Department of Medicine, Division of Rheumatology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.
Horae Gene Therapy Center, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.
Sensors (Basel). 2023 Sep 15;23(18):7904. doi: 10.3390/s23187904.
Chronic exposure to low concentrations of volatile organic compounds (VOCs), such as chlorobenzene, is not being monitored in industrializing countries, although VOC exposure is associated with carcinogenic, organ-toxic, and endocrine-disrupting effects. Current VOC-sensing technologies are inaccessible due to high cost, size, and maintenance or are ineffective due to poor sensitivity or reliability. In particular, marginalized individuals face barriers to traditional prescription VOC treatments due to cost, lack of transportation, and limited access to physicians; thus, alternative treatments are needed. Here, we created a novel cumulative wearable color-changing VOC sensor with a paper-based polydiacetylene sensor array for chlorobenzene. With a single smartphone picture, the sensor displays 14 days of logged chlorobenzene exposure data, interpreted by machine-learning (ML) techniques, including principal component analysis. Further, we explored the efficacy of affordable and accessible treatment options to mitigate a VOC's toxic effects. Vitamin D and sulforaphane are naturally found in cruciferous vegetables, like broccoli, and can be used to treat chlorobenzene-mediated bone degradation. Our platform combines these components into a smartphone app that photographs the sensor's colorimetric data, analyzes the data via ML techniques, and offers accessible treatments based on exposure data.
在工业化国家,慢性暴露于低浓度挥发性有机化合物(VOC),如氯苯,并没有得到监测,尽管 VOC 暴露与致癌、器官毒性和内分泌干扰作用有关。由于成本高、体积大、维护困难,或者由于灵敏度或可靠性差,目前的 VOC 传感技术无法使用。特别是,边缘化个体由于成本、缺乏交通工具以及有限的获得医生的机会,面临传统处方 VOC 治疗的障碍;因此,需要替代治疗方法。在这里,我们创建了一种新型的累积式可穿戴变色 VOC 传感器,用于检测氯苯的基于纸的聚二乙炔传感器阵列。通过智能手机拍摄的一张照片,传感器可以显示 14 天记录的氯苯暴露数据,并通过机器学习(ML)技术进行解释,包括主成分分析。此外,我们还探索了负担得起和可获得的治疗选择,以减轻 VOC 的毒性作用。维生素 D 和萝卜硫素存在于十字花科蔬菜中,如西兰花,可用于治疗氯苯介导的骨降解。我们的平台将这些成分组合到一个智能手机应用程序中,该应用程序可以拍摄传感器的比色数据,通过 ML 技术分析数据,并根据暴露数据提供可获得的治疗方法。