Association between dietary intake networks identified through a Gaussian graphical model and the risk of cancer: a prospective cohort study.

Purpose: In this study, we aimed to investigate the association between dietary communities identified by a Gaussian graphical model (GGM) and cancer risk. Methods: We performed GGM to identify the dietary communities in a Korean population. GGM-derived communities were then scored and investigated...

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Publicado en:European Journal of Nutrition Vol. 61; no. 8; pp. 3943 - 3961
Autores principales: Gunathilake, Madhawa, Hoang, Tung, Lee, Jeonghee, Kim, Jeongseon
Formato: equations & formulas research tables/charts Journal Article
Publicado: Springer Nature Dec2022
Acceso en línea:Ver este registro en EBSCOhost
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      dt: Dec2022
      vid: 61
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      pub: Springer Nature
      place: New York, New York
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        10.1007/s00394-022-02938-4
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        atl: Association between dietary intake networks identified through a Gaussian graphical model and the risk of cancer: a prospective cohort study.
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          Gunathilake, Madhawa
          Hoang, Tung
          Lee, Jeonghee
          Kim, Jeongseon
        affil: Department of Cancer Biomedical Science, National Cancer Center Graduate School of Cancer Science and Policy, 323 Ilsan-ro, Ilsandong-gu, 10408, Goyang, Gyeonggi-do, Republic of Korea
      sug:
        subj:
          Diet
          Neoplasms Risk Factors
          Risk Assessment
          South Korea
          Human
          Female
          Male
          Prospective Studies
          Cox Proportional Hazards Model
          Factor Analysis
          Regression
          Descriptive Statistics
          Confidence Intervals
          Dairy Products
          Bread
          Female
          Male
      ab: Purpose: In this study, we aimed to investigate the association between dietary communities identified by a Gaussian graphical model (GGM) and cancer risk. Methods: We performed GGM to identify the dietary communities in a Korean population. GGM-derived communities were then scored and investigated for their association with cancer incidence in the entire population as well as in the 1:1 age- and sex-matched subgroup using a Cox proportional hazards model. In the sensitivity analysis, GGM-derived communities were compared to dietary patterns (DPs) that were identified by principal component analysis (PCA) and reduced rank regression (RRR). Results: During a median time to follow-up of 6.6 years, 397 cancer cases were newly diagnosed. The GGM identified 17 and 16 dietary communities for the total and matched populations, respectively. For each one-unit increase in the standard deviation of the community-specific score of the community that was composed of dairy products and bread, there was a reduced risk of cancer according to the fully adjusted model (HR: 0.80, 95% CI: 0.66–0.96). In the matched population, the third tertile of the community-specific score of the community composed of poultry, seafood, bread, cakes and sweets, and meat by-products showed a significantly reduced risk of cancer compared to that of the lowest tertile in the fully adjusted model (HR: 0.66, 95% CI: 0.50–0.86, p-trend = 0.002). Conclusion: We found that the GGM-identified community composed of dairy products and bread showed a reduced risk of cancer. Further population-based prospective studies should be conducted to examine possible associations of dietary intake and specific cancer types.
      pubtype: Academic Journal
      doctype:
        equations & formulas
        research
        tables/charts
        Journal Article
      ougenre: Article
    language: English
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