Evaluating and contextualizing volatile organic compounds in dog training breath samples from a patient with type 1 diabetes

IF 1.3 3区 农林科学 Q4 BEHAVIORAL SCIENCES
Zoe Parr-Cortes , Nicola J. Rooney , Madeleine Wheatstone , Toby Stock , Claire Pesterfield , Claire Guest , Carsten T. Müller
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Abstract

Tight control of blood glucose can reduce the risk of severe health consequences of type 1 diabetes. For individuals with impaired awareness of hypoglycemia, glycemic control can be especially challenging. Fear of hypoglycemic events can lead individuals to adjust their glucose management resulting in poor glycemic control. Glycemic alert dogs trained on breath odor have been shown to accurately alert to changes in blood glucose in individuals with type 1 diabetes, providing them with an opportunity to intervene before dangerous fluctuations occur. By analyzing the volatile organic compounds (VOCs) of breath samples used during glycemic alert dog training, the aim of this study is to see if we, too, can detect differences in odor associated with blood glucose in type 1 diabetes. Breath samples from an individual with type 1 diabetes were collected during euglycemia, hypoglycemia, and hyperglycemia and analyzed using thermal desorption gas-chromatography time-of-flight mass-spectrometry. Statistical analysis with permutational multivariate analysis of variance, canonical analysis of principal coordinates, and random forest found significant differences in VOC profiles at different blood glucose concentrations. In addition, factors such as collection material, day of sample collection, and storage length had significant effects on the VOC profiles of samples. These findings show the complexity of the samples glycemic alert dogs are presented with and can direct future sample collection, storage, and training protocols. Despite variations associated with collection methods, differences associated with blood glucose remained detectable, suggesting the odors used by glycemic alert dogs to detect hypoglycemia are preserved in training samples.

评估 1 型糖尿病患者训犬呼气样本中的挥发性有机化合物并确定其来龙去脉
严格控制血糖可以降低 1 型糖尿病对健康造成严重后果的风险。对于低血糖意识受损的人来说,血糖控制尤其具有挑战性。对低血糖事件的恐惧会导致患者调整血糖管理,从而导致血糖控制不佳。研究表明,接受过呼吸气味训练的血糖警报犬能够准确警示 1 型糖尿病患者的血糖变化,从而为他们提供机会,在危险波动发生之前进行干预。通过分析血糖预警犬训练过程中使用的呼气样本中的挥发性有机化合物(VOC),本研究旨在了解我们是否也能检测出与 1 型糖尿病患者血糖相关的气味差异。研究人员收集了一名 1 型糖尿病患者在优血糖、低血糖和高血糖时的呼气样本,并使用热脱附气相色谱飞行时间质谱法进行了分析。使用 permutational 多变量方差分析、主坐标典型分析和随机森林进行统计分析后发现,不同血糖浓度下的挥发性有机化合物特征存在显著差异。此外,采集材料、样品采集日和储存时间等因素也对样品的挥发性有机化合物特征有显著影响。这些研究结果表明了血糖预警犬所采集样本的复杂性,可以指导今后的样本采集、储存和培训方案。尽管采集方法不同,但仍能检测到与血糖相关的差异,这表明血糖警报犬用于检测低血糖的气味在训练样本中得以保留。
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来源期刊
CiteScore
3.50
自引率
16.70%
发文量
107
审稿时长
325 days
期刊介绍: Journal of Veterinary Behavior: Clinical Applications and Research is an international journal that focuses on all aspects of veterinary behavioral medicine, with a particular emphasis on clinical applications and research. Articles cover such topics as basic research involving normal signaling or social behaviors, welfare and/or housing issues, molecular or quantitative genetics, and applied behavioral issues (eg, working dogs) that may have implications for clinical interest or assessment. JVEB is the official journal of the Australian Veterinary Behaviour Interest Group, the British Veterinary Behaviour Association, Gesellschaft fr Tierverhaltensmedizin und Therapie, the International Working Dog Breeding Association, the Pet Professional Guild, the Association Veterinaire Suisse pour la Medecine Comportementale, and The American Veterinary Society of Animal Behavior.
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