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Ortiz RS, Mariotti KDC, Fank B, Limberger RP, Anzanello MJ, Mayorga P. Counterfeit Cialis and Viagra fingerprinting by ATR-FTIR spectroscopy with chemometry: Can the same pharmaceutical powder mixture be used to falsify two medicines? Forensic Sci Int 2013; 226:282-9. [DOI: 10.1016/j.forsciint.2013.01.043] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2012] [Revised: 01/09/2013] [Accepted: 01/27/2013] [Indexed: 11/26/2022]
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Ortiz RS, Mariotti KC, Schwab NV, Sabin GP, Rocha WF, de Castro EV, Limberger RP, Mayorga P, Bueno MIM, Romão W. Fingerprinting of sildenafil citrate and tadalafil tablets in pharmaceutical formulations via X-ray fluorescence (XRF) spectrometry. J Pharm Biomed Anal 2012; 58:7-11. [DOI: 10.1016/j.jpba.2011.09.005] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2011] [Revised: 09/05/2011] [Accepted: 09/05/2011] [Indexed: 10/17/2022]
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De Carvalho TC, Tosato F, Souza LM, Santos H, Merlo BB, Ortiz RS, Rodrigues RR, Filgueiras PR, França HS, Augusti R, Romão W, Vaz BG. Thin layer chromatography coupled to paper spray ionization mass spectrometry for cocaine and its adulterants analysis. Forensic Sci Int 2016; 262:56-65. [DOI: 10.1016/j.forsciint.2016.02.039] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2015] [Revised: 02/13/2016] [Accepted: 02/22/2016] [Indexed: 01/22/2023]
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Mariotti KDC, Marcelo MCA, Ortiz RS, Borille BT, dos Reis M, Fett MS, Ferrão MF, Limberger RP. Seized cannabis seeds cultivated in greenhouse: A chemical study by gas chromatography–mass spectrometry and chemometric analysis. Sci Justice 2016; 56:35-41. [DOI: 10.1016/j.scijus.2015.09.002] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2015] [Revised: 09/03/2015] [Accepted: 09/09/2015] [Indexed: 10/23/2022]
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Ortiz RS, Mariotti KDC, Holzschuh MH, Romão W, Limberger RP, Mayorga P. Profiling counterfeit Cialis, Viagra and analogs by UPLC–MS. Forensic Sci Int 2013; 229:13-20. [DOI: 10.1016/j.forsciint.2013.03.024] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2011] [Revised: 03/08/2013] [Accepted: 03/15/2013] [Indexed: 10/26/2022]
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Anzanello MJ, Fogliatto FS, Ortiz RS, Limberger R, Mariotti K. Selecting relevant Fourier transform infrared spectroscopy wavenumbers for clustering authentic and counterfeit drug samples. Sci Justice 2014; 54:363-8. [DOI: 10.1016/j.scijus.2014.04.005] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/17/2014] [Revised: 04/28/2014] [Accepted: 04/30/2014] [Indexed: 11/29/2022]
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Sabin GP, Lozano VA, Rocha WF, Romão W, Ortiz RS, Poppi RJ. Characterization of sildenafil citrate tablets of different sources by near infrared chemical imaging and chemometric tools. J Pharm Biomed Anal 2013; 85:207-12. [DOI: 10.1016/j.jpba.2013.07.036] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2013] [Revised: 07/26/2013] [Accepted: 07/29/2013] [Indexed: 10/26/2022]
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dos Santos MK, de Cassia Mariotti K, Kahmann A, Anzanello MJ, Ferrão MF, de Araújo Gomes A, Limberger RP, Ortiz RS. Comparison between counterfeit and authentic medicines: A novel approach using differential scanning calorimetry and hierarchical cluster analysis. J Pharm Biomed Anal 2019; 166:304-309. [DOI: 10.1016/j.jpba.2019.01.029] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2018] [Revised: 01/14/2019] [Accepted: 01/16/2019] [Indexed: 01/31/2023]
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Ortiz RS, Mariotti KDC, Romão W, Eberlin MN, Limberger RP, Mayorga P. Chemical Fingerprinting of Counterfeits of Viagra and Cialis Tablets and Analogues via Electrospray Ionization Mass Spectrometry. ACTA ACUST UNITED AC 2011. [DOI: 10.4236/ajac.2011.28106] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Anzanello MJ, Ortiz RS, Limberger R, Mariotti K. A framework for selecting analytical techniques in profiling authentic and counterfeit Viagra and Cialis. Forensic Sci Int 2014; 235:1-7. [DOI: 10.1016/j.forsciint.2013.12.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2013] [Revised: 11/08/2013] [Accepted: 12/07/2013] [Indexed: 10/25/2022]
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Mariotti KDC, Schuh RS, Ferranti P, Ortiz RS, Souza DZ, Pechansky F, Froehlich PE, Limberger RP. Simultaneous analysis of amphetamine-type stimulants in plasma by solid-phase microextraction and gas chromatography-mass spectrometry. J Anal Toxicol 2014; 38:432-7. [PMID: 25038769 DOI: 10.1093/jat/bku063] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Brazil is considered one of the countries with the highest number of amphetamine-type stimulant (ATS) users worldwide, mainly diethylpropion (DIE) and fenproporex (FEN). The use of ATS is mostly linked to diverted prescription stimulants and this misuse is widely associated with (ab)use by drivers. A validated method was developed for the simultaneous analysis of amphetamine (AMP), DIE and FEN in plasma samples employing direct immersion-solid-phase microextraction, and gas chromatographic/mass spectrometric analysis. Trichloroacetic acid 10% was used for plasma deproteinization. In situ derivatization with propylchloroformate was employed. The linear range of the method covered from 5.0 to 100 ng/mL. The detection limits were 1.0 (AMP), 1.5 (DIE) and 2.0 ng/mL (FEN). The accuracy assessment of the control samples was within 85.58-108.33% of the target plasma concentrations. Recoveries ranged from 46.35 to 84.46% and precision was <15% of the value of relative standard deviation. This method is appropriate for screening and confirmation in plasma forensic toxicology analyses of these basic drugs.
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Mariotti KDC, Ortiz RS, Souza DZ, Mileski TC, Fröehlich PE, Limberger RP. Trends in counterfeits amphetamine-type stimulants after its prohibition in Brazil. Forensic Sci Int 2013; 229:23-6. [DOI: 10.1016/j.forsciint.2013.03.026] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2013] [Revised: 03/09/2013] [Accepted: 03/15/2013] [Indexed: 10/26/2022]
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de Freitas SC, dos Santos MA, Berneira LM, Ortiz RS, de Pereira CM. Microwave-assisted extraction and differential scanning calorimetry in the chemical identification of sliming agents apprehended in the south region of Brazil. Sci Justice 2019; 59:190-198. [DOI: 10.1016/j.scijus.2018.11.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2018] [Revised: 10/29/2018] [Accepted: 11/04/2018] [Indexed: 02/09/2023]
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Anzanello MJ, Ortiz RS, Limberger R, Mariotti K. PLS-DA wavenumber selection for the categorization of medicine samples based on multiple criteria. Forensic Sci Int 2014; 242:111-116. [DOI: 10.1016/j.forsciint.2014.06.034] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2014] [Revised: 06/25/2014] [Accepted: 06/27/2014] [Indexed: 10/25/2022]
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Dos Santos NA, Macrino CJ, Allochio Filho JF, Gonçalves FF, Almeida CM, Agostini F, Guizolfi T, Moura S, Lacerda V, Filgueiras PR, Ortiz RS, Romão W. Exploring the chemical profile of designer drugs by ESI(+) and PSI(+) mass spectrometry-An approach on the fragmentation mechanisms and chemometric analysis. JOURNAL OF MASS SPECTROMETRY : JMS 2020; 55:e4596. [PMID: 32729201 DOI: 10.1002/jms.4596] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2020] [Revised: 06/11/2020] [Accepted: 06/16/2020] [Indexed: 06/11/2023]
Abstract
The consumption of design drugs, frequently known as new psychoactive substances (NPS), has increased considerably worldwide, becoming a severe issue for the responsible governmental agencies. These illicit substances can be defined as synthetic compounds produced in clandestine laboratories in order to act as analogs of schedule drugs mimetizing its chemical structure and improving its pharmacological effects while hampering the control and making regulation more complicated. In this way, the development of new methodologies for chemical analysis of NPS drugs is indispensable to determine a novel class of drugs arising from the underground market. Therefore, this work shows the use of high-resolution mass spectrometry Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR MS) applying different ionization sources such as paper spray ionization (PSI) and electrospray ionization (ESI) in the evaluation of miscellaneous of seized drugs samples as blotter paper (n = 79) and tablet (n = 100). Also, an elucidative analysis was performed by ESI(+)MS/MS experiments, and fragmentation mechanisms were proposed to confirm the chemical structure of compounds identified. Besides, the results of ESI(+) and PSI(+)-FT-ICR MS were compared with those of GC-MS, revealing that ESI(+)MS showed greater detection efficiency among the methodologies employed in this study. Moreover, this study stands out as a guide for the chemical analysis of NPS drugs, highlighting the differences between the techniques of ESI(+)-FT-ICR MS, PSI(+)-FT-ICR MS, and GC-MS.
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Anzanello MJ, Yamashita G, Marcelo M, Fogliatto FS, Ortiz RS, Mariotti K, Ferrão MF. A genetic algorithm-based framework for wavelength selection on sample categorization. Drug Test Anal 2017; 9:1172-1181. [DOI: 10.1002/dta.2138] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2016] [Revised: 10/15/2016] [Accepted: 11/15/2016] [Indexed: 11/07/2022]
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Crocoli LC, Ortiz RS, Moura S. Application of qNMR for legal and illegal pesticides based on azoxystrobin, λ-cyhalothrin, imidacloprid, tebuconazole, and thiametoxan: A forensic case. Forensic Chem 2020. [DOI: 10.1016/j.forc.2019.100195] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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Berneira LM, dos Santos MAZ, da Silva CC, Passos LF, Ortiz RS, Machado ADM, de Pereira CMP. Evaluation of extraction procedures applied to apprehended formulations of agrochemicals. CHEMICAL PAPERS 2020. [DOI: 10.1007/s11696-020-01111-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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J. Anzanello M, S. Ortiz R, Limberger R, Mariotti K. Performance of some supervised and unsupervised multivariate techniques for grouping authentic and unauthentic Viagra and Cialis. EGYPTIAN JOURNAL OF FORENSIC SCIENCES 2014. [DOI: 10.1016/j.ejfs.2014.03.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022] Open
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Brito JBG, Bucco GB, John DK, Ferrão MF, Ortiz RS, Mariotti KC, Anzanello MJ. Wavenumber selection based on Singular Value Decomposition for sample classification. Forensic Sci Int 2020; 309:110191. [PMID: 32092622 DOI: 10.1016/j.forsciint.2020.110191] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2019] [Revised: 01/30/2020] [Accepted: 02/07/2020] [Indexed: 11/29/2022]
Abstract
The dissemination of falsified medicines is a public health risk. Techniques such as attenuated total reflectance Fourier transform infrared (ATR-FTIR) spectroscopy are commonly adopted for fraudulent drug detection. However, the spectrum generated by the ATR-FTIR typically results in hundreds of wavenumbers, reducing the performance of classification methods aimed at discriminating between authentic and falsified medicines. This article proposes a novel method for selecting a reduced size subset of wavenumbers that improves the classifier performance. The singular value decomposition SVD is used to generate a wavenumber importance index. An iterative process creates k-nearest neighbor (KNN) models by adding the wavenumbers in a decreasing order according to the importance index. Wavenumbers that increase classification accuracy are selected. When applied to Cialis® ATR-FTIR data, the proposed approach retained average 0.51% of the original wavenumbers with 100% accurate classifications; as for the Viagra® data set, the method yielded perfect classifications retaining average 0.17% of the original wavenumbers.
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Soares F, Anzanello MJ, Fogliatto FS, Ortiz RS, Mariotti KC, Ferrão MF. Enhancing counterfeit and illicit medicines grouping via feature selection and X-ray fluorescence spectrometry. J Pharm Biomed Anal 2019; 174:198-205. [PMID: 31174131 DOI: 10.1016/j.jpba.2019.05.064] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2019] [Revised: 05/27/2019] [Accepted: 05/29/2019] [Indexed: 11/30/2022]
Abstract
In this paper, we propose a novel framework to select the most relevant X-Ray Fluorescence (XRF) energy values (i.e., features) to enhance the clustering (grouping) of counterfeit and illicit medical tablets. The framework is based on the integration of multidimensional scaling (MDS) and Procrustes analysis (PA) multivariate techniques. MDS provides a projection of the original data into a lower dimension, while PA finds a projection matrix from the original data. Such outputs give rise to a feature importance index that guides an iterative feature selection process; after each feature is inserted in the subset, an optimization procedure based on a greedy search method is carried out to maximize the clustering quality assessed through the Silhouette Index (SI). The inorganic chemical fingerprinting of 41 commercial samples (Viagra®, Cialis®, Lazar®, Libiden®, Maxfil®, Plenovit®, Potent 75®, Rigix®, V-50®, Vimax® and Pramil®) and 56 seized counterfeit samples (Viagra and Cialis) was used to validate the proposed framework. From the original 2048 data points in the full spectra, we identified a subset comprised of 41 energy values that substantially improved clustering quality; the obtained groups were assessed by visual inspection of the PCA plots.
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Santos M, Kahmann A, Manica Caffarate L, Ribas Ucha L, Pereira Limberger R, S. Ortiz R. Counterfeit medicines: a pilot study for chemical profiling employing a different proposal of an usual technique. DRUG ANALYTICAL RESEARCH 2020. [DOI: 10.22456/2527-2616.107986] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Gas chromatography (GC) is a gold standard technique used in forensic laboratories, including for the characterization of counterfeit medicines. When coupled simultaneously to flame ionization (FID) and mass detector (MS) allow the identification and quantification of medicines and drugs employing a single method, besides permitting the application of chemometric tools for forensic intelligence purposes. Here is presented a pilot project that developed and applied a qualitative method for the analysis of counterfeit medicines comprised by amphetamine-type stimulants and antidepressants, through a simple extraction procedure followed by GC-FID/MS analysis, with application of exploratory tools by Hierarchical Cluster Analysis (HCA) and Principal Component Analysis (PCA). The main purpose was to identify similarities between the all compounds detected in the irregular medicines allowing the traceability of illicit producers with the creation of a common data base. Through the analyses it was verified that different producers of counterfeit medicines labeled as Sibutramine, added a mixture of Caffeine and Benzocaine in their formulation, respecting the same ratio of 2.2:1. HCA was able to confirm these results, showing the presence of both falsifications in the same cluster, representing the best tool to identify similar characteristics among the samples – when compared to PCA. Other interesting finding was the use of Fluoxetine as a falsification of counterfeit medicines labeled as Sibutramine and Diethylpropion. Another seized sample labeled as “Nobesio Forte”, marketed as a mix of stimulants, showed only Caffeine and Lidocaine in its formulation. The pilot project applied primarily to 45 samples of counterfeit medicines containing amphetamine-type stimulants and antidepressants, showed the capability of perform the chemical profiling of counterfeit medicines in the solid form - powder, capsules and tablets. Further analysis can be performed for different types of medicines in solid form using the developed method, allowing the construction of a single database to perform the chemical profiling of counterfeit medicines, enabling the traceability of illicit producers.
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Dos Santos NA, Ortiz RS, Limberger RP, Lacerda Júnior V, Romão W. Identification of Δ9-Tetrahydrocannabinol (Δ9-THC) in Cannabis seeds by Electrospray Ionization Fourier Transform Ion Cyclotron Resonance Mass Spectrometry (ESI(-)FT-ICR MS). ORBITAL: THE ELECTRONIC JOURNAL OF CHEMISTRY 2018. [DOI: 10.17807/orbital.v10i5.1149] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
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Santos PFD, Souza LM, Merlo BB, Costa HB, Tose LV, Santos H, Vanini G, Machado LF, Ortiz RS, Limberger RP, Vaz BG, Romão W. 2-(4-IODINE-2,5-DIMETHOXYPHENYL)-N-[(2-METHOXYPHENYL)METHYL]ETAMINE OR 25I-NBOMe: CHEMICAL CHRACTERIZATION OF A DESIGNER DRUG. QUIM NOVA 2015. [DOI: 10.5935/0100-4042.20150178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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Anzanello MJ, Fogliatto FS, John D, Ferrão MF, Ortiz RS, Mariotti KC. Gaussian process regression coupled with mRMR to predict adulterant concentration in cocaine. J Pharm Biomed Anal 2024; 248:116294. [PMID: 38889578 DOI: 10.1016/j.jpba.2024.116294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 05/16/2024] [Accepted: 06/06/2024] [Indexed: 06/20/2024]
Abstract
Street cocaine is often mixed with various substances that intensify its harmful effects. This paper proposes a framework to identify attenuated total reflection Fourier transform infrared spectroscopy (ATR-FTIR) intervals that best predict the concentration of adulterants in cocaine samples. Wavelengths are ranked according to their relevance through ReliefF and mRMR feature selection approaches, and an iterative process removes less relevant wavelengths based on the ranking suggested by each approach. Gaussian Process (GP) regression models are constructed after each wavelength removal and the prediction performance is evaluated using RMSE. The subset balancing a low RMSE value and a small percentage of retained wavelengths is chosen. The proposed framework was validated using a dataset consisting of 345 samples of cocaine with different amounts of levamisole, caffeine, phenacetin, and lidocaine. Averaged over the four adulterants, the GP regression coupled with the mRMR retained 1.07 % of the 662 original wavelengths, outperforming PLS and SVR regarding prediction performance.
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