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PARAFAC HPLC-DAD metabolomic fingerprint investigation of reference and crossed coffees
In this study two cultivars of Coffea arabica L., Bourbon (reference) and IPR101 (crossing) were analyzed. The extracts were prepared according to a simplex centroid design with four components, ethanol, ethyl acetate, dichloromethane, and hexane. Multiway data were obtained by HPLC-DAD analysis of...
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Published in: | Food research international 2018-11, Vol.113, p.9-17 |
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description | In this study two cultivars of Coffea arabica L., Bourbon (reference) and IPR101 (crossing) were analyzed. The extracts were prepared according to a simplex centroid design with four components, ethanol, ethyl acetate, dichloromethane, and hexane. Multiway data were obtained by HPLC-DAD analysis of the fifteen different mixtures for each cultivar. The PARAFAC methodology was used to investigate the chromatographic fingerprint. For both cultivars, Factor 1 was able to discriminate mixtures containing ethyl acetate as solvent. Factor 2 indicated that mixtures in pure ethanol and binary mixtures containing ethanol were the most efficient in extracting chlorogenic acids and factor 3 identified methylxanthines through spectrophotometric profile in all mixtures. Higher concentrations were obtained by the ethanol, dichloromethane and hexane ternary mixture for the Bourbon cultivar and by the quaternary mixture of these solvents with ethyl acetate for the IPR101 cultivar. Trigonelline and cafestol were extracted in both cultivars. The reference coffee showed higher relative abundances of cafestol ester, chlorogenic acids and trigonelline whereas the crossed coffee showed higher levels of caffeine. To confirm these results, UPLC-MS was used as a complementary method to confirm the presence of the metabolites in these extracts. The three way PARAFAC strategy determines correlations of HPLC-DAD chromatographic and spectral data simultaneously with samples permitting a more unambiguous assignment of metabolic groups than can be obtained treating chromatographic and spectral data separately by two way methods. This can provide higher quality chromatographic fingerprints for food chemistry.
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•Extracts were prepared using a mixture design.•The first factor was able to discriminate mixtures containing ethyl acetate as solvent.•Pure ethanol and its binary mixtures are suitable for extracting chlorogenic acids.•Third factor identified methylxanthines through spectrophotometric profile in all mixtures.•Bourbon coffee reference presented the best set of metabolites for the quality of the beverage. |
doi_str_mv | 10.1016/j.foodres.2018.06.070 |
format | article |
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[Display omitted]
•Extracts were prepared using a mixture design.•The first factor was able to discriminate mixtures containing ethyl acetate as solvent.•Pure ethanol and its binary mixtures are suitable for extracting chlorogenic acids.•Third factor identified methylxanthines through spectrophotometric profile in all mixtures.•Bourbon coffee reference presented the best set of metabolites for the quality of the beverage.</description><identifier>ISSN: 0963-9969</identifier><identifier>EISSN: 1873-7145</identifier><identifier>DOI: 10.1016/j.foodres.2018.06.070</identifier><identifier>PMID: 30195550</identifier><language>eng</language><publisher>Canada: Elsevier Ltd</publisher><subject>Chromatographic fingerprint ; Coffea arabica ; Coffee ; Extraction optimization ; PARAFAC ; Simplex centroid design</subject><ispartof>Food research international, 2018-11, Vol.113, p.9-17</ispartof><rights>2018 Elsevier Ltd</rights><rights>Copyright © 2018 Elsevier Ltd. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c412t-8ab450a0ac8a1f49964acc0a1fcff3f4dfddbda1937fd9a2cd7fd7f1fde6ed293</citedby><cites>FETCH-LOGICAL-c412t-8ab450a0ac8a1f49964acc0a1fcff3f4dfddbda1937fd9a2cd7fd7f1fde6ed293</cites><orcidid>0000-0002-2068-8821</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27922,27923</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/30195550$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Guizellini, Filipe Corrêa</creatorcontrib><creatorcontrib>Marcheafave, Gustavo Galo</creatorcontrib><creatorcontrib>Rakocevic, Miroslava</creatorcontrib><creatorcontrib>Bruns, Roy Edward</creatorcontrib><creatorcontrib>Scarminio, Ieda Spacino</creatorcontrib><creatorcontrib>Soares, Patricia Kaori</creatorcontrib><title>PARAFAC HPLC-DAD metabolomic fingerprint investigation of reference and crossed coffees</title><title>Food research international</title><addtitle>Food Res Int</addtitle><description>In this study two cultivars of Coffea arabica L., Bourbon (reference) and IPR101 (crossing) were analyzed. The extracts were prepared according to a simplex centroid design with four components, ethanol, ethyl acetate, dichloromethane, and hexane. Multiway data were obtained by HPLC-DAD analysis of the fifteen different mixtures for each cultivar. The PARAFAC methodology was used to investigate the chromatographic fingerprint. For both cultivars, Factor 1 was able to discriminate mixtures containing ethyl acetate as solvent. Factor 2 indicated that mixtures in pure ethanol and binary mixtures containing ethanol were the most efficient in extracting chlorogenic acids and factor 3 identified methylxanthines through spectrophotometric profile in all mixtures. Higher concentrations were obtained by the ethanol, dichloromethane and hexane ternary mixture for the Bourbon cultivar and by the quaternary mixture of these solvents with ethyl acetate for the IPR101 cultivar. Trigonelline and cafestol were extracted in both cultivars. The reference coffee showed higher relative abundances of cafestol ester, chlorogenic acids and trigonelline whereas the crossed coffee showed higher levels of caffeine. To confirm these results, UPLC-MS was used as a complementary method to confirm the presence of the metabolites in these extracts. The three way PARAFAC strategy determines correlations of HPLC-DAD chromatographic and spectral data simultaneously with samples permitting a more unambiguous assignment of metabolic groups than can be obtained treating chromatographic and spectral data separately by two way methods. This can provide higher quality chromatographic fingerprints for food chemistry.
[Display omitted]
•Extracts were prepared using a mixture design.•The first factor was able to discriminate mixtures containing ethyl acetate as solvent.•Pure ethanol and its binary mixtures are suitable for extracting chlorogenic acids.•Third factor identified methylxanthines through spectrophotometric profile in all mixtures.•Bourbon coffee reference presented the best set of metabolites for the quality of the beverage.</description><subject>Chromatographic fingerprint</subject><subject>Coffea arabica</subject><subject>Coffee</subject><subject>Extraction optimization</subject><subject>PARAFAC</subject><subject>Simplex centroid design</subject><issn>0963-9969</issn><issn>1873-7145</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNqFkE9LAzEQxYMotlY_grJHL7tO9m9zkqW1VihYRPEYssmkpHQ3mmwLfntTW716enN4M_Pej5BrCgkFWt6tE22tcuiTFOg4gTKBCk7IkI6rLK5oXpySIbAyixkr2YBceL8GgLKo2DkZZEBZURQwJO_L-qWe1ZNovlxM4mk9jVrsRWM3tjUy0qZboftwpusj0-3Q92YlemO7yOrIoUaHncRIdCqSznqPQa3WiP6SnGmx8Xh11BF5mz28Tubx4vnxaVIvYpnTtI_HoskLECDkWFCdh6y5kBLCLLXOdK60Uo0SlGWVVkykUgWtNNUKS1Qpy0bk9nD3w9nPbQjIW-MlbjaiQ7v1PA2wGC0pzYO1OFh_oob0PBRrhfviFPieKV_zI1O-Z8qh5IFp2Ls5vtg2Laq_rV-IwXB_MGAoujPouJdmD0YZh7Lnypp_XnwD3tGMUQ</recordid><startdate>201811</startdate><enddate>201811</enddate><creator>Guizellini, Filipe Corrêa</creator><creator>Marcheafave, Gustavo Galo</creator><creator>Rakocevic, Miroslava</creator><creator>Bruns, Roy Edward</creator><creator>Scarminio, Ieda Spacino</creator><creator>Soares, Patricia Kaori</creator><general>Elsevier Ltd</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-2068-8821</orcidid></search><sort><creationdate>201811</creationdate><title>PARAFAC HPLC-DAD metabolomic fingerprint investigation of reference and crossed coffees</title><author>Guizellini, Filipe Corrêa ; Marcheafave, Gustavo Galo ; Rakocevic, Miroslava ; Bruns, Roy Edward ; Scarminio, Ieda Spacino ; Soares, Patricia Kaori</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c412t-8ab450a0ac8a1f49964acc0a1fcff3f4dfddbda1937fd9a2cd7fd7f1fde6ed293</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Chromatographic fingerprint</topic><topic>Coffea arabica</topic><topic>Coffee</topic><topic>Extraction optimization</topic><topic>PARAFAC</topic><topic>Simplex centroid design</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Guizellini, Filipe Corrêa</creatorcontrib><creatorcontrib>Marcheafave, Gustavo Galo</creatorcontrib><creatorcontrib>Rakocevic, Miroslava</creatorcontrib><creatorcontrib>Bruns, Roy Edward</creatorcontrib><creatorcontrib>Scarminio, Ieda Spacino</creatorcontrib><creatorcontrib>Soares, Patricia Kaori</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Food research international</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Guizellini, Filipe Corrêa</au><au>Marcheafave, Gustavo Galo</au><au>Rakocevic, Miroslava</au><au>Bruns, Roy Edward</au><au>Scarminio, Ieda Spacino</au><au>Soares, Patricia Kaori</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>PARAFAC HPLC-DAD metabolomic fingerprint investigation of reference and crossed coffees</atitle><jtitle>Food research international</jtitle><addtitle>Food Res Int</addtitle><date>2018-11</date><risdate>2018</risdate><volume>113</volume><spage>9</spage><epage>17</epage><pages>9-17</pages><issn>0963-9969</issn><eissn>1873-7145</eissn><abstract>In this study two cultivars of Coffea arabica L., Bourbon (reference) and IPR101 (crossing) were analyzed. The extracts were prepared according to a simplex centroid design with four components, ethanol, ethyl acetate, dichloromethane, and hexane. Multiway data were obtained by HPLC-DAD analysis of the fifteen different mixtures for each cultivar. The PARAFAC methodology was used to investigate the chromatographic fingerprint. For both cultivars, Factor 1 was able to discriminate mixtures containing ethyl acetate as solvent. Factor 2 indicated that mixtures in pure ethanol and binary mixtures containing ethanol were the most efficient in extracting chlorogenic acids and factor 3 identified methylxanthines through spectrophotometric profile in all mixtures. Higher concentrations were obtained by the ethanol, dichloromethane and hexane ternary mixture for the Bourbon cultivar and by the quaternary mixture of these solvents with ethyl acetate for the IPR101 cultivar. Trigonelline and cafestol were extracted in both cultivars. The reference coffee showed higher relative abundances of cafestol ester, chlorogenic acids and trigonelline whereas the crossed coffee showed higher levels of caffeine. To confirm these results, UPLC-MS was used as a complementary method to confirm the presence of the metabolites in these extracts. The three way PARAFAC strategy determines correlations of HPLC-DAD chromatographic and spectral data simultaneously with samples permitting a more unambiguous assignment of metabolic groups than can be obtained treating chromatographic and spectral data separately by two way methods. This can provide higher quality chromatographic fingerprints for food chemistry.
[Display omitted]
•Extracts were prepared using a mixture design.•The first factor was able to discriminate mixtures containing ethyl acetate as solvent.•Pure ethanol and its binary mixtures are suitable for extracting chlorogenic acids.•Third factor identified methylxanthines through spectrophotometric profile in all mixtures.•Bourbon coffee reference presented the best set of metabolites for the quality of the beverage.</abstract><cop>Canada</cop><pub>Elsevier Ltd</pub><pmid>30195550</pmid><doi>10.1016/j.foodres.2018.06.070</doi><tpages>9</tpages><orcidid>https://orcid.org/0000-0002-2068-8821</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Chromatographic fingerprint Coffea arabica Coffee Extraction optimization PARAFAC Simplex centroid design |
title | PARAFAC HPLC-DAD metabolomic fingerprint investigation of reference and crossed coffees |
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