Quantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometria
| Ano de defesa: | 2022 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | , |
| Tipo de documento: | Dissertação |
| Tipo de acesso: | Acesso embargado |
| Idioma: | por |
| Instituição de defesa: |
Universidade Estadual da Paraíba
|
| Programa de Pós-Graduação: |
Programa de Pós-Graduação em Química - PPGQ
|
| Departamento: |
Pró-Reitoria de Pós-Graduação e Pesquisa - PRPGP
|
| País: |
BR
|
| Palavras-chave em Português: | |
| Palavras-chave em Inglês: | |
| Área do conhecimento CNPq: | |
| Link de acesso: | https://repositorio.uepb.edu.br/handle/123456789/73651 |
Resumo: | The genus Jatropha belongs to the Euphorbiaceae family and has about 175 species that are widely distributed in tropical and subtropical regions of Africa and the Americas. Jatropha mollissima (Pohl) Baill, popularly known in northeastern Brazil as Pinhão Bravo, is a plant traditionally used in folk medicine for the treatment of several diseases, for its antibacterial, antiphidic, and antioxidant effects, among others. Among the secondary metabolites found in this species are flavonoids, phenols, and tannins, which can vary in concentration depending on variables such as planting location, sap collection season, rainfall rate, among others. The quantification of these substances is usually performed by UV-visible spectroscopy and High Performance Liquid Chromatography (HPLC), however, despite being well known and reliable, they require several steps of sample preparation. The objective of this work was to develop a method based on near and mid infrared spectroscopy (NIR) and chemometric methods for the fast and non-destructive quantification of these metabolites in samples of the sap of the species J. mollissima, collected in 3 different regions of the state of Paraíba. All samples were analyzed by the reference colorimetric method (Uv-vis) and had their NIR and MID spectra recorded. The analyses of the samples by colorimetric methods indicated total tannin contents ranging from approximately 18.4 to 597 µg.mL-1 , total flavonoids ranging from 0.91 to 6.94 µg.mL-1 , and polyphenols content ranging from approximately 0.03 to 55.17 µg.mL-1 . To build the multivariate calibration model, the data sets (NIR and MID) were split into calibration and prediction using the SPXy algorithm. The multivariate calibration models by Partial Least Squares (PLS) were built using the PLS-Toolbox extension of MATLAB. For flavonoids the best model was built with the mid-infrared data (RMSEP=0.75 µg mL-1), whereas for tannin and polyphenols the best models were obtained for NIR data, RMSEP of 54.28 and 5.87 µg mL-1, respectively. All models were built using 7 latent variables and validated by full crossvalidation. No work was found in the literature that performed the quantification of polyphenols, flavonoids and tannins using infrared spectroscopy and multivariate calibration methods for the species J. mollisima. However when compared with PLS models for determination of these metabolites in other natural product samples the errors were comparable. |
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2023-04-18T20:30:14Z2026-02-27T12:24:50Z2999-12-312022-12-12SILVA, Tiago dos Santos. Quantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometria. 2023. 91 p. Dissertação (Programa de Pós-Graduação em Química - PPGQ) - Universidade Estadual da Paraíba, Campina Grande, 2022.https://repositorio.uepb.edu.br/handle/123456789/7365124004014070P5The genus Jatropha belongs to the Euphorbiaceae family and has about 175 species that are widely distributed in tropical and subtropical regions of Africa and the Americas. Jatropha mollissima (Pohl) Baill, popularly known in northeastern Brazil as Pinhão Bravo, is a plant traditionally used in folk medicine for the treatment of several diseases, for its antibacterial, antiphidic, and antioxidant effects, among others. Among the secondary metabolites found in this species are flavonoids, phenols, and tannins, which can vary in concentration depending on variables such as planting location, sap collection season, rainfall rate, among others. The quantification of these substances is usually performed by UV-visible spectroscopy and High Performance Liquid Chromatography (HPLC), however, despite being well known and reliable, they require several steps of sample preparation. The objective of this work was to develop a method based on near and mid infrared spectroscopy (NIR) and chemometric methods for the fast and non-destructive quantification of these metabolites in samples of the sap of the species J. mollissima, collected in 3 different regions of the state of Paraíba. All samples were analyzed by the reference colorimetric method (Uv-vis) and had their NIR and MID spectra recorded. The analyses of the samples by colorimetric methods indicated total tannin contents ranging from approximately 18.4 to 597 µg.mL-1 , total flavonoids ranging from 0.91 to 6.94 µg.mL-1 , and polyphenols content ranging from approximately 0.03 to 55.17 µg.mL-1 . To build the multivariate calibration model, the data sets (NIR and MID) were split into calibration and prediction using the SPXy algorithm. The multivariate calibration models by Partial Least Squares (PLS) were built using the PLS-Toolbox extension of MATLAB. For flavonoids the best model was built with the mid-infrared data (RMSEP=0.75 µg mL-1), whereas for tannin and polyphenols the best models were obtained for NIR data, RMSEP of 54.28 and 5.87 µg mL-1, respectively. All models were built using 7 latent variables and validated by full crossvalidation. No work was found in the literature that performed the quantification of polyphenols, flavonoids and tannins using infrared spectroscopy and multivariate calibration methods for the species J. mollisima. However when compared with PLS models for determination of these metabolites in other natural product samples the errors were comparable.O gênero Jatropha pertence à família Euphorbiaceae e possui cerca de 175 espécies que são amplamente distribuídas em regiões tropicais e subtropicais da África e Américas. A Jatropha mollissima (Pohl) Baill, conhecida popularmente no nordeste brasileiro como pinhão bravo, é uma planta utilizada tradicionalmente na medicina popular para o tratamento de várias doenças, por apresentar efeitos antibacterianos, antiofídico, antioxidante, entre outros. Dentre os metabólitos secundários encontrados nesta espécie estão os flavonoides, fenóis e taninos que podem variar em concentração dependendo de variáveis como o local de plantio, época de coleta da seiva, índice pluviométrico, entre outros. A quantificação destes, geralmente é realizada por espectroscopia no UV-visível e por Cromatografia Líquida de Alta Eficiência (CLAE), porém, apesar de bastante conhecidas e confiáveis, necessitam de diversas etapas de preparo das amostras. Diante do exposto, o objetivo deste trabalho foi desenvolver um método baseado na espectroscopia no infravermelho próximo (NIR) e médio (MIR) e métodos quimiométricos para a quantificação rápida e não destrutiva destes metabólitos em amostras da seiva da espécie J. mollissima, coletadas em 3 regiões diferentes do estado da Paraíba. Todas as amostras foram analisadas pelo método colorimétrico de referência (uv-vis) e tiveram seus espectros NIR e MID registrados. As análises das amostras pelos métodos colorimétricos indicaram teores de taninos totais variando de aproximadamente 18,4 a 597 µg.mL-1, flavonoides totais variando de 0,91 a 6,94 µg.mL-1, e o teor de polifenois variando de aproximadamente 0,03 a 55,17 µg.mL-1. Para a construção do modelo de calibração multivariada, os conjuntos de dados (NIR e MID) foram divididos em calibração e predição utilizando o algoritmo SPXy. Os modelos de calibração multivariada por Mínimos Quadrados Parciais (PLS) foram construídos utilizando a extensão PLS-Toolbox do MATLAB. Para flavonoides o melhor modelo foi construído com os dados de infravermelho médio (RMSEP=0,75 µg mL-1), já para tanino e polifenóis os melhores modelos foram obtidos para os dados NIR, RMSEP de 54,28 e 5,87 µg mL-1, respectivamente. Todos os modelos foram construídos utilizando 7 variáveis latentes e validados por validação cruzada completa. Não foram encontrados na literatura trabalhos que realizassem a quantificação de polifenois, flavonoides e taninos, utilizando a espectroscopia no infravermelho e métodos de calibração multivariada para a espécie J. mollisima. No entanto quando comparados com modelos PLS para determinação destes metabólitos em outras amostras de produtos naturais os erros foram comparáveis.application/pdfUniversidade Estadual da ParaíbaPrograma de Pós-Graduação em Química - PPGQUEPBBRPró-Reitoria de Pós-Graduação e Pesquisa - PRPGPPró-Reitoria de Pós-Graduação e Pesquisa - PRPGPMIRPLSQUIMICAPinhão-BravoMetabólitos secundáriosCalibração multivariadaNIRQuantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometriainfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisDiniz, Paulo Henrique Gonçalves Diashttp://lattes.cnpq.br/6127798396853765Pontes, Liliana de Fátima Bezerra Lira dehttp://lattes.cnpq.br/0438588394065892Simões, Simone da Silvahttp://lattes.cnpq.br/8054994629202655http://lattes.cnpq.br/7501652810316166Silva, Tiago dos Santosinfo:eu-repo/semantics/embargoedAccessporreponame:Repositório Institucional da Universidade Estadual da Paraíba (UEPB)instname:Universidade Estadual da Paraíba (UEPB)instacron:UEPBTHUMBNAILDS - Tiago dos Santos Silva.jpgDS - Tiago dos Santos Silva.jpgGenerated Thumbnailimage/jpeg2841https://repositorio.uepb.edu.br/bitstreams/d9020232-9a2d-456e-9327-e80692dd0c53/download69205e3189c4b4e0a8ae1706993c2d15MD57falseAnonymousREADTermo de depósito BDTD.jpgTermo de depósito BDTD.jpgGenerated Thumbnailimage/jpeg4935https://repositorio.uepb.edu.br/bitstreams/0d08893e-d1a4-47d0-a94d-fbe36c321ef8/download4d88ba33776863eb92206d3616305b4bMD58falseAnonymousREAD2999-12-31LICENSElicense.txtlicense.txttext/plain; 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| dc.title.none.fl_str_mv |
Quantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometria |
| title |
Quantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometria |
| spellingShingle |
Quantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometria Silva, Tiago dos Santos MIR PLS QUIMICA Pinhão-Bravo Metabólitos secundários Calibração multivariada NIR |
| title_short |
Quantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometria |
| title_full |
Quantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometria |
| title_fullStr |
Quantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometria |
| title_full_unstemmed |
Quantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometria |
| title_sort |
Quantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometria |
| author |
Silva, Tiago dos Santos |
| author_facet |
Silva, Tiago dos Santos |
| author_role |
author |
| dc.contributor.referee1.fl_str_mv |
Diniz, Paulo Henrique Gonçalves Dias |
| dc.contributor.referee1Lattes.fl_str_mv |
http://lattes.cnpq.br/6127798396853765 |
| dc.contributor.referee2.fl_str_mv |
Pontes, Liliana de Fátima Bezerra Lira de |
| dc.contributor.referee2Lattes.fl_str_mv |
http://lattes.cnpq.br/0438588394065892 |
| dc.contributor.advisor1.fl_str_mv |
Simões, Simone da Silva |
| dc.contributor.advisor1Lattes.fl_str_mv |
http://lattes.cnpq.br/8054994629202655 |
| dc.contributor.authorLattes.fl_str_mv |
http://lattes.cnpq.br/7501652810316166 |
| dc.contributor.author.fl_str_mv |
Silva, Tiago dos Santos |
| contributor_str_mv |
Diniz, Paulo Henrique Gonçalves Dias Pontes, Liliana de Fátima Bezerra Lira de Simões, Simone da Silva |
| dc.subject.eng.fl_str_mv |
MIR PLS |
| topic |
MIR PLS QUIMICA Pinhão-Bravo Metabólitos secundários Calibração multivariada NIR |
| dc.subject.cnpq.fl_str_mv |
QUIMICA |
| dc.subject.por.fl_str_mv |
Pinhão-Bravo Metabólitos secundários Calibração multivariada NIR |
| description |
The genus Jatropha belongs to the Euphorbiaceae family and has about 175 species that are widely distributed in tropical and subtropical regions of Africa and the Americas. Jatropha mollissima (Pohl) Baill, popularly known in northeastern Brazil as Pinhão Bravo, is a plant traditionally used in folk medicine for the treatment of several diseases, for its antibacterial, antiphidic, and antioxidant effects, among others. Among the secondary metabolites found in this species are flavonoids, phenols, and tannins, which can vary in concentration depending on variables such as planting location, sap collection season, rainfall rate, among others. The quantification of these substances is usually performed by UV-visible spectroscopy and High Performance Liquid Chromatography (HPLC), however, despite being well known and reliable, they require several steps of sample preparation. The objective of this work was to develop a method based on near and mid infrared spectroscopy (NIR) and chemometric methods for the fast and non-destructive quantification of these metabolites in samples of the sap of the species J. mollissima, collected in 3 different regions of the state of Paraíba. All samples were analyzed by the reference colorimetric method (Uv-vis) and had their NIR and MID spectra recorded. The analyses of the samples by colorimetric methods indicated total tannin contents ranging from approximately 18.4 to 597 µg.mL-1 , total flavonoids ranging from 0.91 to 6.94 µg.mL-1 , and polyphenols content ranging from approximately 0.03 to 55.17 µg.mL-1 . To build the multivariate calibration model, the data sets (NIR and MID) were split into calibration and prediction using the SPXy algorithm. The multivariate calibration models by Partial Least Squares (PLS) were built using the PLS-Toolbox extension of MATLAB. For flavonoids the best model was built with the mid-infrared data (RMSEP=0.75 µg mL-1), whereas for tannin and polyphenols the best models were obtained for NIR data, RMSEP of 54.28 and 5.87 µg mL-1, respectively. All models were built using 7 latent variables and validated by full crossvalidation. No work was found in the literature that performed the quantification of polyphenols, flavonoids and tannins using infrared spectroscopy and multivariate calibration methods for the species J. mollisima. However when compared with PLS models for determination of these metabolites in other natural product samples the errors were comparable. |
| publishDate |
2022 |
| dc.date.issued.fl_str_mv |
2022-12-12 |
| dc.date.accessioned.fl_str_mv |
2023-04-18T20:30:14Z 2026-02-27T12:24:50Z |
| dc.date.available.fl_str_mv |
2999-12-31 |
| dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
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info:eu-repo/semantics/masterThesis |
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masterThesis |
| status_str |
publishedVersion |
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SILVA, Tiago dos Santos. Quantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometria. 2023. 91 p. Dissertação (Programa de Pós-Graduação em Química - PPGQ) - Universidade Estadual da Paraíba, Campina Grande, 2022. |
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https://repositorio.uepb.edu.br/handle/123456789/73651 |
| dc.identifier.capesdegreeprogramcode.none.fl_str_mv |
24004014070P5 |
| identifier_str_mv |
SILVA, Tiago dos Santos. Quantificação de polifenois, taninos e flavonoides na seiva de Jatropha mollissima (Pohl) Baill utilizando espectroscopia no infravermelho e quimiometria. 2023. 91 p. Dissertação (Programa de Pós-Graduação em Química - PPGQ) - Universidade Estadual da Paraíba, Campina Grande, 2022. 24004014070P5 |
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https://repositorio.uepb.edu.br/handle/123456789/73651 |
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por |
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por |
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info:eu-repo/semantics/embargoedAccess |
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embargoedAccess |
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application/pdf |
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Universidade Estadual da Paraíba |
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Programa de Pós-Graduação em Química - PPGQ |
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UEPB |
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BR |
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Pró-Reitoria de Pós-Graduação e Pesquisa - PRPGP Pró-Reitoria de Pós-Graduação e Pesquisa - PRPGP |
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Universidade Estadual da Paraíba |
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reponame:Repositório Institucional da Universidade Estadual da Paraíba (UEPB) instname:Universidade Estadual da Paraíba (UEPB) instacron:UEPB |
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Repositório Institucional da Universidade Estadual da Paraíba (UEPB) |
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| repository.name.fl_str_mv |
Repositório Institucional da Universidade Estadual da Paraíba (UEPB) - Universidade Estadual da Paraíba (UEPB) |
| repository.mail.fl_str_mv |
sibuepb@setor.uepb.edu.br |
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1865082719393808384 |