于训练无监督和有监督机器学习模型。采用小鼠耳蜗免疫荧光染色法观察NIHL易感基因的表达规律。结果:根据听力测试结果将参与者分为NIHL组和对照组。将73个可能的NIHL易感基因输入到机器学习模型中。通过无监督机器学习对NIHL的两个亚组进行区分,并利用监督机器学习算法对分类结果进行评价。VWF基因在NIHL组中突变频率最高,主要表达于螺旋韧带。结论及意义:筛选NIHL易感基因,区分NIHL亚群。VWF可能是一种新的NIHL易感基因。
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来源期刊
Acta Oto-Laryngologica
Acta Oto-Laryngologica 医学-耳鼻喉科学
CiteScore
2.50
自引率
0.00%
发文量
99
审稿时长
3-6 weeks
期刊介绍: Acta Oto-Laryngologica is a truly international journal for translational otolaryngology and head- and neck surgery. The journal presents cutting-edge papers on clinical practice, clinical research and basic sciences. Acta also bridges the gap between clinical and basic research.
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