Detecting Cannabis Use on the Human Skin Surface via an Electronic Nose System

The most commonly used drug testing methods are based on the analysis of hair and urine using gas chromatography-mass spectrometry, liquid chromatography-mass spectrometry or immunoassay screening. These methods are time-consuming and partly expensive. One alternative method could be the application...

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Published inSensors (Basel, Switzerland) Vol. 14; no. 7; pp. 13256 - 13272
Main Authors Voss, Andreas, Witt, Katharina, Kaschowitz, Tobias, Poitz, Wolf, Ebert, Andreas, Roser, Patrik, Bär, Karl-Jürgen
Format Journal Article
LanguageEnglish
Published Switzerland MDPI AG 23.07.2014
MDPI
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ISSN1424-8220
1424-8220
DOI10.3390/s140713256

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Abstract The most commonly used drug testing methods are based on the analysis of hair and urine using gas chromatography-mass spectrometry, liquid chromatography-mass spectrometry or immunoassay screening. These methods are time-consuming and partly expensive. One alternative method could be the application of an “electronic nose” (eNose). We have developed an eNose to detect directly on the human skin surface metabolic changes in the human body odor caused by cannabis consumption. Twenty cannabis-smoking and 20 tobacco-smoking volunteers were enrolled in this study. For the sensor signal data processing, two different methods were applied: Principle component analysis (PCA) with discriminant analysis, and the method of pattern recognition with subsequent support vector machines (SVM) processing. The PCA analysis achieved a correct classification of 70%, whereas the SVM obtained an accuracy of 92.5% (sensitivity 95%, specificity 90%) between cannabis-consuming volunteers and tobacco-smoking subjects. This study shows evidence that a low-cost, portable and fast-working eNose system could be useful for health protection, security agencies and for forensic investigations. The ability to analyze human body odor with an eNose opens up a wide field for diagnosing other drugs and also various diseases.
AbstractList The most commonly used drug testing methods are based on the analysis of hair and urine using gas chromatography-mass spectrometry, liquid chromatography-mass spectrometry or immunoassay screening. These methods are time-consuming and partly expensive. One alternative method could be the application of an “electronic nose” (eNose). We have developed an eNose to detect directly on the human skin surface metabolic changes in the human body odor caused by cannabis consumption. Twenty cannabis-smoking and 20 tobacco-smoking volunteers were enrolled in this study. For the sensor signal data processing, two different methods were applied: Principle component analysis (PCA) with discriminant analysis, and the method of pattern recognition with subsequent support vector machines (SVM) processing. The PCA analysis achieved a correct classification of 70%, whereas the SVM obtained an accuracy of 92.5% (sensitivity 95%, specificity 90%) between cannabis-consuming volunteers and tobacco-smoking subjects. This study shows evidence that a low-cost, portable and fast-working eNose system could be useful for health protection, security agencies and for forensic investigations. The ability to analyze human body odor with an eNose opens up a wide field for diagnosing other drugs and also various diseases.
The most commonly used drug testing methods are based on the analysis of hair and urine using gas chromatography-mass spectrometry, liquid chromatography-mass spectrometry or immunoassay screening. These methods are time-consuming and partly expensive. One alternative method could be the application of an "electronic nose" (eNose). We have developed an eNose to detect directly on the human skin surface metabolic changes in the human body odor caused by cannabis consumption. Twenty cannabis-smoking and 20 tobacco-smoking volunteers were enrolled in this study. For the sensor signal data processing, two different methods were applied: Principle component analysis (PCA) with discriminant analysis, and the method of pattern recognition with subsequent support vector machines (SVM) processing. The PCA analysis achieved a correct classification of 70%, whereas the SVM obtained an accuracy of 92.5% (sensitivity 95%, specificity 90%) between cannabis-consuming volunteers and tobacco-smoking subjects. This study shows evidence that a low-cost, portable and fast-working eNose system could be useful for health protection, security agencies and for forensic investigations. The ability to analyze human body odor with an eNose opens up a wide field for diagnosing other drugs and also various diseases.The most commonly used drug testing methods are based on the analysis of hair and urine using gas chromatography-mass spectrometry, liquid chromatography-mass spectrometry or immunoassay screening. These methods are time-consuming and partly expensive. One alternative method could be the application of an "electronic nose" (eNose). We have developed an eNose to detect directly on the human skin surface metabolic changes in the human body odor caused by cannabis consumption. Twenty cannabis-smoking and 20 tobacco-smoking volunteers were enrolled in this study. For the sensor signal data processing, two different methods were applied: Principle component analysis (PCA) with discriminant analysis, and the method of pattern recognition with subsequent support vector machines (SVM) processing. The PCA analysis achieved a correct classification of 70%, whereas the SVM obtained an accuracy of 92.5% (sensitivity 95%, specificity 90%) between cannabis-consuming volunteers and tobacco-smoking subjects. This study shows evidence that a low-cost, portable and fast-working eNose system could be useful for health protection, security agencies and for forensic investigations. The ability to analyze human body odor with an eNose opens up a wide field for diagnosing other drugs and also various diseases.
Author Ebert, Andreas
Voss, Andreas
Witt, Katharina
Roser, Patrik
Poitz, Wolf
Bär, Karl-Jürgen
Kaschowitz, Tobias
AuthorAffiliation 1 Department of Medical Engineering and Biotechnology, University of Applied Sciences Jena, Jena 07745, Germany; E-Mails: katharina.witt@fh-jena.de (K.W.); Tobias.Kaschowitz@gmx.de (T.K.); doppel.poitz@web.de (W.P.)
3 Department of Psychiatry and Psychotherapy, University Hospital Jena, Jena 07743, Germany; E-Mail: karl-juergen.baer@med.uni-jena.de
2 Department of Psychiatry, Psychotherapy and Preventive Medicine, University of Bochum, LWL University Hospital, Bochum 44801, Germany; E-Mails: Andreas.Ebert@wkp-lwl.org (A.E.); patrik.roser@gmail.com (P.R.)
AuthorAffiliation_xml – name: 2 Department of Psychiatry, Psychotherapy and Preventive Medicine, University of Bochum, LWL University Hospital, Bochum 44801, Germany; E-Mails: Andreas.Ebert@wkp-lwl.org (A.E.); patrik.roser@gmail.com (P.R.)
– name: 3 Department of Psychiatry and Psychotherapy, University Hospital Jena, Jena 07743, Germany; E-Mail: karl-juergen.baer@med.uni-jena.de
– name: 1 Department of Medical Engineering and Biotechnology, University of Applied Sciences Jena, Jena 07745, Germany; E-Mails: katharina.witt@fh-jena.de (K.W.); Tobias.Kaschowitz@gmx.de (T.K.); doppel.poitz@web.de (W.P.)
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/25057136$$D View this record in MEDLINE/PubMed
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Snippet The most commonly used drug testing methods are based on the analysis of hair and urine using gas chromatography-mass spectrometry, liquid chromatography-mass...
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StartPage 13256
SubjectTerms Adult
Cannabis
Cannabis - chemistry
Chromatography
Deodorants
Discriminant Analysis
Drug testing
Drugs
Electronic mail systems
Electronic Nose
Electronic noses
Gases
Hair
Human body
human body odor
Humans
Marijuana
Mass spectrometry
Metal oxides
Odorants - analysis
Odors
Pattern recognition
Principal Component Analysis - methods
Principal components analysis
principle component analysis (PCA)
Psychotherapy
Scientific imaging
Sensors
Skin
Skin - chemistry
Smoking
Spectrometry
Spectroscopy
support vector machine (SVM)
Support vector machines
Tetrahydrocannabinol
THC
Urine
VOCs
Volatile organic compounds
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Title Detecting Cannabis Use on the Human Skin Surface via an Electronic Nose System
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Volume 14
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