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基于数据驱动聚类分析的噪声性听力损失的听力测定表型及其相关特征

Audiometric Phenotypes of Noise-Induced Hearing Loss by Data-Driven Cluster Analysis and Their Relevant Characteristics.

作者信息

Wang Qixuan, Qian Minfei, Yang Lu, Shi Junbo, Hong Yingying, Han Kun, Li Chen, Lin James, Huang Zhiwu, Wu Hao

机构信息

Department of Otolaryngology-Head and Neck Surgery, Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.

Ear Institute, Shanghai Jiao Tong University School of Medicine, Shanghai, China.

出版信息

Front Med (Lausanne). 2021 Mar 25;8:662045. doi: 10.3389/fmed.2021.662045. eCollection 2021.

Abstract

The definition of notched audiogram for noise-induced hearing loss (NIHL) is presently based on clinical experience, but audiometric phenotypes of NIHL are highly heterogeneous. The data-driven clustering of subtypes could provide refined characteristics of NIHL, and help identify individuals with typical NIHL at diagnosis. This cross-sectional study initially recruited 12,218 occupational noise-exposed employees aged 18-60 years from two factories of a shipyard in Eastern China. Of these, 10,307 subjects with no history of otological injurie or disease, family history of hearing loss, or history of ototoxic drug use were eventually enrolled. All these subjects completed health behavior questionnaires, cumulative noise exposure (CNE) measurement, and pure-tone audiometry. We did data-driven cluster analysis (k-means clustering) in subjects with hearing loss audiograms ( = 6,599) consist of two independent datasets ( = 4,461 and = 2,138). Multinomial logistic regression was performed to analyze the relevant characteristics of subjects with different audiometric phenotypes compared to those subjects with normal hearing audiograms ( = 3,708). A total of 10,307 subjects (9,165 males [88.9%], mean age 34.5 [8.8] years, mean CNE 91.2 [22.7] dB[A]) were included, 3,708 (36.0%) of them had completely normal hearing, the other 6,599 (64.0%) with hearing loss audiograms were clustered into four audiometric phenotypes, which were replicable in two distinct datasets. We named the four clusters as the 4-6 kHz sharp-notched, 4-6 kHz flat-notched, 3-8 kHz notched, and 1-8 kHz notched audiogram. Among them, except for the 4-6 kHz flat-notched audiogram which was not significantly related to NIHL, the other three phenotypes with different relevant characteristics were strongly associated with noise exposure. In particular, the 4-6 kHz sharp-notched audiogram might be a typical subtype of NIHL. By data-driven cluster analysis of the large-scale noise-exposed population, we identified three audiometric phenotypes associated with distinct NIHL subtypes. Data-driven sub-stratification of audiograms might eventually contribute to the precise diagnosis and treatment of NIHL.

摘要

目前,噪声性听力损失(NIHL)的切迹听力图定义基于临床经验,但NIHL的听力测定表型高度异质。数据驱动的亚型聚类可以提供NIHL的精细特征,并有助于在诊断时识别典型NIHL个体。这项横断面研究最初从中国东部一家造船厂的两家工厂招募了12218名年龄在18至60岁之间的职业性噪声暴露员工。其中,最终纳入了10307名无耳科损伤或疾病史、听力损失家族史或耳毒性药物使用史的受试者。所有这些受试者都完成了健康行为问卷、累积噪声暴露(CNE)测量和纯音听力测定。我们对听力损失听力图的受试者(n = 6599)进行了数据驱动的聚类分析(k均值聚类),这些受试者由两个独立数据集(n = 4461和n = 2138)组成。进行多项逻辑回归分析,以比较与正常听力听力图的受试者(n = 3708)相比,具有不同听力测定表型的受试者的相关特征。总共纳入了10307名受试者(9165名男性[88.9%],平均年龄34.5[8.8]岁,平均CNE 91.2[22.7]dB[A]),其中3708名(36.0%)听力完全正常,其他6599名(64.0%)有听力损失听力图的受试者被聚类为四种听力测定表型,这些表型在两个不同数据集中均可重复。我们将这四个聚类命名为4-6kHz尖锐切迹、4-6kHz平坦切迹、3-8kHz切迹和1-8kHz切迹听力图。其中,除4-6kHz平坦切迹听力图与NIHL无显著相关性外,其他三种具有不同相关特征的表型与噪声暴露密切相关。特别是,4-6kHz尖锐切迹听力图可能是NIHL的一种典型亚型。通过对大规模噪声暴露人群进行数据驱动的聚类分析,我们确定了与不同NIHL亚型相关的三种听力测定表型。听力图的数据驱动分层最终可能有助于NIHL的精确诊断和治疗。

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