Logistic LASSO Regression for Dietary Intakes and Breast Cancer

Nutrients. 2020 Aug 31;12(9):2652. doi: 10.3390/nu12092652.

Abstract

A multitude of dietary factors from dietary fat to macro and micronutrients intakes have been associated with breast cancer, yet data are still equivocal. Therefore, utilizing data from the large, multi-year, cross-sectional National Health and Nutrition Examination Survey (NHANES), we applied a novel, modern statistical shrinkage technique, logistic least absolute shrinkage and selection operator (LASSO) regression, to examine the association between dietary intakes in women, ≥50 years, with self-reported breast cancer (n = 286) compared with women without self-reported breast cancer (1144) from the 1999-2010 NHANES cycle. Logistic LASSO regression was used to examine the relationship between twenty-nine variables, including dietary variables from food, as well as well-established/known breast cancer risk factors, and to subsequently identify the most relevant variables associated with self-reported breast cancer. We observed that as the penalty factor (λ) increased in the logistic LASSO regression, well-established breast cancer risk factors, including age (β = 0.83) and parity (β = -0.05) remained in the model. For dietary macro and micronutrient intakes, only vitamin B12 (β = 0.07) was positively associated with self-reported breast cancer. Caffeine (β = -0.01) and alcohol (β = 0.03) use also continued to remain in the model. These data suggest that a diet high in vitamin B12, as well as alcohol use may be associated with self-reported breast cancer. Nonetheless, additional prospective studies should apply more recent statistical techniques to dietary data and cancer outcomes to replicate and confirm the present findings.

Keywords: LASSO; NHANES; breast cancer; diet.

MeSH terms

  • Alcohol Drinking
  • Body Mass Index
  • Breast Neoplasms / epidemiology*
  • Caffeine / administration & dosage
  • Cross-Sectional Studies
  • Demography
  • Diet*
  • Dietary Carbohydrates / administration & dosage
  • Dietary Fats / administration & dosage
  • Dietary Proteins / administration & dosage
  • Female
  • Health Behavior
  • Humans
  • Logistic Models
  • Micronutrients / administration & dosage
  • Middle Aged
  • Nutrition Assessment
  • Nutrition Surveys
  • Self Report
  • Socioeconomic Factors

Substances

  • Dietary Carbohydrates
  • Dietary Fats
  • Dietary Proteins
  • Micronutrients
  • Caffeine