Performance of empirical and model-based classifiers for detecting sucrase-isomaltase inhibition using the13C-sucrose breath test.

IF 3.7 4区 医学 Q1 BIOCHEMICAL RESEARCH METHODS
Hannah Van Wyk, Gwenyth O Lee, Robert J Schillinger, Christine A Edwards, Douglas J Morrison, Andrew F Brouwer
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Abstract

The13C-sucrose breath test (13C-SBT) has been proposed to estimate sucrase-isomaltase (SIM) activity and is a promising test for SIM deficiency, which can cause gastrointestinal symptoms, and for intestinal mucosal damage caused by gut dysfunction or chemotherapy. We previously showed how various summary measures of the13C-SBT breath curve reflect SIM inhibition. However, it is uncertain how the performance of these classifiers is affected by test duration. We leveraged13C-SBT data from a cross-over study in 16 adults who received 0, 100, and 750 mg of Reducose, an SIM inhibitor. We evaluated the performance of a pharmacokinetic-model-based classifier,ρ, and three empirical classifiers (cumulative percent dose recovered at 90 min (cPDR90), time to 50% dose recovered, and time to peak dose recovery rate), as a function of test duration using receiver operating characteristic (ROC) curves. We also assessed the sensitivity, specificity, and accuracy of consensus classifiers. Test durations of less than 2 h generally failed to accurately predict later breath curve dynamics. The cPDR90 classifier had the highest ROC area-under-the-curve and, by design, was robust to shorter test durations. For detecting mild SIM inhibition,ρhad a higher sensitivity. We recommend13C-SBT tests run for at least a 2 h duration. Although cPDR90 was the classifier with highest accuracy and robustness to test duration in this application, concerns remain about its sensitivity to misspecification of the CO2production rate. More research is needed to assess these classifiers in target populations.

利用 13C 蔗糖呼气试验检测蔗糖酶-异麦芽糖酶抑制的经验分类器和基于模型的分类器的性能。
背景:13C-蔗糖呼气试验(13C-SBT)已被提出来估测蔗糖酶-异麦芽糖酶(SIM)的活性,它是检测SIM缺乏症(SIM缺乏症可引起胃肠道症状)以及肠道功能障碍或化疗引起的肠粘膜损伤的一种很有前途的方法。我们以前曾展示过 13C-SBT 呼气曲线的各种汇总指标如何反映 SIM 的抑制情况。但是,这些分类器的性能如何受到测试持续时间的影响尚不确定:我们利用了一项交叉研究中的 13C-SBT 数据,研究对象是 16 名成人,他们分别服用了 0、100 和 750 毫克的 SIM 抑制剂红糖。我们利用接收器操作特征曲线(ROC)评估了基于药代动力学模型的分类器 ρ 和三种经验分类器(90 分钟内累积剂量恢复百分比(cPDR90)、剂量恢复到 50% 的时间和剂量恢复率达到峰值的时间)的性能与试验持续时间的关系。我们还评估了共识分类器的灵敏度、特异性和准确性:测试持续时间少于 2 小时通常无法准确预测后期的呼吸曲线动态。cPDR90 分类器具有最高的 ROC 曲线下面积,并且在设计上对较短的测试时间具有稳健性。对于检测轻度 SIM 抑制,ρ 的灵敏度更高:我们建议 13C-SBT 检测至少持续 2 小时。虽然 cPDR90 是本应用中准确率最高、对测试持续时间最稳健的分类器,但它对二氧化碳产生率的错误指定的敏感性仍然令人担忧。需要进行更多的研究来评估这些分类器在目标人群中的应用。
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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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