de Heer K, Kok M G M, Fens N, Weersink E J M, Zwinderman A H, van der Schee M P C, Visser C E, van Oers M H J, Sterk P J
Department of Hematology, Academic Medical Center, Amsterdam, the Netherlands
Department of Hematology, Academic Medical Center, Amsterdam, the Netherlands.
J Clin Microbiol. 2016 Mar;54(3):569-75. doi: 10.1128/JCM.02214-15. Epub 2015 Dec 16.
Currently, there is no noninvasive test that can reliably diagnose early invasive pulmonary aspergillosis (IA). An electronic nose (eNose) can discriminate various lung diseases through an analysis of exhaled volatile organic compounds. We recently published a proof-of-principle study showing that patients with prolonged chemotherapy-induced neutropenia and IA have a distinct exhaled breath profile (or breathprint) that can be discriminated with an eNose. An eNose is cheap and noninvasive, and it yields results within minutes. We determined whether Aspergillus fumigatus colonization may also be detected with an eNose in cystic fibrosis (CF) patients. Exhaled breath samples of 27 CF patients were analyzed with a Cyranose 320. Culture of sputum samples defined the A. fumigatus colonization status. eNose data were classified using canonical discriminant analysis after principal component reduction. Our primary outcome was cross-validated accuracy, defined as the percentage of correctly classified subjects using the leave-one-out method. The P value was calculated by the generation of 100,000 random alternative classifications. Nine of the 27 subjects were colonized by A. fumigatus. In total, 3 subjects were misclassified, resulting in a cross-validated accuracy of the Cyranose detecting IA of 89% (P = 0.004; sensitivity, 78%; specificity, 94%). Receiver operating characteristic (ROC) curve analysis showed an area under the curve (AUC) of 0.89. The results indicate that A. fumigatus colonization leads to a distinctive breathprint in CF patients. The present proof-of-concept data merit external validation and monitoring studies.
目前,尚无能够可靠诊断早期侵袭性肺曲霉病(IA)的非侵入性检测方法。电子鼻可通过分析呼出的挥发性有机化合物来鉴别各种肺部疾病。我们最近发表了一项原理验证研究,表明化疗引起的长期中性粒细胞减少症患者和IA患者具有独特的呼气特征(或呼吸印记),可通过电子鼻进行鉴别。电子鼻价格便宜且非侵入性,几分钟内即可得出结果。我们确定了电子鼻是否也可用于检测囊性纤维化(CF)患者的烟曲霉定植情况。使用 Cyranose 320 分析了 27 名 CF 患者的呼出气样本。痰样本培养确定烟曲霉定植状态。主成分降维后,使用典型判别分析对电子鼻数据进行分类。我们的主要结果是交叉验证准确性,定义为使用留一法正确分类受试者的百分比。P 值通过生成 100,000 个随机替代分类来计算。27 名受试者中有 9 名被烟曲霉定植。总共 3 名受试者被错误分类,Cyranose 检测 IA 的交叉验证准确性为 89%(P = 0.004;敏感性为 78%;特异性为 94%)。受试者工作特征(ROC)曲线分析显示曲线下面积(AUC)为 0.89。结果表明,烟曲霉定植会导致 CF 患者出现独特的呼吸印记。目前的概念验证数据值得进行外部验证和监测研究。