APPLICATION OF MULTIVARIATE ANALYSIS ON DIGITAL IMAGES OF CANNABIS SATIVA L EXTRACTS

Detalhes bibliográficos
Autor(a) principal: Duarte, Jonathaline Apollo
Data de Publicação: 2020
Outros Autores: Gonzalez, Marina, Gorziza, Roberta Petry, Caffarate, Luiza Manica, dos Santos, Leonardo Correa Venturini, Buttenbender, Sabrina Laiz, Ramos, Mariana Fernandes, Camargo, Flavio Anastácio de Oliveira, Ferrão, Marco Flôres, Limberger, Renata Pereira
Tipo de documento: Artigo
Idioma: por
Título da fonte: Revista Brasileira de Ciências Policiais (Online)
Texto Completo: https://periodicos.pf.gov.br/index.php/RBCP/article/view/729
Resumo: Cannabis sativa L is one of the most used drugs in the world. Information about the plant’s age and storage can help forensic scientists to identify and to track samples. The ratio between the cannabinoids tetrahydrocannabinol (THC) and cannabinol (CBN) has been related to the degradation of cannabis with time. Thus, this study aimed to test Multivariate Image Analysis (MIA) to evaluate cannabis extracts concerning its colors. Initially, 52 samples of Cannabis sativa L. extracts were analyzed by Gas Chromatography coupled to Flame Ionization Detector (GC/FID) to quantify THC and CBN. Afterwards, the extract samples were photographed and analyzed by two different multivariate analysis tools: ChemoStat®, a free chemometrics software, and PhotoMetrix PRO®, an app for mobile devices. Using exploratory analysis of principal component analysis (PCA) and hierarchical cluster analysis (HCA). It was observed that the more intense the color for an extract, the higher concentration of THC and CBN it has, while the lighter color extracts correspond to samples with no THC. The results suggest to propose a simple method for previous clustering of samples that may precede chromatographic analyzes, assist in chemical profile studies or simply aggregate samples of similar profiles for analyzed together.
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spelling APPLICATION OF MULTIVARIATE ANALYSIS ON DIGITAL IMAGES OF CANNABIS SATIVA L EXTRACTSCannabis sativa L. Marijuana. Chemometrics. PCA. HCA. GC-FIDCannabis sativa L is one of the most used drugs in the world. Information about the plant’s age and storage can help forensic scientists to identify and to track samples. The ratio between the cannabinoids tetrahydrocannabinol (THC) and cannabinol (CBN) has been related to the degradation of cannabis with time. Thus, this study aimed to test Multivariate Image Analysis (MIA) to evaluate cannabis extracts concerning its colors. Initially, 52 samples of Cannabis sativa L. extracts were analyzed by Gas Chromatography coupled to Flame Ionization Detector (GC/FID) to quantify THC and CBN. Afterwards, the extract samples were photographed and analyzed by two different multivariate analysis tools: ChemoStat®, a free chemometrics software, and PhotoMetrix PRO®, an app for mobile devices. Using exploratory analysis of principal component analysis (PCA) and hierarchical cluster analysis (HCA). It was observed that the more intense the color for an extract, the higher concentration of THC and CBN it has, while the lighter color extracts correspond to samples with no THC. The results suggest to propose a simple method for previous clustering of samples that may precede chromatographic analyzes, assist in chemical profile studies or simply aggregate samples of similar profiles for analyzed together.ANP Editora2020-09-30info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionPeer-reviewed articleArtigo avaliado pelos paresPesquisa Empírica de CampoArtículo revisado por paresArticle revu par des pairsArticolo sottoposto a revisione paritariaapplication/pdfhttps://periodicos.pf.gov.br/index.php/RBCP/article/view/72910.31412/rbcp.v11i3.729Rivista Brasiliana di Scienza di Polizia; V. 11 N. 3 (2020): La Criminal Forensics come strumento per la promozione dei diritti umani; 25-48Brazilian Journal of Police Sciences; Vol. 11 No. 3 (2020): Criminal Forensics as an instrument for the promotion of human rights; 25-48Revista Brasileña de Ciencias Policiales; Vol. 11 Núm. 3 (2020): La Criminalística Forense como instrumento para la promoción de los derechos humanos; 25-48Revista Brasileira de Ciências Policiais; v. 11 n. 3 (2020): A Perícia Criminal como instrumento de promoção dos direitos humanos; 25-48Revue Brésilienne des Sciences Policières; Vol. 11 No. 3 (2020): Criminal Forensics comme instrument de promotion des droits de l'homme; 25-482318-69172178-001310.31412/rbcp.v11i3reponame:Revista Brasileira de Ciências Policiais (Online)instname:Academia Nacional de Polícia (ANP)instacron:ANPporhttps://periodicos.pf.gov.br/index.php/RBCP/article/view/729/42610.31412/rbcp.v11i3.729.g426Duarte, Jonathaline ApolloGonzalez, MarinaGorziza, Roberta PetryCaffarate, Luiza Manicados Santos, Leonardo Correa VenturiniButtenbender, Sabrina LaizRamos, Mariana FernandesCamargo, Flavio Anastácio de OliveiraFerrão, Marco FlôresLimberger, Renata Pereirainfo:eu-repo/semantics/openAccess2022-08-16T16:37:05Zoai:ojs.pkp.sfu.ca:article/729Revistahttps://periodicos.pf.gov.br/index.php/RBCPPUBhttps://periodicos.pf.gov.br/index.php/RBCP/oaipublicacesp.anp@dpf.gov.br2318-69172178-0013opendoar:2022-08-16T16:37:05Revista Brasileira de Ciências Policiais (Online) - Academia Nacional de Polícia (ANP)false
dc.title.none.fl_str_mv APPLICATION OF MULTIVARIATE ANALYSIS ON DIGITAL IMAGES OF CANNABIS SATIVA L EXTRACTS
title APPLICATION OF MULTIVARIATE ANALYSIS ON DIGITAL IMAGES OF CANNABIS SATIVA L EXTRACTS
spellingShingle APPLICATION OF MULTIVARIATE ANALYSIS ON DIGITAL IMAGES OF CANNABIS SATIVA L EXTRACTS
Duarte, Jonathaline Apollo
Cannabis sativa L. Marijuana. Chemometrics. PCA. HCA. GC-FID
title_short APPLICATION OF MULTIVARIATE ANALYSIS ON DIGITAL IMAGES OF CANNABIS SATIVA L EXTRACTS
title_full APPLICATION OF MULTIVARIATE ANALYSIS ON DIGITAL IMAGES OF CANNABIS SATIVA L EXTRACTS
title_fullStr APPLICATION OF MULTIVARIATE ANALYSIS ON DIGITAL IMAGES OF CANNABIS SATIVA L EXTRACTS
title_full_unstemmed APPLICATION OF MULTIVARIATE ANALYSIS ON DIGITAL IMAGES OF CANNABIS SATIVA L EXTRACTS
title_sort APPLICATION OF MULTIVARIATE ANALYSIS ON DIGITAL IMAGES OF CANNABIS SATIVA L EXTRACTS
author Duarte, Jonathaline Apollo
author_facet Duarte, Jonathaline Apollo
Gonzalez, Marina
Gorziza, Roberta Petry
Caffarate, Luiza Manica
dos Santos, Leonardo Correa Venturini
Buttenbender, Sabrina Laiz
Ramos, Mariana Fernandes
Camargo, Flavio Anastácio de Oliveira
Ferrão, Marco Flôres
Limberger, Renata Pereira
author_role author
author2 Gonzalez, Marina
Gorziza, Roberta Petry
Caffarate, Luiza Manica
dos Santos, Leonardo Correa Venturini
Buttenbender, Sabrina Laiz
Ramos, Mariana Fernandes
Camargo, Flavio Anastácio de Oliveira
Ferrão, Marco Flôres
Limberger, Renata Pereira
author2_role author
author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Duarte, Jonathaline Apollo
Gonzalez, Marina
Gorziza, Roberta Petry
Caffarate, Luiza Manica
dos Santos, Leonardo Correa Venturini
Buttenbender, Sabrina Laiz
Ramos, Mariana Fernandes
Camargo, Flavio Anastácio de Oliveira
Ferrão, Marco Flôres
Limberger, Renata Pereira
dc.subject.por.fl_str_mv Cannabis sativa L. Marijuana. Chemometrics. PCA. HCA. GC-FID
topic Cannabis sativa L. Marijuana. Chemometrics. PCA. HCA. GC-FID
description Cannabis sativa L is one of the most used drugs in the world. Information about the plant’s age and storage can help forensic scientists to identify and to track samples. The ratio between the cannabinoids tetrahydrocannabinol (THC) and cannabinol (CBN) has been related to the degradation of cannabis with time. Thus, this study aimed to test Multivariate Image Analysis (MIA) to evaluate cannabis extracts concerning its colors. Initially, 52 samples of Cannabis sativa L. extracts were analyzed by Gas Chromatography coupled to Flame Ionization Detector (GC/FID) to quantify THC and CBN. Afterwards, the extract samples were photographed and analyzed by two different multivariate analysis tools: ChemoStat®, a free chemometrics software, and PhotoMetrix PRO®, an app for mobile devices. Using exploratory analysis of principal component analysis (PCA) and hierarchical cluster analysis (HCA). It was observed that the more intense the color for an extract, the higher concentration of THC and CBN it has, while the lighter color extracts correspond to samples with no THC. The results suggest to propose a simple method for previous clustering of samples that may precede chromatographic analyzes, assist in chemical profile studies or simply aggregate samples of similar profiles for analyzed together.
publishDate 2020
dc.date.none.fl_str_mv 2020-09-30
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
Peer-reviewed article
Artigo avaliado pelos pares
Pesquisa Empírica de Campo
Artículo revisado por pares
Article revu par des pairs
Articolo sottoposto a revisione paritaria
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://periodicos.pf.gov.br/index.php/RBCP/article/view/729
10.31412/rbcp.v11i3.729
url https://periodicos.pf.gov.br/index.php/RBCP/article/view/729
identifier_str_mv 10.31412/rbcp.v11i3.729
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv https://periodicos.pf.gov.br/index.php/RBCP/article/view/729/426
10.31412/rbcp.v11i3.729.g426
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv ANP Editora
publisher.none.fl_str_mv ANP Editora
dc.source.none.fl_str_mv Rivista Brasiliana di Scienza di Polizia; V. 11 N. 3 (2020): La Criminal Forensics come strumento per la promozione dei diritti umani; 25-48
Brazilian Journal of Police Sciences; Vol. 11 No. 3 (2020): Criminal Forensics as an instrument for the promotion of human rights; 25-48
Revista Brasileña de Ciencias Policiales; Vol. 11 Núm. 3 (2020): La Criminalística Forense como instrumento para la promoción de los derechos humanos; 25-48
Revista Brasileira de Ciências Policiais; v. 11 n. 3 (2020): A Perícia Criminal como instrumento de promoção dos direitos humanos; 25-48
Revue Brésilienne des Sciences Policières; Vol. 11 No. 3 (2020): Criminal Forensics comme instrument de promotion des droits de l'homme; 25-48
2318-6917
2178-0013
10.31412/rbcp.v11i3
reponame:Revista Brasileira de Ciências Policiais (Online)
instname:Academia Nacional de Polícia (ANP)
instacron:ANP
instname_str Academia Nacional de Polícia (ANP)
instacron_str ANP
institution ANP
reponame_str Revista Brasileira de Ciências Policiais (Online)
collection Revista Brasileira de Ciências Policiais (Online)
repository.name.fl_str_mv Revista Brasileira de Ciências Policiais (Online) - Academia Nacional de Polícia (ANP)
repository.mail.fl_str_mv publicacesp.anp@dpf.gov.br
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