| Literature DB >> 36078265 |
Aline Bassetto Okamura1, Vivian Siqueira Santos Gonçalves1, Kênia Mara Baiocchi de Carvalho1.
Abstract
The objective of this study was to use ERICA data from adolescents from Brazilian public schools to investigate the role of school feeding in insulin resistance markers. Public school students (12-17 years old) with available biochemical examinations were selected. Adolescents answered a self-administered questionnaire, and contextual characteristics were obtained through interviews with principals. A multilevel mixed-effects generalized linear model was performed at the contextual and individual levels with each insulin resistance marker (fasting insulin, HOMA-IR, and blood glucose levels). A total of 27,990 adolescents were evaluated (50.2% female). The prevalence of (1) altered insulin was 12.2% (95% CI; 11.1, 13.5), (2) high HOMA-IR was 24.7% (95% CI; 22.8, 26.7), and (3) high blood glucose was 4.6% (95% CI; 3.8, 5.4). School feeding was positively associated with an insulin resistance marker, decreasing by 0.135 units of HOMA-IR (95% CI; -0.19, -0.08), 0.469 μU/L of insulin levels (95% CI; -0.66, -0.28), and 0.634 mg/dL of blood glucose (95% CI; -0.87, -0.39). In turn, buying food increased blood glucose by 0.455 mg/dL (95% CI; 0.16, 0.75). School feeding was positively associated with insulin resistance variables, demonstrating the potential of planned meals in the school environment to serve as a health promoter for the adolescent population.Entities:
Keywords: adolescent; adolescent health; insulin resistance; multilevel analysis; school feeding; school food environment
Mesh:
Substances:
Year: 2022 PMID: 36078265 PMCID: PMC9518190 DOI: 10.3390/ijerph191710551
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Figure 1Flow chart of adolescents included. Study of Cardiovascular Risks in Adolescents (ERICA), Brazil, 2013–2014.
Individual and environmental characteristics variables. Study of Cardiovascular Risks in Adolescents (ERICA), Brazil, 2013–2014.
| Individual Characteristics | Environmental Characteristics |
|---|---|
| Age (<15 years/≥15 years) | Location school area (Rural/Urban) |
| Sexual maturation (advanced-stage Tanner’s) | Sale of food at school (Yes/No) |
| Waist circumference (<percentile >90/> percentile >90) | Presence of vending machines (Yes/No) |
| Physical activity (sufficiently active/insufficiently active) | Presence of advertising of industrialized foods (Yes/No) |
| Mother’s education (illiterate or elementary school incomplete, elementary or high school complete, complete or incomplete higher education, or does not know/does not remember) | Sale of food in the vicinity of the school (Yes/No) |
| Ethnicity/skin color (white, black, or brown, Asian, indigenous, and does not know/prefers not to answer) | |
| Self-reported consumption of meals prepared in school (Yes/No) | |
| Purchased food at school (Yes/No) | |
| Blood glucose levels (Normal/Undesirable) | |
| Insulin levels (Borderline/High insulin) | |
| HOMA-IR (Normal/High) |
Adolescents’ general characteristics by sex. Study of Cardiovascular Risks in Adolescents (ERICA), Brazil, 2013–2014.
| Individual Characteristic | Total ( | Male ( | Female ( | |||
|---|---|---|---|---|---|---|
| % | 95% CI | % | 95% CI | % | 95% CI | |
| Age ≥ 15 years | 53.4 | - | 53.0 | - | 53.8 | - |
| Advanced stage of sexual maturation a | 75.8 | 74.7–76.9 | 78.1 | 77.1–79.3 | 73.6 | 72.1–75.2 |
| Ethnicity/skin color | ||||||
| White | 35.4 | 33.0–37.9 | 35.4 | 33.1–38.3 | 35.4 | 33.1–38.0 |
| Black or brown | 59.7 | 57.6–61.8 | 58.5 | 56.0–63.2 | 61.0 | 59.0–63.2 |
| Asian | 1.9 | 1.5–2.3 | 1.9 | 1.4–2.5 | 1.9 | 1.5–2.3 |
| Indigenous | 0.7 | 0.5–0.9 | 0.9 | 0.7–1.4 | 0.4 | 0.3–0.5 |
| Does not know/prefers not to answer | 2.4 | 2.0–2.8 | 3.3 | 2.7–4.0 | 1.4 | 1.1–1.8 |
| Mother’s education | ||||||
| Illiterate or ES incomplete | 23.0 | 20.5–25.8 | 23.1 | 19.5–27.0 | 23.0 | 21.2–25.0 |
| ES or HS complete | 33.5 | 31.4–35.6 | 32.1 | 29.3–35.0 | 35.1 | 33.1–37.0 |
| Complete or incomplete HE | 14.2 | 12.8–15.7 | 15.2 | 13.3–17.3 | 13.2 | 11.7–15.1 |
| Does not know/does not remember | 29.3 | 27.8–30.8 | 30.1 | 27.6–32.0 | 29.1 | 27.3–30.6 |
| Consumption of school feeding | 62.4 | 59.9–64.8 | 64.4 | 61.2–68.0 | 60.3 | 57.4–63.2 |
| Purchase of foods at the school cafeteria | 62.8 | 57.9–67.4 | 64.7 | 59.4–69.5 | 60.9 | 56.1–65.5 |
| Physically active b | 52.4 | 51.2–53.5 | 63.8 | 62.2–65.4 | 41.1 | 39.3–43.1 |
| Central obesity (waist circumference c) | 11.2 | 10.2–12.3 | 11.2 | 9.9–12.6 | 11.2 | 9.9–12.6 |
| Borderline or high insulin e | 12.2 | 11.1–13.5 | 9.7 | 8.4–11.1 | 14.8 | 13.3–16.4 |
| High HOMA-IR d | 24.7 | 22.8–26.7 | 14.5 | 12.9–16.4 | 35.1 | 32.1–37.5 |
| Undesirable blood glucose f | 4.6 | 3.8–5.4 | 6.2 | 4.9–7.7 | 3.1 | 2.4–3.7 |
ES: elementary school; HS: high school; HE: higher education; HOMA-IR: homeostasis model assessment; CI: confidence interval. a Advanced stage of sexual maturation according to Tanner’s criteria (stage 4 or 5); b sufficiently active ≥ 300 min/week, insufficiently active < 300 min/week; c percentile value > 90: female ≥ 82.6 cm and male ≥ 86.2 cm; d female > 2.32 and male > 2.87 [12]; e desirable <15 mU/L, borderline or high ≥15 mU/L [18]; f normal <100 mg/dL; and undesirable ≥100 mg/dL [9].
Characteristics of school environment. Study of Cardiovascular Risks in Adolescents (ERICA), Brazil, 2013–2014.
| Characteristic | Public Schools | |
|---|---|---|
| % | 95% CI | |
| School location area | ||
| Rural area | 6.1 | 1.8–19.1 |
| Urban area | 93.9 | 80.9–98.2 |
| School foods environment | ||
| Sale of food at school | 42.9 | 35.9–50.3 |
| Sweets, candies, lollipops, chocolates, etc. | 35.0 | 28.5–42.1 |
| Sweet or salty cookies | 30.7 | 25.3–36.6 |
| Soft drinks | 32.4 | 27.1–38.3 |
| Natural guarana | 8.9 | 6.7–11.8 |
| Snacks (fried or baked) | 38.3 | 31.5–45.6 |
| Sandwiches and/or pizza | 27.9 | 22.0–34.7 |
| Sale of food in school vending machines | 5.2 | 3.3–7.9 |
| Food | 1.1 | 0.6–1.7 |
| Drinks | 3.6 | 1.9–6.5 |
| Food and drinks | 0.5 | 0.2–1.3 |
| Advertisement of industrialized foods at school | 3.0 | 1.8–4.8 |
| Sweets, candies, lollipops, chocolates, etc. | 1.3 | 0.8–2.2 |
| Sweet or salty cookies | 1.0 | 0.2–3.3 |
| Soft drinks | 1.7 | 1.1–2.8 |
| Sandwiches and/or pizza | 0.08 | 0.02–0.3 |
| Noncarbonated sugary drinks (mate, tea, isotonic, natural guarana) | 0.7 | 0.3–1.6 |
| Others | 1.1 | 0.4–3.3 |
| Sale of food in the school’s immediate vicinity | 52.3 | 46.6–58.9 |
| Food | 28.6 | 23.6–34.3 |
| Drinks | 3.9 | 2.2–7.0 |
| Food and drinks | 19.8 | 15.6–24.7 |
CI: confidence interval.
Multilevel linear regression of contextual and individual level and HOMA-IR, insulin, and glucose markers. Study of Cardiovascular Risks in Adolescents (ERICA), Brazil, 2013–2014.
| Characteristics | Crude Analysis | Adjusted Analysis 1 | ||||
|---|---|---|---|---|---|---|
| Coef. | 95% CI | Coef. | 95% CI | |||
|
| ||||||
|
| ||||||
| Sale of foods at school | 0.001 | −0.08; 0.08 | 0.970 | |||
| Sale of food in school vending machines | −0.037 | −0.21; 0.12 | 0.649 | |||
| Advertisement of industrialized foods at school | −0.097 | −0.28; 0.09 | 0.300 | |||
| Sale of food in the school’s immediate vicinity | −0.051 | −0.13; 0.03 | 0.210 | |||
|
| ||||||
| Consumption of school feeding | −0.141 | −0.19; −0.09 | <0.0001 | −0.135 | −0.19; −0.08 | <0.0001 |
| Purchase of foods at the school cafeteria | 0.022 | −0.03; 0.08 | 0.447 | |||
|
| ||||||
|
| ||||||
| Sale of foods at school | 0.007 | −0.32; 0.33 | 0.967 | |||
| Sale of food in school vending machines | −0.200 | −0.87; 0.47 | 0.556 | |||
| Advertisement of industrialized foods at school | −0.301 | −1.06; 0.46 | 0.441 | |||
| Sale of food in the school’s immediate vicinity | −0.106 | −0.43; 0.22 | 0.521 | |||
|
| ||||||
| Consumption of school feeding | −0.503 | −0.68; −0.32 | <0.0001 | −0.469 | −0.66; −0.28 | <0.0001 |
| Purchase of foods at the school cafeteria | 0.025 | −0.18; 0.24 | 0.813 | |||
|
| ||||||
|
| ||||||
| Sale of foods at school | −0.097 | −0.58; 0.39 | 0.695 | |||
| Sale of food in school vending machines | 0.171 | −0.83; 1.17 | 0.737 | |||
| Advertisement of industrialized foods at school | −0.637 | −1.78; 0.51 | 0.274 | |||
| Sale of food in the school’s immediate vicinity | −0.429 | −0.92; 0.06 | 0.084 | |||
|
| ||||||
| Consumption of school feeding | −0.630 | −0.87; −0.39 | <0.0001 | −0.634 | −0.88; −0.39 | <0.0001 |
| Purchase of foods at the school cafeteria | 0.613 | 0.33; 0.89 | <0.0001 | 0.455 | 0.16; 0.75 | 0.002 |
CI: confidence interval. 1 Model were adjusted for sex, sexual maturation, physical activity, and maternal education.