Potentiality of volatile organic compounds to discriminate patients with cancer by using chemometric tools

Detalhes bibliográficos
Autor(a) principal: Monteiro, Márcia Sá
Data de Publicação: 2015
Outros Autores: Carvalho, Márcia, Bastos, Maria de Lourdes, Guedes de Pinho, Paula
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10284/10053
Resumo: Metabolomics for the diagnosis of tumor and monitoring treatment is a promising concept since tumor metabolism markedly differs from the metabolism of normal cells. By monitoring changes in metabolite levels, we might be able to detect cancer and better understand cancer pathological processes and progression.Untargeted metabolomics provides an enormous volume of data that cannot be manually analyzed. Thus, before data analysis, NMR and MS spectra must be corrected for all variation caused by experimental variables. This is a critical part in the data mining process as it can drastically interfere with the next step – multivariate statistical analysis (chemometrics). In this review, we will focus on the potentialities of volatile organic compounds (VOCs) to discriminate patients with cancer. For this purpose,we will describe, first, data mining and extracting performed before NMR and MS data analysis. Furthermore, chemometric tools used for pattern recognition and statistical analysis will be described.
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spelling Potentiality of volatile organic compounds to discriminate patients with cancer by using chemometric toolsMetabolomicsCancerVolatile organic compoundsMetabolomics for the diagnosis of tumor and monitoring treatment is a promising concept since tumor metabolism markedly differs from the metabolism of normal cells. By monitoring changes in metabolite levels, we might be able to detect cancer and better understand cancer pathological processes and progression.Untargeted metabolomics provides an enormous volume of data that cannot be manually analyzed. Thus, before data analysis, NMR and MS spectra must be corrected for all variation caused by experimental variables. This is a critical part in the data mining process as it can drastically interfere with the next step – multivariate statistical analysis (chemometrics). In this review, we will focus on the potentialities of volatile organic compounds (VOCs) to discriminate patients with cancer. For this purpose,we will describe, first, data mining and extracting performed before NMR and MS data analysis. Furthermore, chemometric tools used for pattern recognition and statistical analysis will be described.Future MedicineRepositório Institucional da Universidade Fernando PessoaMonteiro, Márcia SáCarvalho, MárciaBastos, Maria de LourdesGuedes de Pinho, Paula2021-07-05T10:17:34Z2015-01-01T00:00:00Z2015-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10284/10053eng978-1-910419-46-510.4155/fseb2013.14.178metadata only accessinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2022-09-06T02:09:20Zoai:bdigital.ufp.pt:10284/10053Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T15:46:49.650283Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Potentiality of volatile organic compounds to discriminate patients with cancer by using chemometric tools
title Potentiality of volatile organic compounds to discriminate patients with cancer by using chemometric tools
spellingShingle Potentiality of volatile organic compounds to discriminate patients with cancer by using chemometric tools
Monteiro, Márcia Sá
Metabolomics
Cancer
Volatile organic compounds
title_short Potentiality of volatile organic compounds to discriminate patients with cancer by using chemometric tools
title_full Potentiality of volatile organic compounds to discriminate patients with cancer by using chemometric tools
title_fullStr Potentiality of volatile organic compounds to discriminate patients with cancer by using chemometric tools
title_full_unstemmed Potentiality of volatile organic compounds to discriminate patients with cancer by using chemometric tools
title_sort Potentiality of volatile organic compounds to discriminate patients with cancer by using chemometric tools
author Monteiro, Márcia Sá
author_facet Monteiro, Márcia Sá
Carvalho, Márcia
Bastos, Maria de Lourdes
Guedes de Pinho, Paula
author_role author
author2 Carvalho, Márcia
Bastos, Maria de Lourdes
Guedes de Pinho, Paula
author2_role author
author
author
dc.contributor.none.fl_str_mv Repositório Institucional da Universidade Fernando Pessoa
dc.contributor.author.fl_str_mv Monteiro, Márcia Sá
Carvalho, Márcia
Bastos, Maria de Lourdes
Guedes de Pinho, Paula
dc.subject.por.fl_str_mv Metabolomics
Cancer
Volatile organic compounds
topic Metabolomics
Cancer
Volatile organic compounds
description Metabolomics for the diagnosis of tumor and monitoring treatment is a promising concept since tumor metabolism markedly differs from the metabolism of normal cells. By monitoring changes in metabolite levels, we might be able to detect cancer and better understand cancer pathological processes and progression.Untargeted metabolomics provides an enormous volume of data that cannot be manually analyzed. Thus, before data analysis, NMR and MS spectra must be corrected for all variation caused by experimental variables. This is a critical part in the data mining process as it can drastically interfere with the next step – multivariate statistical analysis (chemometrics). In this review, we will focus on the potentialities of volatile organic compounds (VOCs) to discriminate patients with cancer. For this purpose,we will describe, first, data mining and extracting performed before NMR and MS data analysis. Furthermore, chemometric tools used for pattern recognition and statistical analysis will be described.
publishDate 2015
dc.date.none.fl_str_mv 2015-01-01T00:00:00Z
2015-01-01T00:00:00Z
2021-07-05T10:17:34Z
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dc.relation.none.fl_str_mv 978-1-910419-46-5
10.4155/fseb2013.14.178
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publisher.none.fl_str_mv Future Medicine
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