| Literature DB >> 25394775 |
Min-Kyu Choi, Young-Ah Han, Yong Kyun Roh1.
Abstract
BACKGROUND: Obese individuals who are not at an elevated risk for cardiovascular disease are described as having metabolically healthy obesity (MHO). We sought to identify clinically useful indicators of MHO.Entities:
Mesh:
Year: 2014 PMID: 25394775 PMCID: PMC4246426 DOI: 10.1186/1471-2458-14-1166
Source DB: PubMed Journal: BMC Public Health ISSN: 1471-2458 Impact factor: 3.295
Baseline characteristics of the study population
| MALE | FEMALE | |||||
|---|---|---|---|---|---|---|
| MHO | MS | p-value | MHO | MS | p-value | |
| N | 871 | 995 | 759 | 1145 | ||
| Education [% (SE)] high to university: ≥10 | 86.0 (1.3) | 74.6 (1.6) | <.0001 | 61.6 (2.3) | 36.0 (1.8) | <.0001 |
| Income [% (SE)] lowest quartile | 10.0 (1.2) | 13.4 (1.3) | 0.0384 | 16.7 (1.9) | 29.9 (1.8) | <.0001 |
| Place [% (SE)] Urban | 81.2 (2.4) | 79.0 (2.5) | 0.2802 | 77.9 (3.0) | 72.9 (2.9) | 0.0678 |
| Occupation [% (SE)] Yes | 82.3 (1.7) | 83.3 (1.3) | 0.6382 | 54.1 (2.2) | 46.6 (2.0) | 0.0121 |
| Smoking [% (SE)] | 0.0066 | 0.5368 | ||||
| non-smoker | 25.9 (1.7) | 19.0 (1.4) | 89.7 (1.4) | 90.7 (1.0) | ||
| ex-smoker | 29.3 (2.0) | 34.4 (1.8) | 3.7 (0.8) | 4.2 (0.7) | ||
| Current | 44.8 (2.0) | 46.6 (1.9) | 6.6 (1.3) | 5.1 (0.8) | ||
| Alcohol use [% (SE)] | 0.0777 | 0.0003 | ||||
| non-drinker | 12.2 (1.4) | 14.6 (1.3) | 29.5 (2.1) | 41.3 (1.9) | ||
| mild to moderate-drinker | 68.8 (1.9) | 62.6 (1.9) | 67.5 (2.1) | 56.2 (1.9) | ||
| heavy-drinker | 19.0 (1.6) | 22.8 (1.6) | 3.0 (0.7) | 2.5 (0.7) | ||
| Exercise [% (SE)] Yes | 31.2 (1.8) | 25.9 (1.7) | 0.0265 | 28.6(1.9) | 25.1 (1.5) | 0.1166 |
| Age | 39.7 ± 0.6 | 47.5 ± 0.4 | <.0001 | 44.9 ± 0.6 | 55.4 ± 0.6 | <.0001 |
| Weight (kg) | 78.8 ± 0.3 | 81.0 ± 0.4 | <.0001 | 67.0 ± 0.3 | 67.6 ± 0.4 | 0.2185 |
| Height (cm) | 171.4 ± 0.3 | 170.5 ± 0.3 | 0.0066 | 156.8 ± 0.3 | 154.9 ± 0.2 | <.0001 |
| BMI | 26.8 ± 0.1 | 27.8 ± 0.1 | <.0001 | 27.2 ± 0.1 | 28.1 ± 0.1 | <.0001 |
| Waist circumference (cm) | 89.2 ± 0.3 | 94.4 ± 0.3 | <.0001 | 85.6 ± 0.3 | 91.0 ± 0.3 | <.0001 |
| Appendicular muscle mass | 31.3 ± 0.1 | 30.3 ± 0.1 | <.0001 | 23.9 ± 0.1 | 23.6 ± 0.1 | 0.048 |
| Body fat (%) | 25.3 ± 0.2 | 26.5 ± 0.2 | <.0001 | 37.7 ± 0.2 | 37.7 ± 0.2 | 0.8175 |
| WHtR | 0.521 | 0.554 | <.0001 | 0.546 | 0.588 | 0.0007 |
| Glucose | 94.0 ± 0.6 | 110.5 ± 1.3 | <.0001 | 92.4 ± 0.4 | 107.9 ± 1.1 | <.0001 |
| Triglyceride* | 137.9 ± 3.8 | 242.9 ± 7.5 | <.0001 | 95.0 ± 1.8 | 175.0 ± 3.7 | <.0001 |
| HDL cholesterol | 49.2 ± 0.4 | 42.6 ± 0.4 | <.0001 | 56.4 ± 0.4 | 46.8 ± 0.3 | <.0001 |
| LDL cholesterol | 120.4 ± 1.3 | 113.3 ± 1.4 | <.0001 | 125.1 ± 1.4 | 121.1 ± 1.2 | 0.0338 |
| Total cholesterol | 192.2 ± 1.4 | 196.9 ± 1.4 | 0.0199 | 195.5 ± 1.6 | 198.2 ± 1.4 | 0.2121 |
| Systolic blood pressure | 117.0 ± 0.5 | 125.5 ± 0.6 | <.0001 | 113.6 ± 0.7 | 128.9 ± 0.6 | <.0001 |
| Diastolic blood pressure | 77.8 ± 0.4 | 83.1 ± 0.4 | <.0001 | 73.4 ± 0.5 | 79.7 ± 0.3 | <.0001 |
*p-value after log transformation.
Continuous variables (MEAN ± SE) were compared using t-tests and categorical variables [% (SE)] were compared using chi-square tests. Regarding occupation, ‘yes’ denotes any form of employment (e.g. excluding the unemployed, homemakers, students, etc.). Regarding exercise, ‘yes’ denotes more than 30 minutes of moderate-intensity activity 3 times during a recent week.
BMI, body mass index; WHtR, waist height ratio; BP, blood pressure; MHO, metabolically healthy but obese, defined as a person who satisfies 2 or fewer criteria of metabolic syndrome; MS, metabolic syndrome.
Adjusted odds ratios for metabolically healthy obesity (MHO)* according to quartiles of various obesity indicators and change in MHO percentage, using various obesity indicators divided into quartiles
| BMI | WC | ASM | FAT | WHtR | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| % (SE) | OR (95% CI) | % (SE) | OR (95% CI) | % (SE) | OR (95% CI) | % (SE) | OR (95% CI) | % (SE) | OR (95% CI) | |
| Men | ||||||||||
| Q1 | 69.1 (2.4) | ref. | 79.0 (2.1) | ref. | 35.1 (2.7) | ref. | 61.1 (2.4) | ref. | 78.4 (2.0) | ref. |
| Q2 | 54.1 (2.8) | 0.77 (0.56,1.05) | 59.0 (2.5) | 0.71 (0.48,1.05) | 51.7 (2.5) | 0.99 (0.74,1.32) | 49.4 (2.8) | 0.90 (0.66,1.22) | 56.4 (2.8) | 0.56 (0.39,0.81) |
| Q3 | 48.1 (2.9) | 0.43 (0.31,0.60) | 32.7 (2.8) | 0.43 (0.31,0.59) | 53.0 (2.9) | 1.09 (0.82,1.45) | 50.0 (2.9) | 1.10 (0.82,1.48) | 36.4 (2.8) | 0.28 (0.19,0.41) |
| Q4 | 33.0 (2.4) | 0.39 (0.29,0.54) | 28.4 (2.4) | 0.13 (0.09,0.19) | 62.0 (2.6) | 1.28 (0.96,1.72) | 43.6 (2.8) | 0.96 (0.71,1.32) | 23.6 (2.4) | 0.12 (0.08,0.17) |
| p for trend | <.0001 | <.0001 | <.0001 | <.0001 | <.0001 | <.0001 | <.0001 | <.0001 | <.0001 | <.0001 |
| Women | ||||||||||
| Q1 | 53.0 (2.9) | ref. | 70.0 (2.4) | ref. | 38.3 (2.8) | ref. | 43.0 (2.7) | ref. | 72.9 (2.4) | ref. |
| Q2 | 50.6 (2.7) | 0.61 (0.43,0.87) | 42.4 (2.7) | 0.68 (0.45,1.05) | 42.2 (2.7) | 0.88 (0.63,1.23) | 39.8 (2.6) | 0.92 (0.66,1.27) | 42.5 (2.9) | 0.61 (0.42,0.90) |
| Q3 | 36.7 (2.7) | 0.32 (0.23,0.46) | 30.6 (2.7) | 0.46 (0.32,0.64) | 44.7 (2.9) | 0.89 (0.64,1.25) | 44.8 (2.6) | 1.02 (0.76,1.37) | 29.7 (2.8) | 0.40 (0.28,0.59) |
| Q4 | 30.7 (2.7) | 0.32 (0.22,0.44) | 23.9 (2.5) | 0.17 (0.12,0.24) | 44.4 (2.5) | 0.90 (0.66,1.22) | 42.1 (2.9) | 0.97 (0.71,1.34) | 18.9 (2.1) | 0.14 (0.10,0.20) |
| p for trend | <.0001 | <.0001 | <.0001 | <.0001 | 0.076 | 0.5331 | 0.8551 | 0.9641 | <.001 | <.0001 |
*MHO was defined as a person who satisfies 2 or fewer criteria of metabolic syndrome. Categorical variables %(SE), analyzed by CHI-Square test.
Q1, Q2, Q3, and Q4 mean first to fourth quartile respectively. Adjusted by age, smoking, drinking, and physical activity.
BMI, body mass index (kg/m2); WC waist circumference (cm); ASM, weight adjusted appendicular skeletal mass; FAT total body fat (%); WHtR, waist to height ratio.
Figure 1Proportion of obese patients who have metabolically healthy obesity (MHO) according to age groups with different numbers (0–5) of MS risks. a. The MHC proportion tends to decrease as age increases. This association remains for each considered definition of MHO. b. MHO, metabolically healthy but obese; MS, metabolic syndrome. *Data are expressed as %.
Figure 2Receiver operating characteristic (ROC) curves for obesity indices. a. Metabolically healthy obesity (MHO) criteria ≤2, b. MHO criteria ≤1, c. MHO criteria = 0. The blue lines indicate body mass index (BMI), the green lines indicate appendicular skeletal muscle (ASM), the red lines indicate waist circumference (WC), the purple lines indicate waist to height ratio (WHtR), the brown lines indicate body fat % (FAT), and the red lines are reference lines. The obesity indices showed different sensitivities and specificities. WC and WHtR were the most sensitive indicators of MHO, as defined by the fulfillment of MS risk factors = 0 (AUC = 0.846 for WC and 0.824 for WHtR in men, and 0.970 for WC and 0.944 for WHtR in women).