| Literature DB >> 25132986 |
Henry S Kahn1, Laure El ghormli2, Russell Jago3, Gary D Foster4, Robert G McMurray5, John B Buse6, Diane D Stadler7, Roberto P Treviño8, Tom Baranowski9.
Abstract
Convention defines pediatric adiposity by the body mass index z-score (BMIz) referenced to normative growth charts. Waist-to-height ratio (WHtR) does not depend on sex-and-age references. In the HEALTHY Study enrollment sample, we compared BMIz with WHtR for ability to identify adverse cardiometabolic risk. Among 5,482 sixth-grade students from 42 middle schools, we estimated explanatory variations (R (2)) and standardized beta coefficients of BMIz or WHtR for cardiometabolic risk factors: insulin resistance (HOMA-IR), lipids, blood pressures, and glucose. For each risk outcome variable, we prepared adjusted regression models for four subpopulations stratified by sex and high versus lower fatness. For HOMA-IR, R (2) attributed to BMIz or WHtR was 19%-28% among high-fatness and 8%-13% among lower-fatness students. R (2) for lipid variables was 4%-9% among high-fatness and 2%-7% among lower-fatness students. In the lower-fatness subpopulations, the standardized coefficients for total cholesterol/HDL cholesterol and triglycerides tended to be weaker for BMIz (0.13-0.20) than for WHtR (0.17-0.28). Among high-fatness students, BMIz and WHtR correlated with blood pressures for Hispanics and whites, but not black boys (systolic) or girls (systolic and diastolic). In 11-12 year olds, assessments by WHtR can provide cardiometabolic risk estimates similar to conventional BMIz without requiring reference to a normative growth chart.Entities:
Mesh:
Substances:
Year: 2014 PMID: 25132986 PMCID: PMC4123559 DOI: 10.1155/2014/421658
Source DB: PubMed Journal: J Obes ISSN: 2090-0708
Description of cross-sectional sample at grade 6 (N = 5,482).
| Boys ( | Girls ( | |||||
|---|---|---|---|---|---|---|
| Median | Mean | SD | Median | Mean | SD | |
| Continuous variables, units | ||||||
| Age, years | 11.8 | 11.8 | 0.5 | 11.7 | 11.7 | 0.4 |
| Weight, kg | 47.8 | 51.0 | 15.6 | 48.2 | 51.4 | 15.1 |
| Height, cm | 149.8 | 150.2 | 8.1 | 151.6 | 151.4 | 7.2 |
| Body mass index, kg/m2 | 21.1 | 22.3 | 5.4 | 20.9 | 22.2 | 5.4 |
| BMI | 1.118 | 0.958 | 1.090 | 0.917 | 0.827 | 1.075 |
| Waist circumference, cm | 72.5 | 75.8 | 15.3 | 72.9 | 75.5 | 14.0 |
| WHtR | 0.484 | 0.503 | 0.091 | 0.480 | 0.498 | 0.084 |
| HOMA-IR | 2.1 | 2.9 | 2.9 | 2.6 | 3.3 | 2.7 |
| Total cholesterol/HDL cholesterol | 3.0 | 3.1 | 0.9 | 2.9 | 3.1 | 0.8 |
| HDL cholesterol, mmol/L | 1.34 | 1.38 | 0.33 | 1.32 | 1.35 | 0.31 |
| Triglycerides, mmol/L | 0.84 | 0.99 | 0.59 | 0.87 | 1.01 | 0.57 |
| Systolic BP, mmHg | 107.5 | 108.1 | 10.2 | 106.5 | 106.8 | 9.7 |
| Diastolic BP, mmHg | 63.0 | 63.5 | 8.9 | 63.5 | 63.9 | 8.6 |
| Glucose, mg/dL | 94.0 | 94.4 | 6.6 | 92.0 | 92.6 | 6.6 |
| Categorical variables, % | — | — | ||||
| Fatness levela (high/lower) | 45.9 / 54.1 | 44.6 / 55.4 | ||||
| Ancestryb (H/B/W/other) | 52.2 / 18.4 / 21.2 / 8.2 | 53.9 / 19.7 / 18.0 / 8.4 | ||||
| Pubarche (no/yes) | 73.5 / 26.5 | 57.2 / 42.8 | ||||
aHigh-fatness students identified by being above the sex-specific median value for both BMI z-score and WHtR; the remaining students were designated as lower-fatness.
bH: Hispanic; B: non-Hispanic black; W: non-Hispanic white.
Distributions of adiposity indicators and ancestral groups. The analytic sample is divided into four mutually exclusive subpopulations by sex and fatness level.
| Boys | Girls | |
|---|---|---|
| High fatnessa | ||
|
| 1,187 | 1,291 |
| Body mass index, median (p25, p75) | 25.9 (23.6, 29.2) | 25.8 (23.4, 29.3) |
| BMI | 1.91 (1.60, 2.20) | 1.78 (1.41, 2.14) |
| WHtR, median (p25, p75) | 0.574 (0.533, 0.625) | 0.562 (0.524, 0.614) |
| Ancestryb (H/B/W/other), % | 61.0 / 13.1 / 18.8 / 7.2 | 58.6 / 18.4 / 15.4 / 7.5 |
| Lower fatness | ||
|
| 1,398 | 1,606 |
| Body mass index, median (p25, p75) | 18.3 (16.9, 19.8) | 18.3 (16.8, 19.9) |
| BMI | 0.258 (−0.361, 0.754) | 0.170 (−0.443, 0.657) |
| WHtR, median (p25, p75) | 0.432 (0.408, 0.457) | 0.436 (0.411, 0.460) |
| Ancestryb (H/B/W/other), % | 44.8 / 23.0 / 23.2 / 9.0 | 50.0 / 20.8 / 20.1 / 9.1 |
aHigh-fatness students identified by being above the sex-specific median value for both BMI z-score and WHtR; the remaining students were designated as lower-fatness.
bH: Hispanic; B: non-Hispanic black; W: non-Hispanic white.
p25 and p75 represent the 25th and 75th percentile values, respectively.
Associations comparing standardized BMI z-score with standardized WHtR for estimating risk variable outcomes among high-fatness students (N = 2,478).
| Risk outcome | Boys ( | Girls ( | |||||||
|---|---|---|---|---|---|---|---|---|---|
|
BMI | WHtR−0.5 |
BMI | WHtR−0.5 | ||||||
| Standardized beta |
| Standardized beta |
| Standardized beta |
| Standardized beta |
| ||
| (95% CI) | (95% CI) | (95% CI) | (95% CI) | ||||||
| Log HOMA-IR | 0.52 | 0.277 | 0.48 | 0.234 | 0.47 | 0.213 | 0.43 | 0.195 | |
| (0.48–0.57) | (0.43–0.53) | (0.42–0.52) | (0.38–0.48) | ||||||
|
| |||||||||
| Log Tchol/HDLchol | 0.29 | 0.083 | 0.29 | 0.084 | 0.23 | 0.057 | 0.27 | 0.075 | |
| (0.23–0.34) | (0.24–0.35) | (0.18–0.29) | (0.22–0.33) | ||||||
|
| |||||||||
| Log HDL cholesterol | −0.30 | 0.092 | −0.28 | 0.077 | −0.27 | 0.075 | −0.28 | 0.079 | |
| (−0.35–−0.24) | (−0.33–−0.22) | (−0.32–−0.21) | (−0.34–−0.23) | ||||||
|
| |||||||||
| Log triglycerides | 0.24 | 0.061 | 0.24 | 0.058 | 0.19 | 0.037 | 0.22 | 0.052 | |
| (0.19–0.29) | (0.18–0.29) | (0.14–0.24) | (0.17–0.27) | ||||||
|
| |||||||||
| Systolic BPa, mmHg | 0.17 | 0.028 | 0.10 | 0.011 | 0.15 | 0.021 | 0.08∗ | 0.006 | |
| (0.11–0.22) | (0.05–0.16) | (0.09–0.20) | (0.03–0.13) | ||||||
|
| |||||||||
| Diastolic BPa, mmHg | 0.32 | 0.094 | 0.29 | 0.088 | 0.28 | 0.072 | 0.23 | 0.054 | |
| (0.26–0.37) | (0.23–0.34) | (0.22–0.33) | (0.18–0.28) | ||||||
|
| |||||||||
| Glucose, mg/dL | 0.04† | 0.001 | 0.02† | 0.000 | 0.08∗ | 0.005 | 0.06∗ | 0.003 | |
| (−0.02–0.10) | (−0.04–0.07) | (0.03–0.13) | (0.01–0.12) | ||||||
aModels for blood pressures include an additional adjustment for height.
R 2 is the proportion of variation explained by the adiposity indicator.
All beta coefficients are P < 0.001 with exception of *(P < 0.05) and †(P > 0.05), not significant.
Note that WHtR−0.5 is equivalent to 1/ or 1/WHtR0.5.
Associations comparing standardized BMI z-score with standardized WHtR for estimating risk variable outcomes among lower-fatness students (N = 3,004).
| Risk outcome | Boys ( | Girls ( | |||||||
|---|---|---|---|---|---|---|---|---|---|
|
BMI | log WHtR |
BMI | Log WHtR | ||||||
| Standardized beta |
| Standardized beta |
| Standardized beta |
| Standardized beta |
| ||
| (95% CI) | (95% CI) | (95% CI) | (95% CI) | ||||||
| Log HOMA-IR | 0.34 | 0.117 | 0.30 | 0.083 | 0.37 | 0.133 | 0.31 | 0.098 | |
| (0.29–0.39) | (0.25–0.35) | (0.32–0.42) | (0.27–0.36) | ||||||
|
| |||||||||
| Log Tchol/HDLchol | 0.18 | 0.031 | 0.26 | 0.063 | 0.20 | 0.041 | 0.28 | 0.074 | |
| (0.13–0.22) | (0.21–0.32) | (0.15–0.25) | (0.23–0.33) | ||||||
|
| |||||||||
| Log HDL cholesterol | −0.19 | 0.038 | −0.20 | 0.037 | −0.22 | 0.049 | −0.24 | 0.053 | |
| (−0.24–−0.14) | (−0.26–−0.15) | (−0.27–−0.17) | (−0.29–−0.19) | ||||||
|
| |||||||||
| Log triglycerides | 0.14 | 0.018 | 0.22 | 0.042 | 0.13 | 0.015 | 0.17 | 0.031 | |
| (0.09–0.19) | (0.16–0.27) | (0.08–0.18) | (0.12–0.22) | ||||||
|
| |||||||||
| Systolic BPa, mmHg | 0.03† | 0.000 | −0.01† | <0.001 | 0.04† | 0.001 | 0.00† | <0.001 | |
| (−0.02–0.08) | (−0.06–0.04) | (−0.01–0.09) | (−0.05–0.05) | ||||||
|
| |||||||||
| Log diastolic BPa | 0.03† | 0.000 | 0.05† | 0.002 | 0.04† | 0.001 | 0.05† | 0.002 | |
| (−0.03–0.08) | (−0.00–0.11) | (−0.01–0.09) | (−0.00–0.10) | ||||||
|
| |||||||||
| Glucose, mg/dL | 0.06∗ | 0.004 | 0.05† | 0.002 | 0.07∗ | 0.004 | 0.04† | 0.002 | |
| (0.01–0.11) | (−0.01–0.10) | (0.02–0.12) | (−0.02–0.09) | ||||||
aModels for blood pressures include an additional adjustment for height.
R 2 is the proportion of variation explained by the adiposity indicator.
All beta coefficients are P < 0.001 with exception of *(P < 0.05) and †(P > 0.05), not significant.
Figure 1Within the high-fatness subpopulations, the point estimates (with 95% confidence intervals) represent here the slopes of the associations between blood pressure and either BMIz or WHtR for 3 predominant ancestral groups (Hispanic, black, and white). Black participants exhibited no linear associations between systolic blood pressure and increasing adiposity (a). Diastolic blood pressure was related to increasing adiposity for black boys, but not black girls (b).