Investigations into fentanyl precursors method classification by handheld Fourier transform infrared and Raman spectroscopy combined with multivariate statistical analysis
被引:4
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作者:
McKeown, Hugh E.
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机构:
RMIT Univ, Sch Sci, Appl Chem & Environm Sci, La Trobe St, Melbourne, Vic 3001, Australia
RMIT Univ, Australian Ctr Res Separat Sci ACROSS, Sch Sci, Plenty Rd, Bundoora, Vic 3083, AustraliaRMIT Univ, Sch Sci, Appl Chem & Environm Sci, La Trobe St, Melbourne, Vic 3001, Australia
Fourier transform infrared spectroscopy;
Raman spectroscopy;
Multivariate data analysis;
Data fusion;
Fentanyl precursors;
ATTRIBUTION;
D O I:
10.1016/j.forc.2023.100476
中图分类号:
O65 [分析化学];
学科分类号:
070302 ;
081704 ;
摘要:
A goal of narcotic chemical attribution is to exploit a substance of interest for chemical forensic information and evidence. This could include determining the synthetic method used to make it and if that substance is foren-sically linked to any others. In most cases narcotic chemical attribution is profiling the impurities that are present, which give the substance a chemical fingerprint. One narcotic of significant concern to law enforcement and emergency responders is fentanyl due to the health risk it poses from very small amounts and its increasing prevalence in illicit drug markets. Portable handheld spectroscopic instruments have scope to become useful tools for substance identification in the field to ensure safety and to uncover possible investigative leads; how-ever, they have limitations with interpretation of substances that have very small proportions of other compo-nents including impurities. In this study, two spectroscopic techniques, Fourier transform infrared (FTIR) and Raman spectroscopy, were applied to determine the synthetic method employed for the fentanyl precursors N-phenethyl-4-piperidone (NPP) and 4-anilino-N-phenethylpiperidine (ANPP). Principal Component Analysis (PCA) with k-nearest neighbours (k-NN) and Orthogonal Partial Least Squares -Discriminant Analysis (OPLS-DA) were used to establish classification models. The use of low-level and mid-level data fusion strategies were employed to integrate the data from the different handheld spectroscopic instruments, which allowed suitable classification of validation samples by their respective synthetic method. These results demonstrate the versa-tility of handheld spectroscopic instruments, with results easily being exported for data fusion analysis and the possibility for future instrument library enhancements.
机构:
Chung Ang Univ, Coll Pharm, Biointegrat Res Ctr Nutra Pharmaceut Epigenet, Seoul, South KoreaChung Ang Univ, Coll Pharm, Biointegrat Res Ctr Nutra Pharmaceut Epigenet, Seoul, South Korea
Lee, Byeong-Ju
Kim, Hye-Youn
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Chung Ang Univ, Coll Pharm, Biointegrat Res Ctr Nutra Pharmaceut Epigenet, Seoul, South KoreaChung Ang Univ, Coll Pharm, Biointegrat Res Ctr Nutra Pharmaceut Epigenet, Seoul, South Korea
Kim, Hye-Youn
Lim, Sa Rang
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Chung Ang Univ, Coll Pharm, Biointegrat Res Ctr Nutra Pharmaceut Epigenet, Seoul, South KoreaChung Ang Univ, Coll Pharm, Biointegrat Res Ctr Nutra Pharmaceut Epigenet, Seoul, South Korea
Lim, Sa Rang
Huang, Linfang
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机构:
Chinese Acad Med Sci, Peking Union Med Coll, Inst Med Plant Dev, Beijing, Peoples R ChinaChung Ang Univ, Coll Pharm, Biointegrat Res Ctr Nutra Pharmaceut Epigenet, Seoul, South Korea
机构:
LUNAM Univ, Ecole Super Bois, Lab Mat & Composites Bois, Rue Christian Pauc,BP10605, F-44306 Nantes, FranceLUNAM Univ, Ecole Super Bois, Lab Mat & Composites Bois, Rue Christian Pauc,BP10605, F-44306 Nantes, France
Bouslamti, M. A.
Irle, M. A.
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LUNAM Univ, Ecole Super Bois, Lab Mat & Composites Bois, Rue Christian Pauc,BP10605, F-44306 Nantes, FranceLUNAM Univ, Ecole Super Bois, Lab Mat & Composites Bois, Rue Christian Pauc,BP10605, F-44306 Nantes, France
Irle, M. A.
Belloncle, C.
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LUNAM Univ, Ecole Super Bois, Lab Mat & Composites Bois, Rue Christian Pauc,BP10605, F-44306 Nantes, FranceLUNAM Univ, Ecole Super Bois, Lab Mat & Composites Bois, Rue Christian Pauc,BP10605, F-44306 Nantes, France
Belloncle, C.
Salvador, V.
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IDAC, F-44327 Nantes 3, FranceLUNAM Univ, Ecole Super Bois, Lab Mat & Composites Bois, Rue Christian Pauc,BP10605, F-44306 Nantes, France
Salvador, V.
Hulot, S.
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IDAC, F-44327 Nantes 3, FranceLUNAM Univ, Ecole Super Bois, Lab Mat & Composites Bois, Rue Christian Pauc,BP10605, F-44306 Nantes, France
Hulot, S.
Caron, B.
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机构:
IDAC, F-44327 Nantes 3, FranceLUNAM Univ, Ecole Super Bois, Lab Mat & Composites Bois, Rue Christian Pauc,BP10605, F-44306 Nantes, France
Caron, B.
Qannari, E. M.
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机构:
LUNAM Univ, F-44316 Nantes 03, FranceLUNAM Univ, Ecole Super Bois, Lab Mat & Composites Bois, Rue Christian Pauc,BP10605, F-44306 Nantes, France
机构:
KRIBB, Biol Resource Ctr, Taejon 305806, South Korea
Korea Basic Sci Inst, Seoul Ctr, Seoul, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
Kwon, Yong-Kook
Ahn, Myung Suk
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KRIBB, Greenbio Res Ctr, Taejon 305806, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
Ahn, Myung Suk
Park, Jong Suk
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Agr Res & Extens Serv, Iksan, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
Park, Jong Suk
Liu, Jang Ryol
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KRIBB, Greenbio Res Ctr, Taejon 305806, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
Liu, Jang Ryol
In, Dong Su
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机构:
Gongju Natl Univ, Dept Biol Educ, Gongju, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
In, Dong Su
Min, Byung Whan
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机构:
Kyungpook Natl Univ, Sch Ecol & Environm Syst, Sangju, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
Min, Byung Whan
Kim, Suk Weon
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KRIBB, Biol Resource Ctr, Taejon 305806, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
机构:
KRIBB, Biol Resource Ctr, Taejon 305806, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
Kim, Suk Weon
Min, Sung Ran
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机构:
KRIBB, Plant Genome Res Ctr, Taejon 305806, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
Min, Sung Ran
Kim, Jonghyun
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机构:
KRIBB, Plant Genome Res Ctr, Taejon 305806, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
Kim, Jonghyun
Park, Sang Kyu
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机构:
Chungcheong Nam Do Agr Res & Extens Serv, Nonsan Strawberry Expt Stn, Nonsan 320862, Chungnam, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
Park, Sang Kyu
Kim, Tae Il
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Chungcheong Nam Do Agr Res & Extens Serv, Nonsan Strawberry Expt Stn, Nonsan 320862, Chungnam, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
Kim, Tae Il
Liu, Jang R.
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机构:
KRIBB, Plant Genome Res Ctr, Taejon 305806, South KoreaKRIBB, Biol Resource Ctr, Taejon 305806, South Korea
机构:
Italian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
China Univ Geosci, Chinese Minist Educ, Key Lab Biogeol & Environm Geol, Wuhan 430074, Peoples R China
China Univ Geosci, Sch Environm Studies, Wuhan 430074, Peoples R China
China Univ Geosci, Sino Hungarian Joint Lab Environm Sci & Hlth, Wuhan 430074, Peoples R ChinaItalian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
Chen, Huilun
Ferrari, Carlo
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Italian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, ItalyItalian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
Ferrari, Carlo
Angiuli, Marco
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Italian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, ItalyItalian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
Angiuli, Marco
Yao, Jun
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China Univ Geosci, Chinese Minist Educ, Key Lab Biogeol & Environm Geol, Wuhan 430074, Peoples R China
China Univ Geosci, Sch Environm Studies, Wuhan 430074, Peoples R China
China Univ Geosci, Sino Hungarian Joint Lab Environm Sci & Hlth, Wuhan 430074, Peoples R ChinaItalian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
Yao, Jun
Raspi, Costantino
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CGS saas, Pisa, ItalyItalian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
Raspi, Costantino
Bramanti, Emilia
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Italian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, ItalyItalian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy