Fig. 3

Variable importance derived from the XGBoost technique. AS1_AGE, age; AS1_ALBUMIN_TR, albumin; AS1_ALT_TR, alanine aminotransferase; AS1_AMED, alternate Mediterranean diet score; AS1_ARRM, arthritis (osteoarthritis and rheumatoid arthritis); AS1_BDCMSC, muscle mass; AS1_BDFTR, body fat; AS1_BETACARO, beta-carotene intake; AS1_BPSIT1DIA, diastolic blood pressure; AS1_BRCA, breast cancer surgery; AS1_BUN_TR, blood urea nitrogen; AS1_CALCIUM, calcium intake; AS1_CARBO, carbohydrate intake; AS1_COPPER, copper intake; AS1_CREATININE_TR1, creatinine; AS1_CRP, C-reactive protein; AS1_DII, dietary inflammatory index; AS1_DRHT, hypertension medication; AS1_DRINK, alcohol intake status; AS1_EDUA, education level; AS1_EGFR, estimated glomerular filtration rate; AS1_ENERGY, energy intake; AS1_FE, iron intake; AS1_FIBER, fiber intake; AS1_FMOSREL_S, family history of osteoporosis (siblings); AS1_GT, gout; AS1_HDL_TR, high-density lipoprotein cholesterol; AS1_HEIGHT, height; AS1_HIP, hip circumference; AS1_HOMAIR, homeostatic model assessment for insulin resistance; AS1_HT, hypertension; AS1_ICOFF_1, frequency of coffee consumption; AS1_INCOME, income level; AS1_INSM, insomnia; AS1_KHEI, Korean healthy eating index; AS1_MAGN, magnesium intake; AS1_MN, manganese intake; AS1_NA, sodium; AS1_PHOSPHO, phosphorus intake; AS1_PHYACTH, high-intensity physical activity; AS1_PHYACTL, low-intensity physical activity; AS1_PHYACTM, moderate-intensity physical activity; AS1_PHYSIT, sedentary physical activity; AS1_PHYSTB, stable physical activity; AS1_PMAG_C, age at menopause; AS1_PMYN_C, menopausal status; AS1_POTASSIUM, potassium intake; AS1_PRAL, potential renal acid load; AS1_PREG, pregnancy experience status; AS1_PROTEIN, protein intake; AS1_RENIN, renin; AS1_RETINOL, retinol intake; AS1_SE, selenium intake; AS1_SODIUM, sodium intake; AS1_TCHL_TR, total cholesterol; AS1_TG_TR, triglyceride; AS1_TOTALC, alcohol intake; AS1_TOTPRT, total protein; AS1_VITC, vitamin C intake; AS1_VITD, vitamin D intake; AS1_VITE, vitamin E intake; AS1_VITK, vitamin K intake; AS1_WAIST, waist circumference; AS1_WBC, white blood cell; AS1_ZN, zinc intake; SNP_A-1,809,518, rs628948; SNP_A-1,850,320, rs12590815; SNP_A-2,130,710, rs238340; SNP_A-4,262,878, rs746219