| Literature DB >> 30254673 |
Edith Cardenas-Vargas1,2, Jairo A Nava2, Idalia Garza-Veloz2,3, Mayra C Torres-Castañeda4, Carlos E Galván-Tejada3, Miguel A Cid-Baez2, Rosa E Castañeda-Arteaga1,2, Yolanda Ortiz-Castro2, Perla M Trejo-Ortiz5, Roxana Araujo-Espino5, Fabiana E Mollinedo-Montaño5, Jose R Muñoz-Torres2, Margarita L Martinez-Fierro2,3.
Abstract
Obesity is considered the main risk factor associated with the development of insulin resistance (IR). The aim of this study was to evaluate the influence of obesity on puberty onset and IR in Mexican children. A total of 378 children (189 boys and 189 girls) aged 8-14 years participated in the study. IR was estimated using the homeostasis model assessment for IR (HOMA-IR). The mean fasting glucose (FG) and basal insulin levels were 82 mg/dl and 11.0 μIU/ml in boys and 77.3 mg/dl and 12.3 μIU/ml in girls (P < 0.05). Subjects with obesity at Tanner stages II-V showed increased FG levels (P < 0.05). In boys with obesity, there was a decrease in HOMA-IR in Tanner stage IV and differences in age between boys with normal weight and those with obesity in Tanner V, being older the boys with obesity. Obesity in children and adolescents was associated with higher HOMA-IR values. In boys with obesity, IR increased at the end of pubertal maturation, with a delay in puberty. These findings should be considered on the establishment of IR cutoff values for pubertal population in Mexico and in the establishment of strategies to prevent the health problems related to obesity.Entities:
Year: 2018 PMID: 30254673 PMCID: PMC6140127 DOI: 10.1155/2018/7067292
Source DB: PubMed Journal: Int J Endocrinol ISSN: 1687-8337 Impact factor: 3.257
Characteristics of study participants.
| Characteristic | Group |
| ||
|---|---|---|---|---|
| General ( | Children with obesity ( | Normal weight ( | ||
| Gender | ||||
| Female, | 189 (50) | 88 (47.6) | 101 (52.3) | 0.41 |
| Male, | 189 (50) | 97 (52.4) | 92 (47.7) | |
| Birth weight (g) | 3099.6 ± 623.7 | 3131.4 ± 6 | 3069.9 ± 633.1 | 0.827 |
| Weight (kg) | 52.6 ± 17.7 | 64.2 ± 16.0 | 41.4 ± 10.6 | <0.001 |
| Height (m) | 1.5 ± 0.1 | 1.56 ± 0.13 | 1.5 ± 0.14 | <0.001 |
| Waist circumference (cm) | 79.0 ± 14.4 | 89.8 ± 11.4 | 68.6 ± 7.8 | <0.001 |
| Body mass index (kg/m2) | 22.1 ± 4.9 | 26.2 ± 3.6 | 18.2 ± 2.0 | <0.001 |
| Diastolic blood pressure (mmHg) | 76.3 ± 11.6 | 76.4 ± 11.7 | 76.2 ± 11.5 | 0.966 |
| Systolic blood pressure (mmHg) | 108.5 ± 11.4 | 110.9 ± 11.0 | 106.1 ± 11.3 | <0.001 |
| Family history of DM2, | 282 (74.6) | 134 (72.4) | 148 (76.4) | 0.406 |
| Acanthosis nigricans, | 195 (51.6) | 159 (85.9) | 36 (18.7) | <0.001 |
| Tanner stage | ||||
| 1 | 72 (19.0) | 35 (18.9) | 37 (19.2) | 0.662 |
| 2 | 73 (19.3) | 41 (22.2) | 32 (16.6) | |
| 3 | 81 (21.4) | 37 (20.0) | 44 (22.8) | |
| 4 | 80 (21.2) | 36 (19.5) | 44 (22.8) | |
| 5 | 72 (19.0) | 36 (19.5) | 36 (18.7) | |
| Fasting glucose (mg/dl) | 79.6 ± 8.4 | 81.1 ± 8.6 | 78.2 ± 7.9 | 0.001 |
| Fasting insulin ( | 11.7 ± 9.2 | 15.9 ± 10.6 | 7.6 ± 4.9 | <0.001 |
| HOMA-IR | 2.3 ± 1.9 | 3.23 ± 2.19 | 1.5 ± 1.1 | <0.001 |
|
∗HOMA-IR > 3.16, | 87 (23.0) | 74 (40.0) | 13 (6.7) | <0.001 |
∗HOMA-IR cutoff value for pediatric population.
Figure 1General comparisons of the clinical findings between study groups classified by Tanner stage. The study population was divided according Tanner stage (y-axis)—obesity (black bars) and normal-weight (diagonally striped bars) groups. Considering the normal-weight children as reference, fasting glucose (a), fasting insulin (b), and HOMA-IR (c) values were compared between groups at each Tanner stage using Student's t-test. Significant differences are shown at the top of the bar with an asterisk. ∗ P < 0.05 and ∗∗ P < 0.001. Dashed lines in the HOMA-IR plot indicate the cutoff values of 3.16 (dashed top line) and 2.15 (dashed bottom line).
Figure 2Comparison of clinical findings between study groups classified by sex and Tanner stage. Boys and girls were separated, and each group was subdivided according their Tanner stage (abscise axis)—obesity and normal-weight groups. Considering the normal-weight group as reference, fasting glucose, fasting insulin, and HOMA-IR values were compared between groups of girls (a, c, e) and boys (b, d, f) at each Tanner stage. Significant differences are shown at the top of the bar with an asterisk. ∗ P < 0.05 and ∗∗ P < 0.001. Dashed lines in HOMA-IR plot indicates the cutoff values of 3.16 (dashed top line) and 2.15 (dashed bottom line).
Figure 3Comparison of the ages of the study groups classified by sex and Tanner stage. Boys and girls were separated, and each group was subdivided according their Tanner stage (x-axis)—obesity and normal-weight groups. Considering the normal-weight group as a reference, the ages in years (y-axis) were compared between groups of girls (a) and boys (b) at each Tanner stage. Significant differences are shown at the top of the bar with an asterisk.
Figure 4Correlation analysis between clinical features and HOMA-IR values. To evaluate the relationship between HOMA-IR (x-axis) and clinical findings (y-axis), a Pearson correlation analysis was performed. The figure shows the results obtained for the correlation studies between HOMA-IR and waist circumference (a), systolic blood pressure (b), diastolic blood pressure (c), BMI (d), fasting glucose (e), and fasting insulin (f). Correlation coefficients (R 2) and P values are shown in the plots.
Final feature selection with AIC.
| Feature | Degrees of freedom | Sum of squares | RSS | AIC |
|---|---|---|---|---|
| None | 745.89 | 289.25 | ||
| −sex | 1 | 5.695 | 751.59 | 289.66 |
| −family history of DM2 | 1 | 6.161 | 752.05 | 289.86 |
| +waist circumference | 1 | 2.165 | 743.73 | 290.33 |
| +birth weight | 1 | 1.300 | 744.59 | 290.70 |
| +weight | 1 | 1.200 | 744.69 | 290.74 |
| +obesity (presence/absence) | 1 | 0.747 | 745.15 | 290.93 |
| +Tanner stage | 1 | 0.651 | 745.24 | 290.97 |
| −age | 1 | 8.944 | 754.84 | 291.03 |
| −height | 1 | 11.641 | 757.53 | 292.16 |
| −systolic blood pressure | 1 | 13.621 | 759.51 | 292.99 |
| −diastolic blood pressure | 1 | 24.440 | 770.33 | 297.47 |
| −body mass index | 1 | 26.122 | 772.01 | 298.16 |
| −acanthosis nigricans | 1 | 61.472 | 807.36 | 312.36 |
HOMA-IR~sex + age + family history of DM2 + SBP + DBP + height + BMI + acanthosis nigricans. AIC = 289.25.
Figure 5Residuals of the eight characteristic models.
Eliminated features using the fast-backward approach.
| Deleted | Chi-square | Degrees of freedom |
| Residual | Degrees of freedom |
| AIC |
|---|---|---|---|---|---|---|---|
| Tanner stage | 0.00 | 1 | 0.979 | 0.00 | 1 | 0.979 | −2.00 |
| Waist circumference | 1.07 | 1 | 0.300 | 1.07 | 2 | 0.585 | −2.93 |
| Sex | 0.89 | 1 | 0.346 | 1.96 | 3 | 0.581 | −4.04 |
| Obesity (presence/absence) | 1.83 | 1 | 0.176 | 3.80 | 4 | 0.434 | −4.20 |
| Systolic blood pressure | 3.1 | 1 | 0.078 | 6.89 | 5 | 0.229 | −3.11 |
| Birth weight | 3.05 | 1 | 0.081 | 9.94 | 6 | 0.127 | −2.06 |
| Age | 2.99 | 1 | 0.084 | 12.93 | 7 | 0.074 | −1.07 |
| Weight | 3.43 | 1 | 0.064 | 16.36 | 8 | 0.038 | 0.36 |