TY - JOUR
T1 - Flipped detection of psychoactive substances in complex mixtures using handheld Raman spectroscopy coupled to chemometrics
AU - Calvo‐Castro, Jesus
AU - Tchakounte, Steve N.
AU - Guarino, Valentina
AU - Ahmed, Adeel A.
AU - Stair, Jacqueline L.
N1 - © 2022 The Authors. Journal of Raman Spectroscopy published by John Wiley & Sons Ltd. This is an open access article under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives. https://creativecommons.org/licenses/by-nc-nd/4.0/
PY - 2022/8
Y1 - 2022/8
N2 - New psychoactive substance (NPS) misuse represents a critical social and health problem. Herein, a novel flipped approach is presented for the detection of psychoactive substances in complex mixtures using portable Raman spectroscopy. This consists firstly of evaluating the spectral dissimilarities of an NPS product to its constituent adulterants followed by detection of the NPS by means of key spectral signatures. To demonstrate it, three structurally diverse NPS and four commonly used adulterants were selected. A Design‐of‐Experiments guided approach was employed to determine the composition of simulate street samples, ranging from binary to quinary mixtures of varying concentrations. Spectra were acquired for all mixtures using a portable Raman spectrometer and examined using projection analysis on model systems, developed via principal component analysis using reference materials. For all 21 mixtures investigated, the innovative ‘flipped’ methodology resulted in isolated and unequivocal detection of the NPS. Interestingly, the NPS signatures were consistent across all mixtures investigated and were 1712, 1000, and 777/1022 cm−1 for 5F‐PB‐22, phenibut, and N‐Me‐2‐AI containing samples, respectively. Thus indicating that the developed model systems could be applicable to structural analogs. NPS were detected to concentrations as low as 6.0% w/w. This flipped methodology was benchmarked to the instrument's output algorithms and outperformed these in terms of NPS detection, particularly for low concentration ternary and quinary mixtures. As a result, this study represents a critical change in the conceptualization of novel approaches for the detection of psychoactive substances and further denotes a blueprint for the development of detection methodologies of target analytes in complex mixtures.
AB - New psychoactive substance (NPS) misuse represents a critical social and health problem. Herein, a novel flipped approach is presented for the detection of psychoactive substances in complex mixtures using portable Raman spectroscopy. This consists firstly of evaluating the spectral dissimilarities of an NPS product to its constituent adulterants followed by detection of the NPS by means of key spectral signatures. To demonstrate it, three structurally diverse NPS and four commonly used adulterants were selected. A Design‐of‐Experiments guided approach was employed to determine the composition of simulate street samples, ranging from binary to quinary mixtures of varying concentrations. Spectra were acquired for all mixtures using a portable Raman spectrometer and examined using projection analysis on model systems, developed via principal component analysis using reference materials. For all 21 mixtures investigated, the innovative ‘flipped’ methodology resulted in isolated and unequivocal detection of the NPS. Interestingly, the NPS signatures were consistent across all mixtures investigated and were 1712, 1000, and 777/1022 cm−1 for 5F‐PB‐22, phenibut, and N‐Me‐2‐AI containing samples, respectively. Thus indicating that the developed model systems could be applicable to structural analogs. NPS were detected to concentrations as low as 6.0% w/w. This flipped methodology was benchmarked to the instrument's output algorithms and outperformed these in terms of NPS detection, particularly for low concentration ternary and quinary mixtures. As a result, this study represents a critical change in the conceptualization of novel approaches for the detection of psychoactive substances and further denotes a blueprint for the development of detection methodologies of target analytes in complex mixtures.
KW - RESEARCH ARTICLE
KW - RESEARCH ARTICLES
KW - chemometrics
KW - complex mixtures
KW - design‐of‐experiments
KW - new psychoactive substances (NPS)
KW - Raman spectroscopy
KW - design-of-experiments
UR - http://www.scopus.com/inward/record.url?scp=85130283050&partnerID=8YFLogxK
U2 - 10.1002/jrs.6372
DO - 10.1002/jrs.6372
M3 - Article
SN - 0377-0486
VL - 53
SP - 1428
EP - 1444
JO - Journal of Raman Spectroscopy
JF - Journal of Raman Spectroscopy
IS - 8
ER -