Fast profiling of cocaine seizures by FTIR spectroscopy and GC-MS analysis of minor alkaloids and residual solvents. Issue 6 (December 2015)
- Record Type:
- Journal Article
- Title:
- Fast profiling of cocaine seizures by FTIR spectroscopy and GC-MS analysis of minor alkaloids and residual solvents. Issue 6 (December 2015)
- Main Title:
- Fast profiling of cocaine seizures by FTIR spectroscopy and GC-MS analysis of minor alkaloids and residual solvents
- Authors:
- Monfreda, Maria
Varani, Francesco
Cattaruzza, Fabrizio
Ciambrone, Simona
Proposito, Alessandro - Abstract:
- Abstract: In this study, samples coming from large seizures of cocaine which took place in Italian Customs areas during 2011 and 2012 were examined. Minor alkaloids and residual solvents, analyzed by gas chromatography-mass spectrometry (GC-MS) and head space (HS)-GC-MS, respectively, were processed by principal component analysis (PCA), highlighting groupings of samples according to their chemical similarity. A hypothesis about the geographical origin of samples was also provided: most of them were compatible with Colombia as country of origin. Results of these analyses were used as starting point for the development of a "fast profiling" method, based on Fourier transform infrared spectroscopy (FTIR) and chemometric tools. Two models were developed and compared: KBr-FTIR and attenuated total reflection (ATR)-FTIR for comparative analysis of pure samples. Linear discriminant analysis (LDA) was applied to the model based on ATR-FTIR spectroscopy, obtaining a classification and a prediction ability both of 97.56% for pure samples. Finally, "cut" samples were tested as an external test set, and the assignment class provided by LDA was compared with results obtained by the analyses of alkaloids and residual solvents: in the case of samples added with only one substance, prediction errors began to occur for percentages of cocaine lower than 50%. Graphical abstract: Highlights: 18.6% of cocaine seizures which took place in Italy in 2012 were examined. Most of them might beAbstract: In this study, samples coming from large seizures of cocaine which took place in Italian Customs areas during 2011 and 2012 were examined. Minor alkaloids and residual solvents, analyzed by gas chromatography-mass spectrometry (GC-MS) and head space (HS)-GC-MS, respectively, were processed by principal component analysis (PCA), highlighting groupings of samples according to their chemical similarity. A hypothesis about the geographical origin of samples was also provided: most of them were compatible with Colombia as country of origin. Results of these analyses were used as starting point for the development of a "fast profiling" method, based on Fourier transform infrared spectroscopy (FTIR) and chemometric tools. Two models were developed and compared: KBr-FTIR and attenuated total reflection (ATR)-FTIR for comparative analysis of pure samples. Linear discriminant analysis (LDA) was applied to the model based on ATR-FTIR spectroscopy, obtaining a classification and a prediction ability both of 97.56% for pure samples. Finally, "cut" samples were tested as an external test set, and the assignment class provided by LDA was compared with results obtained by the analyses of alkaloids and residual solvents: in the case of samples added with only one substance, prediction errors began to occur for percentages of cocaine lower than 50%. Graphical abstract: Highlights: 18.6% of cocaine seizures which took place in Italy in 2012 were examined. Most of them might be associated to Colombia as origin country. A "fast profiling" method based on FTIR spectroscopy has been developed. For "pure" samples a prediction ability of 97.56% was achieved. For samples added with one substance, prediction errors occur for % of cocaine < 50%. … (more)
- Is Part Of:
- Science & justice. Volume 55:Issue 6(2015)
- Journal:
- Science & justice
- Issue:
- Volume 55:Issue 6(2015)
- Issue Display:
- Volume 55, Issue 6 (2015)
- Year:
- 2015
- Volume:
- 55
- Issue:
- 6
- Issue Sort Value:
- 2015-0055-0006-0000
- Page Start:
- 456
- Page End:
- 466
- Publication Date:
- 2015-12
- Subjects:
- Cocaine -- Drug profiling -- KBr-FTIR -- ATR-FTIR -- PCA -- LDA
Forensic sciences -- Periodicals
Criminal investigation -- Periodicals
Forensic Medicine -- Periodicals
Jurisprudence -- Periodicals
Criminalistique -- Périodiques
Enquêtes criminelles -- Périodiques
Criminal investigation
Forensic sciences
Electronic journals
Periodicals
363.2505 - Journal URLs:
- http://www.forensic-science-society.org.uk/jnltop.html ↗
http://www.sciencedirect.com/science/journal/13550306 ↗
http://www.clinicalkey.com/dura/browse/journalIssue/13550306 ↗
http://www.clinicalkey.com.au/dura/browse/journalIssue/13550306 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.scijus.2015.06.002 ↗
- Languages:
- English
- ISSNs:
- 1355-0306
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 8134.129500
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 11612.xml