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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| Published in | PloS one Vol. 11; no. 6; p. e0155892 |
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| Main Authors | , , , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
United States
Public Library of Science
01.06.2016
Public Library of Science (PLoS) |
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| Online Access | Get full text |
| ISSN | 1932-6203 1932-6203 |
| DOI | 10.1371/journal.pone.0155892 |
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| Abstract | 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 (ORadj = 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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| AbstractList | 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.sub.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. 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 (ORadj = 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. 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. |
| Audience | Academic |
| Author | Chien, Yin-Chu Pan, Wen-Harn Chen, I-How Hildesheim, Allan Lo, Yen-Li Chen, Jen-Yang Chen, Chien-Jen Hsu, Wan-Lun Hsu, Mow-Ming Lou, Pei-Jen |
| AuthorAffiliation | 3 National Institute of Cancer Research, National Health Research Institutes, Chunan, Taiwan 1 Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan 5 Department of Otolaryngology, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan 7 Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, Bethesda, Maryland, United States of America 8 Graduate Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan 2 Genomics Research Center, Academia Sinica, Taipei, Taiwan 6 Department of Otorhinolaryngology, Head and Neck Surgery, Chang Gung Memorial Hospital and Chang Gung University, Taoyuan, Taiwan Tufts University, UNITED STATES 4 Graduate Institute of Microbiology, College of Medicine, National Taiwan University, Taipei, Taiwan |
| AuthorAffiliation_xml | – name: 3 National Institute of Cancer Research, National Health Research Institutes, Chunan, Taiwan – name: 6 Department of Otorhinolaryngology, Head and Neck Surgery, Chang Gung Memorial Hospital and Chang Gung University, Taoyuan, Taiwan – name: 2 Genomics Research Center, Academia Sinica, Taipei, Taiwan – name: 4 Graduate Institute of Microbiology, College of Medicine, National Taiwan University, Taipei, Taiwan – name: Tufts University, UNITED STATES – name: 7 Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, Bethesda, Maryland, United States of America – name: 1 Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan – name: 8 Graduate Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan – name: 5 Department of Otolaryngology, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan |
| Author_xml | – sequence: 1 givenname: Yen-Li surname: Lo fullname: Lo, Yen-Li – sequence: 2 givenname: Wen-Harn surname: Pan fullname: Pan, Wen-Harn – sequence: 3 givenname: Wan-Lun surname: Hsu fullname: Hsu, Wan-Lun – sequence: 4 givenname: Yin-Chu surname: Chien fullname: Chien, Yin-Chu – sequence: 5 givenname: Jen-Yang surname: Chen fullname: Chen, Jen-Yang – sequence: 6 givenname: Mow-Ming surname: Hsu fullname: Hsu, Mow-Ming – sequence: 7 givenname: Pei-Jen surname: Lou fullname: Lou, Pei-Jen – sequence: 8 givenname: I-How surname: Chen fullname: Chen, I-How – sequence: 9 givenname: Allan surname: Hildesheim fullname: Hildesheim, Allan – sequence: 10 givenname: Chien-Jen surname: Chen fullname: Chen, Chien-Jen |
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| CitedBy_id | crossref_primary_10_3390_nu14132774 crossref_primary_10_1158_1055_9965_EPI_20_1702 crossref_primary_10_3390_nu14112290 crossref_primary_10_3390_biomedicines11061528 crossref_primary_10_1038_s41430_021_00883_9 crossref_primary_10_1007_s00216_018_1217_1 crossref_primary_10_1038_s41598_024_55524_5 crossref_primary_10_1093_ajcn_nqab114 crossref_primary_10_1111_acer_14184 |
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| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 Conceived and designed the experiments: CJC AH. Performed the experiments: WHP. Analyzed the data: YLL WHP. Contributed reagents/materials/analysis tools: JYC. Wrote the paper: YLL. Acquisition of data: CJC WHP JYC MMH PJL IHC. Critical revision of the manuscript for important intellectual content: WHP CJC AH WLH YCC. Competing Interests: The authors have declared that no competing interests exist. |
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| SubjectTerms | Adult Aged Biology and Life Sciences Carcinoma - pathology Cardiovascular disease Care and treatment Case-Control Studies Complications and side effects Confidence intervals Diet Discriminant Analysis Eggs Epidemiology Epstein-Barr virus Female Fish Food Food plants Fruits Health risk assessment Humans Least squares method Least-Squares Analysis Male Medicine and Health Sciences Middle Aged Milk Nasopharyngeal cancer Nasopharyngeal Carcinoma Nasopharyngeal Neoplasms - pathology Otolaryngology Physiological aspects Plant protection Regression analysis Regression models Risk Risk Factors Statistical analysis Studies Systematic review Tea Throat cancer Vegetables Viruses |
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| Title | Partial Least Square Discriminant Analysis Discovered a Dietary Pattern Inversely Associated with Nasopharyngeal Carcinoma Risk |
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