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. Author manuscript; available in PMC: 2024 Sep 1.
Published in final edited form as: Am J Prev Med. 2023 Mar 21;65(3):427–438. doi: 10.1016/j.amepre.2023.03.012

Table 2.

Associations of Ultraprocessed Food Consumption with Body Composition Among US Adults Aged 20 -59 Years, NHANES 2011-2018 (N=9,640). *

  Body composition measures   Differences across Quintiles of UPF Consumption (%E)   Mean Values across Quintiles of UPF Consumption (%E) P for trend
Q1 (<39.4) Q2 (39.4-51.1) Q3 (51.1-61.2) Q4 (61.2-72.1) Q5 (>72.1) Q1 (<39.4) Q2 (39.4-51.1) Q3 (51.1-61.2) Q4 (61.2-72.1) Q5 (>72.1)
Primary outcomes
Total body %fat 0.0 (Ref) 0.47 (−0.15, 1.09) 1.21 (0.69, 1.74) 1.42 (0.78, 2.06) 1.60 (0.94, 2.26) 31.7 (31.2-32.2) 32.1 (31.6-32.6) 32.9 (32.5-33.3) 33.1 (32.6-33.6) 33.3 (32.8-33.8) <0.001
Android %fat 0.0 (Ref) 0.32 (−0.45, 1.09) 1.57 (0.90, 2.24) 1.83 (1.07, 2.59) 2.08 (1.26, 2.89) 33.6 (33-34.2) 33.9 (33.3-34.6) 35.2 (34.7-35.7) 35.4 (34.8-36.0) 35.7 (35.1-36.3) <0.001
Gynoid %fat 0.0 (Ref) 0.64 (0.08, 1.21) 1.14 (0.67, 1.60) 1.25 (0.69, 1.80) 1.32 (0.71, 1.93) 34.3 (33.9-34.7) 34.9 (34.5-35.4) 35.4 (35.1-35.8) 35.6 (35.1-36.0) 35.6 (35.1-36.1) <0.001
Secondary outcomes
Head %fat 0.0 (Ref) 0.005 (−0.06, 0.07) 0.05 (−0.005, 0.10) 0.09 (0.02, 0.15) 0.10 (0.04, 0.15) 24.0 (24-24.1) 24.0 (24-24.1) 24.1 (24-24.1) 24.1 (24.1-24.2) 24.1 (24.1-24.2) <0.001
Arm %fat 0.0 (Ref) 0.51 (−0.22, 1.25) 1.25 (0.61, 1.90) 1.29 (0.47, 2.11) 1.73 (0.93, 2.52) 32.4 (31.8-32.9) 32.9 (32.3-33.5) 33.6 (33.1-34.1) 33.7 (33.0-34.3) 34.1 (33.5-34.7) <0.001
Leg %fat 0.0 (Ref) 0.61 (−0.08, 1.30) 1.13 (0.58, 1.68) 1.36 (0.71, 2.0) 1.32 (0.61, 2.03) 34 (33.5-34.5) 34.6 (34.1-35.1) 35.1 (34.6-35.6) 35.3 (34.8-35.9) 35.3 (34.8-35.8) <0.001
Trunk %fat 0.0 (Ref) 0.39 (−0.31, 1.09) 1.35 (0.74, 1.96) 1.63 (0.93, 2.33) 1.87 (1.14, 2.59) 30.6 (30-31.2) 31 (30.4-31.6) 32.0 (31.5-32.4) 32.2 (31.7-32.8) 32.5 (31.9-33) <0.001
Total abdominal fat area (cm2) 0.0 (Ref) 13.6 (−4.0, 31.2) 37.3 (21.0, 53.6) 47.4 (30.9, 63.8) 53.7 (35.7, 71.6) 402 (390-415) 416 (401-430) 440 (427-452) 450 (436-463) 456 (441-471) <0.001
Total abdominal fat mass (gm) 0.0 (Ref) 65.5 (−19.0, 150) 180 (101, 259) 228 (149, 308) 259 (172, 345) 1939 (1879-1999) 2005 (1934-2076) 2119 (2059-2179) 2168 (2101-2234) 2198 (2127-2269) <0.001
Total abdominal fat volume (cm3) 0.0 (Ref) 70.9 (−21.0, 162) 194 (109, 280) 247 (161, 333) 280 (186, 373) 2097 (2032-2161) 2167 (2091-2244) 2291 (2226-2356) 2344 (2271-2416) 2376 (2300-2453) <0.001
SAT area (cm2) 0.0 (Ref) 12.3 (−1.70, 26.2) 29.0 (16.5, 41.5) 38.4 (24.9, 51.8) 43.9 (29.7, 58) 306 (296-315) 318 (307-330) 335 (325-344) 344 (333-356) 350 (338-361) <0.001
SAT mass (gm) 0.0 (Ref) 59.1 (−8.30, 127) 140 (79.7, 200) 185 (120, 250) 212 (143, 280) 1474 (1429-1520) 1533 (1478-1589) 1614 (1568-1661) 1659 (1605-1714) 1686 (1631-1741) <0.001
SAT volume (cm3) 0.0 (Ref) 63.9 (−9.0, 137) 151 (86.1, 216) 200 (130, 270) 229 (155, 302) 1594 (1545-1643) 1658 (1598-1717) 1745 (1695-1795) 1794 (1735-1853) 1823 (1763-1882) <0.001
VAT area (cm2) 0.0 (Ref) 1.34 (−3.10, 5.8) 8.28 (3.91, 12.7) 9.01 (4.73, 13.3) 9.77 (5.14, 14.4) 96.5 (92.8-100) 97.8 (93.9-102) 105 (101-108) 105 (102-109) 106 (102-110) <0.001
VAT mass (gm) 0.0 (Ref) 6.45 (−15.0, 27.9) 39.9 (18.9, 61) 43.4 (22.8, 64.1) 47.1 (24.8, 69.4) 465 (448-483) 472 (453-491) 505 (487-523) 509 (491-526) 512 (493-531) <0.001
VAT volume (cm3) 0.0 (Ref) 6.97 (−16.0, 30.2) 43.2 (20.4, 66) 47 (24.7, 69.3) 50.9 (26.8, 75.1) 503 (484-522) 510 (489-530) 546 (527-565) 550 (531-569) 554 (533-574) <0.001

Abbreviation: NHANES, National Health and Nutrition Examination Survey; %fat, percent fat; SAT, subcutaneous adipose tissue; UPF, ultra-processed foods; VAT, visceral adipose tissue.

a

Values are multivariable-adjusted differences compared to the lowest quintile as the reference (left columns) or multivariable-adjusted mean values in each quintile (right columns). Analyses were weighted to be nationally representative and adjusted for age (years), sex (male, female), race/ethnicity (non-Hispanic White, non-Hispanic Black, Hispanic, and others), education (less than high school, high school graduate or GED, some college, or college graduate or above), and the ratio of family income to poverty (<1.30, 1.30–1.849, 1.85–2.99, and ≥3.0), smoking status (never smoker, former smoker, and smokers smoking for some days and smokers smoking daily less than 20 cigarettes per day and equal or larger than 20 cigarettes per day), and physical activity (METs-Min). Individuals with missing data on education (n=2), income (n=727), physical activity (n=1), and smoking (n=9) were created as a special category.

Abbreviations: SAT, subcutaneous adipose tissue; VAT, visceral adipose tissue.