학술논문

Age-Related Dietary Habits and Blood Biochemical Parameters in Patients with and without Steatosis—MICOL Cohort
Document Type
Academic Journal
Source
Nutrients. September 2023, Vol. 15 Issue 18
Subject
Care and treatment
Analysis
Data warehousing/data mining
Data mining -- Analysis
Machine learning -- Analysis
Liver diseases -- Care and treatment
Meat -- Analysis
Medical research -- Analysis
Food habits -- Analysis
Medicine, Experimental -- Analysis
Language
English
ISSN
2072-6643
Abstract
Author(s): Rossella Donghia (corresponding author) [1,*]; Pasqua Letizia Pesole [1]; Antonino Castellaneta [2]; Sergio Coletta [1]; Francesco Squeo [2]; Caterina Bonfiglio [1]; Giovanni De Pergola [1]; Roberta Rinaldi [1]; Sara [...]
Background: Steatosis is now the most common liver disease in the world, present in approximately 25% of the global population. The aim of this study was to study the association between food intake and liver disease and evaluate the differences in blood parameters in age classes and steatosic condition. Methods: The present study included 1483 participants assessed in the fourth recall of the MICOL study. Patients were subdivided by age (65 years) and administered a validated food frequency questionnaire (FFQ) with 28 food groups. Results: The prevalence of steatosis was 55.92% in the adult group and 55.88% in the elderly group. Overall, the results indicated many statistically significant blood parameters and dietary habits. Analysis of food choices with a machine learning algorithm revealed that in the adult group, olive oil, grains, processed meat, and sweets were associated with steatosis, while the elderly group preferred red meat, dairy, seafood, and fruiting vegetables. Furthermore, the latter ate less as compared with the adult group. Conclusions: Many differences were found between the two age groups, both in blood parameters and food intake. The random forest also revealed different foods predicted steatosis in the two groups. Future analysis will be useful to understand the molecular basis of these differences and how different food intake causes steatosis in people of different ages.