| Literature DB >> 36141913 |
Brenda Jazmín Flores-Moreno1, Gloria Martínez-Andrade2, Miguel Klünder-Klünder3,4, América Liliana Miranda-Lora1, Brenda Beristain-Lujano1, Samuel Flores-Huerta1, Eugenia Mendoza5, Ariana Mayorga-Lima1, Ximena Duque5, Jenny Vilchis-Gil1,6.
Abstract
The identification and characterization of dietary patterns are tools that are used to assess associations between diet and health or disease conditions. In Mexico, studies have examined dietary patterns in children for breakfast or for the whole day, but not specifically for their school lunch. The aim was to describe dietary patterns identified in school lunch and their association with the nutritional status and metabolic parameters of schoolchildren. In this cross-sectional study on schoolchildren from four elementary schools of Mexico City, we recorded anthropometry measurements, a fasting blood sample was collected, and metabolic parameters were determined. We obtained information on the foods and beverages that children brought for their school lunch; estimated the caloric and nutritional content; and created food groups to obtain dietary patterns from the energy provided by those groups. Among the 350 schoolchildren (mean age, 7.9 ± 1.2 years) included, 24.9% and 21.7% presented having overweight and obesity, respectively. A total of 89.4% of schoolchildren brought the school lunch from home. Using the K-means method, the following four dietary patterns were identified: (1) sandwiches, tortas, and sweetened dairy products were consumed by 13.1% (n = 46) of the schoolchildren; (2) sweet snacks were consumed by 50.3% (n = 176); (3) sweetened dairy products were brought by 15.1% of the children (n = 53); and (4) sandwiches and tortas were brought by 21.4% (n = 75). These four patterns showed significant differences in terms of the caloric and nutritional contents (p < 0.001). Energy sources in the identified patterns were primarily sugars (15.8-40%). No association was found between the anthropometric and metabolic parameters of children and the dietary patterns. No dietary pattern obtained from the school lunch could be considered as healthy, since all of them had high energy content, and a high percentage of the energy was from sugars from ultra-processed foods and beverages.Entities:
Keywords: children; dietary patterns; nutritional status; school lunch
Mesh:
Substances:
Year: 2022 PMID: 36141913 PMCID: PMC9517523 DOI: 10.3390/ijerph191811650
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Figure 1Diagram of the study population.
Characteristics of the study population.
| Characteristics | |
|---|---|
| Age (years) (mean ± SD) | 7.9 ± 1.2 |
| Sex (female), | 159 (45.4) |
| Weight (kg) † (mean ± SD) | 29.1 ± 5.0 |
| Height (cm) † (mean ± SD) | 126.1 ± 7.3 |
| BMI | 0.90 ± 1.34 |
| BMI classification, | |
| Normal (−2 < | 187 (53.4) |
| Overweight (1 ≤ | 87 (24.9) |
| Obesity ( | 76 (21.7) |
| Waist circumference (percentile) (mean ± SD) | 52 ± 21.3 |
| Metabolic parameters ( | |
| Glucose (mg/dL) | 87 (81–91) |
| Cholesterol (mg/dL) | 166 (147–183) |
| Triglycerides (mg/dL) | 70 (51–97) |
| C-HDL (mg/dL) | 49 (40–57) |
| C-LDL (mg/dL) | 98 (84–115) |
| Insulin (μU/mL) | 3.2 (2–6) |
| HOMA-IR * | 0.68 (0.44–1.29) |
| Educational level of the mother ( | |
| Secondary or lower | 52 (16.1) |
| Pre-university or technical school | 129 (39.9) |
| Bachelor’s Degree or Postgraduate Degree | 142 (44.0) |
| Socioeconomic level ( | |
| Low | 88 (28.3) |
| Medium | 117 (37.6) |
| High | 106 (34.1) |
† Adjusted for age and sex by multiple linear regression. BMI: body mass index; RIC: interquartile range. * HOMA: [fasting glucose (mg/dL) × fasting insulin (μU/mL)/405]. a Missing data for 72 children. b Missing data for 27 children. c Missing data for 39 children.
Figure 2(A) Energy percentage provided by the different food groups included in the school lunch. (B) Dietary patterns from school lunch consumed by children (n = 350) and energy percentage provided by the food groups.
Energy and macronutrient contribution by dietary patterns.
| Energy and | All | Sandwiches, | Sweet Snacks | Sweetened Dairy Products | Sandwiches and | |
|---|---|---|---|---|---|---|
|
| ||||||
| Energy (kcal) | 448 (324–581) | 657 (575–725) 1,2,3 | 369 (255–504) 5 | 471 (287–572) | 468 (401–542) | <0.001 |
| Carbohydrates (g) | 58.9 (37.8–79.6) | 85.8 (79–102) 1,2,3 | 48.4 (27.7–69.2) 4 | 62.8 (49.2–83.8) | 54.8 (42.8–65.8) | <0.001 |
| Carbohydrates (%) | 54.2 (44.4–64.3) | 54.7 (50.2–60.1) 3 | 54.6 (40.4–68.4) 4,5 | 59.1 (49.3–73.1) 6 | 45.9 (41.1–53.6) | <0.001 |
| Proteins (g) | 14.4 (8.3–19.5) | 21.0 (19.1–23.5) 1,2,3 | 10.6 (5.7–16.4) 5 | 13.4 (8.2–20.4) | 15.1 (12.9–18.1) | <0.001 |
| Proteins (%) | 12.1 (9.5–14.8) | 13.2 (11.5–14.8) 1 | 10.7 (7.7–14.8) | 11.1 (9.8–14.2) 6 | 13.5 (11.7–14.9) | <0.001 |
| Fats (g) | 16.7 (11.2–25.7) | 24.4 (19.5–28.8) 1,2,3 | 15.1 (6.7–23.9) 5 | 14.7 (5.8–26.1) 6 | 19.9 (14.0–26.2) | <0.001 |
| Fats (%) | 34.6 (26.5–43.6) | 33.1 (28.4–39.3) 3 | 35.0 (21.2–45.8) 4,5 | 27.6 (17.5–35.9) 6 | 39.8 (33.4–45.5) | <0.001 |
| Simple carbohydrates (g) | 27.8 (11.5–45) | 46.9 (30.8–54.6) 1,3 | 21.4 (9.9–39.1) 4 | 45.7 (31.1–56.3) 6 | 18.8 (6.2–28.9) | <0.001 |
| Simple carbohydrates (%) | 24.7 (13.2–38.8) | 27.7 (20.0–33.8) 2,3 | 26.2 (12.6–42.8) 4,5 | 39.8 (27.7–55.3) 6 | 15.8 (5.9–23.5) | <0.001 |
| Saturated fats (g) | 5.8 (2.9–8.3) | 7.7 (6.0–9.1) 1,2 | 3.8 (1.7–7.1) 5 | 5.6 (2.0–9.2) | 6.4 (4.3–8.5) | <0.001 |
| Saturated fats (%) | 10.5 (6.6–14.8) | 10.8 (8.9–12.7) | 9.4 (4.0–15.4) 5 | 10.5 (6.1–13.4) 6 | 12.3 (9.8–15.4) | <0.001 |
| Fiber (g) | 2.9 (1.6–4.9) | 4.4 (3.2–5.3) 1,3 | 2.5 (1.3–4.9) 4 | 4.3 (3.2–6.0) 6 | 2.1 (1.6–3.3) | 0.003 |
| Bringing plain water, | 146 (41.7) | 13 (28.3) | 77 (43.8) | 21 (39.6) | 35 (46.7) | 0.206 |
|
| ||||||
| Energy (kcal) | 80 (50–110) | 111 (92–134) 1,2,3 | 70 (43–106) | 80 (43–102) | 80 (65–100) | <0.001 |
| Carbohydrates (g) | 10.6 (6.3–14.5) | 15.5 (12.5–18.2) 1,2,3 | 9.4 (5.1–13.2) | 10.6 (6.9–14.6) | 10.3 (6.4–13.5) | <0.001 |
| Proteins (g) | 2.4 (1.4–3.5) | 3.6 (2.5–4.6) 1,2,3 | 1.8 (1.0–3.1) 5 | 2.2 (1.3–3.2) | 2.6 (2.1–3.5) | <0.001 |
| Fats (g) | 3.1 (1.8–4.8) | 4.3 (3.1–5.3) 1,2,3 | 2.6 (1.3–4.8) 5 | 2.4 (1.0–4.2) 6 | 3.5 (2.4–4.5) | <0.001 |
| Simple carbohydrates (g) | 4.9 (2.4–7.7) | 7.6 (5.2–9.2) 1,3 | 4.2 (2.0–7.0) 4 | 7.2 (4.6–9.8) 6 | 3.8 (1.0–5.5) | <0.001 |
| Saturated fats (g) | 1.0 (0.4–1.5) | 1.2 (1.0–1.7) 1,2 | 0.7 (0.3–1.5) 5 | 0.7 (0.4–1.5) 6 | 1.1 (0.8–1.5) | <0.001 |
| Fiber (g) | 0.5 (0.3–0.8) | 0.7 (0.5–1.0) 1,3 | 0.5 (0.2–0.9) 4 | 0.7 (0.4–0.9) 6 | 0.4 (0.5–0.6) | <0.001 |
Kruskal–Wallis test, Pearson’s chi-squared test. Dunn’s test of multiple comparisons, 1 Sandwiches, tortas, and sweetened dairy products vs. sweet snacks: p < 0.05; 2 sandwiches, tortas, and sweetened dairy products vs. sweetened dairy products: p < 0.05; 3 sandwiches, tortas, and sweetened dairy products vs. sandwiches and tortas: p < 0.05; 4 Sweet snacks vs. sweetened dairy products: p < 0.05; 5 sweet snacks vs. sandwiches and tortas: p < 0.05; 6 sweetened dairy products vs. sandwiches and tortas: p < 0.05.
Socioeconomic, anthropometric, and clinical characteristics according to dietary patterns.
| Sandwiches, | Sweet Snacks | Sweetened Dairy Products | Sandwiches and | ||
|---|---|---|---|---|---|
| Age (years), (mean ± SD) | 7.7 ± 1.1 | 7.9 ± 1.2 | 8.0 ± 1.2 | 7.8 ± 1.2 | 0.594 |
| Sex (female), | 20 (43.5) | 87 (49.4) | 22 (41.5) | 30 (40.0) | 0.488 |
| BMI | 0.87 ± 1.3 | 0.90 ± 1.4 | 0.91 ± 1.5 | 0.92 ± 1.2 | 0.997 |
| BMI | |||||
| Normal (−2 < | 25 (54.4) | 91 (51.7) | 26 (49.1) | 45 (60.0) | |
| Overweight (1 ≤ | 13 (28.2) | 43 (24.4) | 14 (26.4) | 17 (22.7) | |
| Obesity ( | 8 (17.4) | 42 (23.9) | 13 (24.5) | 13 (17.3) | 0.815 |
| WC (percentile) (mean ± SD) | 50.1 ± 19.8 | 53.8 ± 21.5 | 52.1 ± 20.6 | 49.4 ± 21.6 | 0.429 |
| WC percentile classification, | |||||
| Normal (percentile < 75th) | 41 (89.1) | 139 (79.9) | 46 (86.8) | 64 (85.3) | |
| High risk (percentile 75th to 89th) | 3 (6.5) | 23 (13.2) | 4 (7.5) | 8 (10.7) | |
| Very high risk (percentile ≥ 90th) | 2 (4.4) | 12 (6.9) | 3 (5.7) | 3 (4.0) | 0.715 |
| Educational level of the mother, | |||||
| Secondary or lower | 6 (14.0) | 28 (17.5) | 5 (10.0) | 13 (18.6) | |
| Pre-university or technical | 18 (41.9) | 59 (36.9) | 27 (54.0) | 25 (35.7) | |
| Bachelor’s degree or postgraduate degree | 19 (44.2) | 73 (45.6) | 51 (36.0) | 32 (45.7) | 0.444 |
| Socioeconomic level, | |||||
| Low | 16 (30.8) | 11 (26.8) | 36 (33.3) | 25 (23.2) | |
| Medium | 21 (40.3) | 22 (53.7) | 33 (30.6) | 40 (37.0) | |
| High | 15 (28.9) | 8 (19.5) | 39 (36.1) | 43 (39.8) | 0.281 |
* Kruskal–Wallis test, Pearson’s chi-square test or ANOVA. WC: waist circumference
Metabolic parameters according to dietary patterns.
| Biochemical Parameters | Sandwiches, | Sweet Snacks | Sweetened Dairy Products | Sandwiches | |
|---|---|---|---|---|---|
| Median (IQR) | |||||
| Glucose (mg/dL) | 87 (81–93) | 86 (81–90) | 86 (79–92) | 87 (81–90) | 0.700 |
| Cholesterol (mg/dL) | 168 (155–180) | 164 (148–184) | 168 (142–185) | 164 (147–178) | 0.918 |
| Triglycerides (mg/dL) | 73 (55–101) | 72 (55–99) | 66 (53–98) | 67 (49–88) | 0.515 |
| C-HDL (mg/dL) | 52 (43–54) | 50 (40–58) | 45 (41–52) | 49 (39–57) | 0.342 |
| C-LDL (mg/dL) | 103 (88–110) | 95 (81–115) | 105 (84–119) | 98 (84–120) | 0.570 |
| Insulin (μU/mL) | 3.8 (2.2–6.7) | 3.3 (2.0–6.9) | 2.6 (1.9–5.2) | 2.8 (1.9–5.3) | 0.075 |
| HOMA-IR | 0.83 (0.47–1.54) | 0.69 (0.45–1.52) | 0.55 (0.42–1.17) | 0.55 (0.43–1.05) | 0.150 |
* Kruskal–Wallis test. IQR: interquartile range.