Volatile organic compounds from exhaled breath in schizophrenia

被引:9
|
作者
Jiang, Carina [1 ]
Dobrowolny, Henrik [1 ]
Gescher, Dorothee Maria [1 ,2 ]
Meyer-Lotz, Gabriela [1 ]
Steiner, Johann [1 ]
Hoeschen, Christoph [3 ]
Frodl, Thomas [1 ,2 ]
机构
[1] Otto von Guericke Univ Magdeburg OVGU, Dept Psychiat & Psychotherapy, Magdeburg, Germany
[2] Rhein Westfal TH Aachen, Dept Psychiat Psychotherapy & Psychosomat, Univ Hosp, Aachen, Germany
[3] Otto von Guericke Univ Magdeburg OVGU, Inst Med Engn, Magdeburg, Germany
来源
WORLD JOURNAL OF BIOLOGICAL PSYCHIATRY | 2022年 / 23卷 / 10期
关键词
Schizophrenia; breath gas; volatile organic compounds; classification; clinical utility; UNTREATED PSYCHOSIS; BIPOLAR DISORDER; METAANALYSIS; DURATION; BUTYRATE; PATTERN; SCALE; BRAIN; DIET;
D O I
10.1080/15622975.2022.2040052
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Objectives This study aims to find out whether volatile organic compounds (VOCs) from exhaled breath differ significantly between patients with schizophrenia and healthy controls and whether it might be possible to create an algorithm that can predict the likelihood of suffering from schizophrenia. Methods To test this theory, a group of patients with clinically diagnosed acute schizophrenia as well as a healthy comparison group has been investigated, which have given breath samples during awakening response right after awakening, after 30 min and after 60 min. The VOCs were measured using Proton-Transfer-Reaction Mass Spectrometry. Results By applying bootstrap with mixed model analysis (n = 1000), we detected 10 signatures (m/z 39, 40, 59, 60, 69, 70, 74, 85, 88 and 90) showing reduced concentration in patients with schizophrenia compared to healthy controls. These could safely discriminate patients and controls and were not influenced by smoking. Logistic regression forward method achieved an area under the receiver operating characteristic curve (AUC) of 0.91 and an accuracy of 82% and a machine learning approach with bartMachine an AUC of 0.96 and an accuracy of 91%. Conclusion Breath gas analysis is easy to apply, well tolerated and seems to be a promising candidate for further studies on diagnostic and predictive clinical utility.
引用
收藏
页码:773 / 784
页数:12
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