Accessible Halitosis Diagnosis: Validating the Accuracy of Novel AI-based Compact VSC Measuring Instrument.

IF 3.7 4区 医学 Q1 BIOCHEMICAL RESEARCH METHODS Journal of breath research Pub Date : 2025-01-09 DOI:10.1088/1752-7163/ada84e
Suguru Enomoto, Takashi Zaitsu, Risa Aritomi, Hiroshi Akiyama, Jun Aida
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Abstract

Halitosis presents a significant global health concern, necessitating the development of precise and efficient testing methodologies owing to the high prevalence and the associated social and psychological effects. The measurement of volatile sulfur compounds (VSCs), recognized as primary contributors to halitosis, is particularly significant. While gas chromatography (GC-MS) offers accurate measurements, its bulky and expensive nature limits widespread accessibility. Hence, this study endeavors to devise a compact yet highly accurate AI-based halitosis measurement apparatus, termed "Kunkun dental" and validate its efficacy. Specifically, we intend to compare the VSC concentrations obtained from halitosis patients' breath samples using Kunkun dental against those from conventional GC-MS to assess the criterion validity of the new testing method. The study cohort comprised 68 halitosis patients aged 20 years or older, attending the breath freshening outpatient clinic at Tokyo Medical and Dental University Hospital between October 2022 and March 2023, who consented to participate and underwent routine measurements. Participants completed an age and sex questionnaire, while VSC concentrations were determined using both GC-MS and Kunkun dental (H2S, CH3SH, (CH3)2S), enabling a comparative analysis of the results. Pearson product-moment correlation coefficients between GC-MS and Kunkun dental indicated significant correlations for all three gases: 0.719 for H2S, 0.821 for CH3 SH, and 0.637 for (CH3)2S. Moreover, sensitivity and specificity in accordance with the predefined thresholds were confirmed, and their values ranged from 0.59 to 0.86 and 0.53 to 0.77, respectively. Furthermore, grouping Kunkun dental measurements into low-, medium-, and high-concentration groups revealed significantly higher GC-MS VSC concentrations in samples with elevated Kunkun dental readings. The amalgamation of AI technology and a semiconductor gas sensor holds great promise in creating a compact and precise halitosis analyzer. This study underscores the feasibility and effectiveness of Kunkun dental as a reliable tool for halitosis assessment, affirming its utility in clinical practice.

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无障碍口臭诊断:验证新型基于人工智能的紧凑型VSC测量仪的准确性。
口臭是一个重大的全球健康问题,由于口臭的高流行率和相关的社会和心理影响,有必要发展精确和有效的检测方法。挥发性硫化合物(VSCs)被认为是口臭的主要原因,其测量尤为重要。虽然气相色谱(GC-MS)提供了准确的测量,但其笨重和昂贵的性质限制了广泛的可及性。因此,本研究试图设计一种紧凑而高精度的人工智能口臭测量仪,并验证其有效性。具体而言,我们打算比较使用昆昆牙科和传统气相色谱-质谱法从口臭患者呼吸样本中获得的VSC浓度,以评估新测试方法的标准有效性。该研究队列包括68名20岁或以上的口臭患者,他们在2022年10月至2023年3月期间在东京医科和牙科大学医院的口气清新门诊就诊,他们同意参与并接受了常规测量。参与者完成了年龄和性别问卷,同时使用GC-MS和Kunkun dental (H2S, CH3SH, (CH3)2S)测定VSC浓度,以便对结果进行比较分析。GC-MS与昆昆牙科的Pearson积矩相关系数表明,三种气体的相关性均显著:H2S为0.719,CH3 SH为0.821,(CH3)2S为0.637。根据预先设定的阈值确定敏感性和特异性,其值分别为0.59 ~ 0.86和0.53 ~ 0.77。此外,将昆昆牙测量值分为低、中、高浓度组,结果显示,昆昆牙测量值升高的样品中GC-MS VSC浓度显著升高。人工智能技术和半导体气体传感器的合并在创造一个紧凑和精确的口臭分析仪具有很大的希望。本研究强调了“昆昆牙科”作为口臭评估可靠工具的可行性和有效性,肯定了其在临床实践中的实用性。
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来源期刊
Journal of breath research
Journal of breath research BIOCHEMICAL RESEARCH METHODS-RESPIRATORY SYSTEM
CiteScore
7.60
自引率
21.10%
发文量
49
审稿时长
>12 weeks
期刊介绍: Journal of Breath Research is dedicated to all aspects of scientific breath research. The traditional focus is on analysis of volatile compounds and aerosols in exhaled breath for the investigation of exogenous exposures, metabolism, toxicology, health status and the diagnosis of disease and breath odours. The journal also welcomes other breath-related topics. Typical areas of interest include: Big laboratory instrumentation: describing new state-of-the-art analytical instrumentation capable of performing high-resolution discovery and targeted breath research; exploiting complex technologies drawn from other areas of biochemistry and genetics for breath research. Engineering solutions: developing new breath sampling technologies for condensate and aerosols, for chemical and optical sensors, for extraction and sample preparation methods, for automation and standardization, and for multiplex analyses to preserve the breath matrix and facilitating analytical throughput. Measure exhaled constituents (e.g. CO2, acetone, isoprene) as markers of human presence or mitigate such contaminants in enclosed environments. Human and animal in vivo studies: decoding the ''breath exposome'', implementing exposure and intervention studies, performing cross-sectional and case-control research, assaying immune and inflammatory response, and testing mammalian host response to infections and exogenous exposures to develop information directly applicable to systems biology. Studying inhalation toxicology; inhaled breath as a source of internal dose; resultant blood, breath and urinary biomarkers linked to inhalation pathway. Cellular and molecular level in vitro studies. Clinical, pharmacological and forensic applications. Mathematical, statistical and graphical data interpretation.
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