Quantification of cocaine in ternary mixtures using partial least squares regression applied to Raman and Fourier transform infrared spectroscopy

The use of chemicals is often related to suicide attempts and acute poisoning, which account for a significant number of hospital admissions. The differential diagnosis of patients exposed to poisoning is intricate and varies according to the substance used. The identification of drugs and drug abus...

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Published inJournal of Raman spectroscopy Vol. 48; no. 12; pp. 1732 - 1743
Main Authors Oliveira Penido, Ciro Augusto Fernandes, Pacheco, Marcos Tadeu Tavares, Novotny, Etelvino Henrique, Lednev, Igor K., Silveira, Landulfo
Format Journal Article
LanguageEnglish
Published Bognor Regis Wiley Subscription Services, Inc 01.12.2017
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Abstract The use of chemicals is often related to suicide attempts and acute poisoning, which account for a significant number of hospital admissions. The differential diagnosis of patients exposed to poisoning is intricate and varies according to the substance used. The identification of drugs and drug abuse in cases of poisoning often requires time‐consuming and complex techniques, such as chromatography. The use of vibrational spectroscopy such as Raman spectroscopy and Fourier transform infrared spectroscopy (FTIR) enables the quick identification of toxic substances using no reagents or markers. This study aims to apply these techniques in the long term to identify and quantify substances found at the locations of suicide attempts, poisonings, and even drug consumption sites, including crack samples containing a cocaine base and adulterants commonly seized in drug busts, such as caffeine, lidocaine, and sodium carbonate. In this study, Raman and FTIR spectra of ternary mixtures of crack with caffeine and sodium carbonate and crack with lidocaine and sodium carbonate were obtained. These spectra were used for building multivariate models based on partial least squares (PLS) for determining the composition of the samples quantitatively. High correlation coefficients (r > 0.98) and small cross‐validation prediction errors (< 6%) were obtained for both Raman and FTIR spectral models. The results showed that PLS regression enables crack quantification in ternary mixtures using both Raman and FTIR spectroscopy, allowing for quick medical intervention or determination of the cause of death in cases of cocaine toxicity. The use of Raman and FTIR spectroscopy allows for quick identification of toxic substances using no reagents or markers. This study aimed to apply these techniques to quantify crack and adulterants such as caffeine, lidocaine, and sodium carbonate, in ternary mixtures. PLS regression models using Raman and FTIR spectra predicted the concentration of the crack and adulterants with high correlation (r > 0.98) and small cross‐validation prediction errors (< 6%).
AbstractList The use of chemicals is often related to suicide attempts and acute poisoning, which account for a significant number of hospital admissions. The differential diagnosis of patients exposed to poisoning is intricate and varies according to the substance used. The identification of drugs and drug abuse in cases of poisoning often requires time‐consuming and complex techniques, such as chromatography. The use of vibrational spectroscopy such as Raman spectroscopy and Fourier transform infrared spectroscopy (FTIR) enables the quick identification of toxic substances using no reagents or markers. This study aims to apply these techniques in the long term to identify and quantify substances found at the locations of suicide attempts, poisonings, and even drug consumption sites, including crack samples containing a cocaine base and adulterants commonly seized in drug busts, such as caffeine, lidocaine, and sodium carbonate. In this study, Raman and FTIR spectra of ternary mixtures of crack with caffeine and sodium carbonate and crack with lidocaine and sodium carbonate were obtained. These spectra were used for building multivariate models based on partial least squares (PLS) for determining the composition of the samples quantitatively. High correlation coefficients (r > 0.98) and small cross‐validation prediction errors (< 6%) were obtained for both Raman and FTIR spectral models. The results showed that PLS regression enables crack quantification in ternary mixtures using both Raman and FTIR spectroscopy, allowing for quick medical intervention or determination of the cause of death in cases of cocaine toxicity. The use of Raman and FTIR spectroscopy allows for quick identification of toxic substances using no reagents or markers. This study aimed to apply these techniques to quantify crack and adulterants such as caffeine, lidocaine, and sodium carbonate, in ternary mixtures. PLS regression models using Raman and FTIR spectra predicted the concentration of the crack and adulterants with high correlation (r > 0.98) and small cross‐validation prediction errors (< 6%).
The use of chemicals is often related to suicide attempts and acute poisoning, which account for a significant number of hospital admissions. The differential diagnosis of patients exposed to poisoning is intricate and varies according to the substance used. The identification of drugs and drug abuse in cases of poisoning often requires time-consuming and complex techniques, such as chromatography. The use of vibrational spectroscopy such as Raman spectroscopy and Fourier transform infrared spectroscopy (FTIR) enables the quick identification of toxic substances using no reagents or markers. This study aims to apply these techniques in the long term to identify and quantify substances found at the locations of suicide attempts, poisonings, and even drug consumption sites, including crack samples containing a cocaine base and adulterants commonly seized in drug busts, such as caffeine, lidocaine, and sodium carbonate. In this study, Raman and FTIR spectra of ternary mixtures of crack with caffeine and sodium carbonate and crack with lidocaine and sodium carbonate were obtained. These spectra were used for building multivariate models based on partial least squares (PLS) for determining the composition of the samples quantitatively. High correlation coefficients (r > 0.98) and small cross-validation prediction errors (< 6%) were obtained for both Raman and FTIR spectral models. The results showed that PLS regression enables crack quantification in ternary mixtures using both Raman and FTIR spectroscopy, allowing for quick medical intervention or determination of the cause of death in cases of cocaine toxicity.
The use of chemicals is often related to suicide attempts and acute poisoning, which account for a significant number of hospital admissions. The differential diagnosis of patients exposed to poisoning is intricate and varies according to the substance used. The identification of drugs and drug abuse in cases of poisoning often requires time‐consuming and complex techniques, such as chromatography. The use of vibrational spectroscopy such as Raman spectroscopy and Fourier transform infrared spectroscopy (FTIR) enables the quick identification of toxic substances using no reagents or markers. This study aims to apply these techniques in the long term to identify and quantify substances found at the locations of suicide attempts, poisonings, and even drug consumption sites, including crack samples containing a cocaine base and adulterants commonly seized in drug busts, such as caffeine, lidocaine, and sodium carbonate. In this study, Raman and FTIR spectra of ternary mixtures of crack with caffeine and sodium carbonate and crack with lidocaine and sodium carbonate were obtained. These spectra were used for building multivariate models based on partial least squares (PLS) for determining the composition of the samples quantitatively. High correlation coefficients ( r  > 0.98) and small cross‐validation prediction errors (< 6%) were obtained for both Raman and FTIR spectral models. The results showed that PLS regression enables crack quantification in ternary mixtures using both Raman and FTIR spectroscopy, allowing for quick medical intervention or determination of the cause of death in cases of cocaine toxicity.
Author Novotny, Etelvino Henrique
Oliveira Penido, Ciro Augusto Fernandes
Silveira, Landulfo
Lednev, Igor K.
Pacheco, Marcos Tadeu Tavares
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  givenname: Ciro Augusto Fernandes
  surname: Oliveira Penido
  fullname: Oliveira Penido, Ciro Augusto Fernandes
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  givenname: Marcos Tadeu Tavares
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  fullname: Pacheco, Marcos Tadeu Tavares
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  givenname: Etelvino Henrique
  surname: Novotny
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  givenname: Igor K.
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  surname: Silveira
  fullname: Silveira, Landulfo
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  organization: Universidade Anhembi Morumbi‐UAM, Parque Tecnológico de São José dos Campos
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Cites_doi 10.1111/1556-4029.12666
10.1002/jrs.4826
10.3390/pharmaceutics3030425
10.1002/opph.201500040
10.1016/j.mpmed.2015.11.016
10.1016/j.snb.2014.09.116
10.2174/1573401311666150901221115
10.1366/11-06554
10.1016/S0169-7439(01)00155-1
10.1016/j.jpba.2005.07.030
10.1016/j.addr.2015.04.003
10.1002/jrs.2352
10.1002/cem.1329
10.1016/j.aca.2008.03.051
10.1002/(SICI)1097-4555(200003)31:3<221::AID-JRS518>3.0.CO;2-5
10.1177/0003702816638285
10.1080/00387010.2010.525285
10.3311/PPch.7725
10.1007/s11746-012-2091-1
10.1136/jnnp.2006.088955
10.1016/j.jpba.2016.01.035
10.1111/exd.12542
10.1002/9780470907443
10.1016/j.foodchem.2013.05.106
10.1002/jrs.4444
10.1002/jrs.4864
10.1016/j.microc.2012.03.006
10.1016/j.forsciint.2013.01.043
10.1016/j.jpba.2010.10.029
10.2165/00139709-200524010-00004
10.1002/rcm.7557
10.1590/S0103-50532012005000073
10.1016/j.jpba.2012.03.054
10.1002/jrs.4896
10.1366/11-06310
10.1080/10739149.2012.686356
10.1016/S0955-3959(03)00083-5
10.1002/wics.51
10.1016/j.jpba.2006.07.032
10.1111/j.1365-2125.2012.04229.x
10.5811/westjem.2015.11.26068
10.1016/S1099-4831(09)06704-2
10.1002/9781119962328.ch6a
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References 2009; 40
2003; 14
2016; 30
2011; 55
2016; 70
2013; 8
2007; 78
2014; 23
2005; 24
2015; 89
2009; 96
2010; 24
2011; 65
2010; 2
2012; 23
2012; 66
2001; 58
2016; 47
2016; 44
2009; 67
2015; 59
2012
2013; 109
2011
2013; 226
2015; 10
2016; 122
1996
2005
2013; 141
2004
2015; 207
2010; 81
2016; 17
2011; 3
2014; 45
2016; 12
2012; 73
2006; 40
2015; 60
2013; 73
2000; 31
2008; 615
2011; 44
2009; 7
2016
2015; 117
2013
2007; 43
2016; 27
2012; 89
2012; 43
2012; 40
e_1_2_7_3_1
Frithsen I. L. (e_1_2_7_5_1) 2010; 81
e_1_2_7_9_1
Maldaner A. O. (e_1_2_7_10_1) 2016; 27
e_1_2_7_19_1
e_1_2_7_17_1
e_1_2_7_15_1
e_1_2_7_41_1
e_1_2_7_43_1
e_1_2_7_45_1
e_1_2_7_47_1
e_1_2_7_26_1
e_1_2_7_49_1
e_1_2_7_28_1
Smith F. (e_1_2_7_11_1) 2005
De Luca M. (e_1_2_7_32_1) 2009; 96
Vroegop M. P. (e_1_2_7_7_1) 2009; 67
Olson K. R. (e_1_2_7_4_1) 2004
e_1_2_7_50_1
e_1_2_7_25_1
e_1_2_7_31_1
e_1_2_7_52_1
e_1_2_7_23_1
e_1_2_7_33_1
e_1_2_7_54_1
e_1_2_7_21_1
e_1_2_7_35_1
e_1_2_7_56_1
Maharaj R. (e_1_2_7_14_1) 2009; 7
e_1_2_7_37_1
e_1_2_7_58_1
e_1_2_7_39_1
e_1_2_7_6_1
Baranska M. (e_1_2_7_13_1) 2012; 43
e_1_2_7_8_1
e_1_2_7_16_1
e_1_2_7_40_1
e_1_2_7_2_1
e_1_2_7_12_1
Hughes J. (e_1_2_7_29_1) 2013; 8
e_1_2_7_46_1
e_1_2_7_27_1
Nyquist R. A. (e_1_2_7_42_1) 1996
e_1_2_7_51_1
e_1_2_7_30_1
e_1_2_7_53_1
e_1_2_7_24_1
e_1_2_7_55_1
e_1_2_7_22_1
e_1_2_7_34_1
Castro‐Suarez J. R. (e_1_2_7_36_1) 2013
e_1_2_7_57_1
e_1_2_7_20_1
Moffat A. (e_1_2_7_44_1) 2004
Guerreiro M. C. (e_1_2_7_48_1) 2016
e_1_2_7_38_1
Kamijo Y. (e_1_2_7_18_1) 2015; 117
References_xml – year: 2011
– volume: 40
  start-page: 271
  year: 2006
  publication-title: J. Pharm. Biomed. Anal.
– year: 2005
– volume: 7
  start-page: 8635
  year: 2009
  publication-title: Internet J. Third World Med.
– volume: 59
  start-page: 277
  year: 2015
  publication-title: Period. Polytech. Chem. Eng.
– volume: 141
  start-page: 3066
  year: 2013
  publication-title: Food Chem.
– volume: 67
  start-page: 217
  year: 2009
  publication-title: Alkaloids Chem. Biol.
– volume: 40
  start-page: 1974
  year: 2009
  publication-title: J. Raman Spectrosc.
– volume: 117
  start-page: 299
  year: 2015
  publication-title: Psychiatria et Neurologia Japonica.
– volume: 44
  start-page: 101
  year: 2016
  publication-title: Medicine.
– volume: 8
  year: 2013
  publication-title: PLoS One
– volume: 24
  start-page: 544
  year: 2010
  publication-title: J. Chemometrics.
– start-page: 339
  year: 2012
– volume: 226
  start-page: 282
  year: 2013
  publication-title: Forensic Sci. Int.
– volume: 14
  start-page: 331
  year: 2003
  publication-title: Int. J. Drug Policy.
– volume: 43
  start-page: 102
  year: 2012
  publication-title: Spectrosc
– volume: 615
  start-page: 63
  year: 2008
  publication-title: Anal. Chim. Acta
– volume: 73
  start-page: 3
  year: 2013
  publication-title: J. Pharm. Biomed. Anal.
– volume: 40
  start-page: 441
  year: 2012
  publication-title: Instrum. Sci. Technol.
– start-page: 1877
  year: 2016
– volume: 10
  start-page: 31
  year: 2015
  publication-title: Optik & Photonik.
– volume: 44
  start-page: 229
  year: 2011
  publication-title: Spectrosc. Lett.
– volume: 207
  start-page: 437
  year: 2015
  publication-title: Sens. Actuator B‐Chem.
– year: 2004
– volume: 70
  start-page: 861
  year: 2016
  publication-title: Appl. Spectrosc.
– volume: 43
  start-page: 407
  year: 2007
  publication-title: J. Pharm. Biomed. Anal.
– volume: 30
  start-page: 1295
  year: 2016
  publication-title: Rapid Commun. Mass Spectrom.
– volume: 89
  start-page: 3
  year: 2015
  publication-title: Adv. Drug Delivery Rev.
– volume: 65
  start-page: 1004
  year: 2011
  publication-title: Appl. Spectrosc.
– volume: 47
  start-page: 757
  year: 2016
  publication-title: J. Raman Spectrosc.
– volume: 81
  start-page: 316
  year: 2010
  publication-title: Am. Fam. Physician.
– volume: 78
  start-page: 437
  year: 2007
  publication-title: J. Neurol. Neurosurg. Psychiatry.
– volume: 58
  start-page: 109
  year: 2001
  publication-title: Chemometr. Intell. Lab.
– year: 1996
– volume: 45
  start-page: 253
  year: 2014
  publication-title: J. Raman Spectrosc.
– volume: 60
  start-page: 171
  year: 2015
  publication-title: J. Forensic Sci.
– volume: 47
  start-page: 28
  year: 2016
  publication-title: J. Raman Spectrosc.
– volume: 24
  start-page: 51
  year: 2005
  publication-title: Toxicol. Rev.
– volume: 3
  start-page: 425
  year: 2011
  publication-title: Pharmaceutics.
– volume: 122
  start-page: 157
  year: 2016
  publication-title: J. Pharm. Biomed. Anal.
– volume: 66
  start-page: 530
  year: 2012
  publication-title: Appl. Spectrosc.
– volume: 55
  start-page: 645
  year: 2011
  publication-title: J. Pharm. Biomed. Anal.
– volume: 89
  start-page: 1807
  year: 2012
  publication-title: J. Am. Oil Chem. Soc.
– volume: 12
  start-page: 65
  year: 2016
  publication-title: Curr. Nutr. Food. Sci.
– volume: 47
  start-page: 39
  year: 2016
  publication-title: J. Raman Spectrosc.
– volume: 2
  start-page: 97
  year: 2010
  publication-title: Wiley Interdiscip. Rev. Comput. Stat.
– volume: 73
  start-page: 878
  year: 2012
  publication-title: Br. J. Clin. Pharmacol.
– volume: 23
  start-page: 2003
  year: 2012
  publication-title: J. Braz. Chem. Soc.
– volume: 109
  start-page: 170
  year: 2013
  publication-title: Microchem. J.
– volume: 67
  start-page: 122
  year: 2009
  publication-title: Neth. J. Med.
– volume: 17
  start-page: 75
  year: 2016
  publication-title: West. J. Emerg. Med.
– volume: 31
  start-page: 221
  year: 2000
  publication-title: J. Raman Spectrosc.
– volume: 27
  start-page: 719
  year: 2016
  publication-title: J. Braz. Chem. Soc.
– volume: 23
  start-page: 942
  year: 2014
  publication-title: Exp. Dermatol.
– volume: 96
  start-page: 14
  year: 2009
  publication-title: Comput. Methods. Appl. Mech. Eng.
– year: 2013
– ident: e_1_2_7_19_1
  doi: 10.1111/1556-4029.12666
– volume: 43
  start-page: 102
  year: 2012
  ident: e_1_2_7_13_1
  publication-title: Spectrosc
– ident: e_1_2_7_12_1
  doi: 10.1002/jrs.4826
– ident: e_1_2_7_27_1
  doi: 10.3390/pharmaceutics3030425
– volume: 7
  start-page: 8635
  year: 2009
  ident: e_1_2_7_14_1
  publication-title: Internet J. Third World Med.
– ident: e_1_2_7_26_1
  doi: 10.1002/opph.201500040
– ident: e_1_2_7_2_1
  doi: 10.1016/j.mpmed.2015.11.016
– ident: e_1_2_7_30_1
  doi: 10.1016/j.snb.2014.09.116
– ident: e_1_2_7_33_1
  doi: 10.2174/1573401311666150901221115
– ident: e_1_2_7_38_1
  doi: 10.1366/11-06554
– ident: e_1_2_7_49_1
  doi: 10.1016/S0169-7439(01)00155-1
– ident: e_1_2_7_50_1
  doi: 10.1016/j.jpba.2005.07.030
– ident: e_1_2_7_56_1
  doi: 10.1016/j.addr.2015.04.003
– ident: e_1_2_7_20_1
  doi: 10.1002/jrs.2352
– ident: e_1_2_7_40_1
  doi: 10.1002/cem.1329
– ident: e_1_2_7_45_1
  doi: 10.1016/j.aca.2008.03.051
– ident: e_1_2_7_24_1
  doi: 10.1002/(SICI)1097-4555(200003)31:3<221::AID-JRS518>3.0.CO;2-5
– volume: 81
  start-page: 316
  year: 2010
  ident: e_1_2_7_5_1
  publication-title: Am. Fam. Physician.
– start-page: 1877
  volume-title: Analytical Separation Science
  year: 2016
  ident: e_1_2_7_48_1
– ident: e_1_2_7_17_1
  doi: 10.1177/0003702816638285
– ident: e_1_2_7_28_1
  doi: 10.1080/00387010.2010.525285
– ident: e_1_2_7_31_1
  doi: 10.3311/PPch.7725
– ident: e_1_2_7_54_1
  doi: 10.1007/s11746-012-2091-1
– ident: e_1_2_7_22_1
  doi: 10.1136/jnnp.2006.088955
– volume: 8
  year: 2013
  ident: e_1_2_7_29_1
  publication-title: PLoS One
– ident: e_1_2_7_34_1
  doi: 10.1016/j.jpba.2016.01.035
– ident: e_1_2_7_58_1
  doi: 10.1111/exd.12542
– ident: e_1_2_7_35_1
  doi: 10.1002/9780470907443
– ident: e_1_2_7_53_1
  doi: 10.1016/j.foodchem.2013.05.106
– ident: e_1_2_7_16_1
  doi: 10.1002/jrs.4444
– ident: e_1_2_7_21_1
  doi: 10.1002/jrs.4864
– volume: 27
  start-page: 719
  year: 2016
  ident: e_1_2_7_10_1
  publication-title: J. Braz. Chem. Soc.
– ident: e_1_2_7_41_1
  doi: 10.1016/j.microc.2012.03.006
– volume-title: Clarke's Analysis of Drugs and Poisons
  year: 2004
  ident: e_1_2_7_44_1
– volume-title: Multivariate Analysis in Management, Engineering and the Sciences
  year: 2013
  ident: e_1_2_7_36_1
– ident: e_1_2_7_47_1
  doi: 10.1016/j.forsciint.2013.01.043
– ident: e_1_2_7_46_1
  doi: 10.1016/j.jpba.2010.10.029
– volume: 96
  start-page: 14
  year: 2009
  ident: e_1_2_7_32_1
  publication-title: Comput. Methods. Appl. Mech. Eng.
– volume-title: Handbook of Forensic Drug Analysis
  year: 2005
  ident: e_1_2_7_11_1
– ident: e_1_2_7_9_1
  doi: 10.2165/00139709-200524010-00004
– ident: e_1_2_7_6_1
  doi: 10.1002/rcm.7557
– ident: e_1_2_7_39_1
  doi: 10.1590/S0103-50532012005000073
– ident: e_1_2_7_51_1
  doi: 10.1016/j.jpba.2012.03.054
– ident: e_1_2_7_57_1
  doi: 10.1002/jrs.4896
– ident: e_1_2_7_55_1
  doi: 10.1366/11-06310
– ident: e_1_2_7_25_1
  doi: 10.1080/10739149.2012.686356
– ident: e_1_2_7_23_1
  doi: 10.1016/S0955-3959(03)00083-5
– volume: 117
  start-page: 299
  year: 2015
  ident: e_1_2_7_18_1
  publication-title: Psychiatria et Neurologia Japonica.
– ident: e_1_2_7_37_1
  doi: 10.1002/wics.51
– ident: e_1_2_7_52_1
  doi: 10.1016/j.jpba.2006.07.032
– ident: e_1_2_7_3_1
  doi: 10.1111/j.1365-2125.2012.04229.x
– ident: e_1_2_7_8_1
  doi: 10.5811/westjem.2015.11.26068
– ident: e_1_2_7_43_1
  doi: 10.1016/S1099-4831(09)06704-2
– ident: e_1_2_7_15_1
  doi: 10.1002/9781119962328.ch6a
– volume: 67
  start-page: 122
  year: 2009
  ident: e_1_2_7_7_1
  publication-title: Neth. J. Med.
– volume-title: Poisoning & Drug Overdose
  year: 2004
  ident: e_1_2_7_4_1
– volume-title: Handbook of Infrared and Raman Spectra of Inorganic Compounds and Organic Salts
  year: 1996
  ident: e_1_2_7_42_1
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Snippet The use of chemicals is often related to suicide attempts and acute poisoning, which account for a significant number of hospital admissions. The differential...
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SubjectTerms Adulterants
Caffeine
Cocaine
Correlation coefficient
Correlation coefficients
crack
Differential diagnosis
Drug abuse
Fourier transforms
Infrared spectroscopy
intoxication
Least squares method
Lidocaine
multivariate regression
Narcotics
partial least squares
Poisoning
quantification
Raman spectroscopy
Reagents
Regression analysis
Sodium
Sodium carbonate
Spectra
Spectrum analysis
Substance use
Suicide
Suicides & suicide attempts
Toxic substances
Toxicity
vibrational spectroscopy
Title Quantification of cocaine in ternary mixtures using partial least squares regression applied to Raman and Fourier transform infrared spectroscopy
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Volume 48
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