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Partial Least Square Discriminant Analysis Discovered a Dietary Pattern Inversely Associated with Nasopharyngeal Carcinoma Risk

Evidence on the association between dietary component, dietary pattern and nasopharyngeal carcinoma (NPC) is scarce. A major challenge is the high degree of correlation among dietary constituents. We aimed to identify dietary pattern associated with NPC and to illustrate the dose-response relationsh...

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Autores principales: Lo, Yen-Li, Pan, Wen-Harn, Hsu, Wan-Lun, Chien, Yin-Chu, Chen, Jen-Yang, Hsu, Mow-Ming, Lou, Pei-Jen, Chen, I-How, Hildesheim, Allan, Chen, Chien-Jen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4889039/
https://www.ncbi.nlm.nih.gov/pubmed/27249558
http://dx.doi.org/10.1371/journal.pone.0155892
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author Lo, Yen-Li
Pan, Wen-Harn
Hsu, Wan-Lun
Chien, Yin-Chu
Chen, Jen-Yang
Hsu, Mow-Ming
Lou, Pei-Jen
Chen, I-How
Hildesheim, Allan
Chen, Chien-Jen
author_facet Lo, Yen-Li
Pan, Wen-Harn
Hsu, Wan-Lun
Chien, Yin-Chu
Chen, Jen-Yang
Hsu, Mow-Ming
Lou, Pei-Jen
Chen, I-How
Hildesheim, Allan
Chen, Chien-Jen
author_sort Lo, Yen-Li
collection PubMed
description Evidence on the association between dietary component, dietary pattern and nasopharyngeal carcinoma (NPC) is scarce. A major challenge is the high degree of correlation among dietary constituents. We aimed to identify dietary pattern associated with NPC and to illustrate the dose-response relationship between the identified dietary pattern scores and the risk of NPC. Taking advantage of a matched NPC case–control study, data from a total of 319 incident cases and 319 matched controls were analyzed. Dietary pattern was derived employing partial least square discriminant analysis (PLS-DA) performed on energy-adjusted food frequencies derived from a 66-item food-frequency questionnaire. Odds ratios (ORs) and 95% confidence intervals (CIs) were estimated with multiple conditional logistic regression models, linking pattern scores and NPC risk. A high score of the PLS-DA derived pattern was characterized by high intakes of fruits, milk, fresh fish, vegetables, tea, and eggs ordered by loading values. We observed that one unit increase in the scores was associated with a significantly lower risk of NPC (OR(adj) = 0.73, 95% CI = 0.60–0.88) after controlling for potential confounders. Similar results were observed among Epstein-Barr virus seropositive subjects. An NPC protective diet is indicated with more phytonutrient-rich plant foods (fruits, vegetables), milk, other protein-rich foods (in particular fresh fish and eggs), and tea. This information may be used to design potential dietary regimen for NPC prevention.
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spelling pubmed-48890392016-06-10 Partial Least Square Discriminant Analysis Discovered a Dietary Pattern Inversely Associated with Nasopharyngeal Carcinoma Risk Lo, Yen-Li Pan, Wen-Harn Hsu, Wan-Lun Chien, Yin-Chu Chen, Jen-Yang Hsu, Mow-Ming Lou, Pei-Jen Chen, I-How Hildesheim, Allan Chen, Chien-Jen PLoS One Research Article Evidence on the association between dietary component, dietary pattern and nasopharyngeal carcinoma (NPC) is scarce. A major challenge is the high degree of correlation among dietary constituents. We aimed to identify dietary pattern associated with NPC and to illustrate the dose-response relationship between the identified dietary pattern scores and the risk of NPC. Taking advantage of a matched NPC case–control study, data from a total of 319 incident cases and 319 matched controls were analyzed. Dietary pattern was derived employing partial least square discriminant analysis (PLS-DA) performed on energy-adjusted food frequencies derived from a 66-item food-frequency questionnaire. Odds ratios (ORs) and 95% confidence intervals (CIs) were estimated with multiple conditional logistic regression models, linking pattern scores and NPC risk. A high score of the PLS-DA derived pattern was characterized by high intakes of fruits, milk, fresh fish, vegetables, tea, and eggs ordered by loading values. We observed that one unit increase in the scores was associated with a significantly lower risk of NPC (OR(adj) = 0.73, 95% CI = 0.60–0.88) after controlling for potential confounders. Similar results were observed among Epstein-Barr virus seropositive subjects. An NPC protective diet is indicated with more phytonutrient-rich plant foods (fruits, vegetables), milk, other protein-rich foods (in particular fresh fish and eggs), and tea. This information may be used to design potential dietary regimen for NPC prevention. Public Library of Science 2016-06-01 /pmc/articles/PMC4889039/ /pubmed/27249558 http://dx.doi.org/10.1371/journal.pone.0155892 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication.
spellingShingle Research Article
Lo, Yen-Li
Pan, Wen-Harn
Hsu, Wan-Lun
Chien, Yin-Chu
Chen, Jen-Yang
Hsu, Mow-Ming
Lou, Pei-Jen
Chen, I-How
Hildesheim, Allan
Chen, Chien-Jen
Partial Least Square Discriminant Analysis Discovered a Dietary Pattern Inversely Associated with Nasopharyngeal Carcinoma Risk
title Partial Least Square Discriminant Analysis Discovered a Dietary Pattern Inversely Associated with Nasopharyngeal Carcinoma Risk
title_full Partial Least Square Discriminant Analysis Discovered a Dietary Pattern Inversely Associated with Nasopharyngeal Carcinoma Risk
title_fullStr Partial Least Square Discriminant Analysis Discovered a Dietary Pattern Inversely Associated with Nasopharyngeal Carcinoma Risk
title_full_unstemmed Partial Least Square Discriminant Analysis Discovered a Dietary Pattern Inversely Associated with Nasopharyngeal Carcinoma Risk
title_short Partial Least Square Discriminant Analysis Discovered a Dietary Pattern Inversely Associated with Nasopharyngeal Carcinoma Risk
title_sort partial least square discriminant analysis discovered a dietary pattern inversely associated with nasopharyngeal carcinoma risk
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4889039/
https://www.ncbi.nlm.nih.gov/pubmed/27249558
http://dx.doi.org/10.1371/journal.pone.0155892
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