Impact of Social and Economic Determinants on the Prevalence of Childhood Overweight and Obesity: A Cross-Sectional Study from the ENPIV in Valencia, Spain
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design and Sampling
2.2. Study Measurements
2.2.1. Household Food Insecurity Status and Dietary Habits
2.2.2. Anthropometric Indicators of Nutritional Status
2.2.3. Covariates
2.3. Data Analysis
2.4. Ethics
3. Results
3.1. Socio-Demographic Characteristics, Household Food Insecurity, and Nutritional Status
3.2. Multivariate Relationship of Nutritional Status with Health and Socio-Economic Determinants
4. Discussion
Strengths and Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Variable | Total Sample (n: 698) | Boys (n: 360) | Girls (n: 338) | Total Sample with Social Determinants (n: 414) | Boys (n: 207) | Girls (n: 207) | |
---|---|---|---|---|---|---|---|
Age (years) | Mean (SD) | 9.80 (2.90) | 9.84 (2.96) | 9.83 (2.81) | 10.10 (3.00) | 10.20 (2.98) | 10.04 (2.96) |
Median (P25–P75) | 10 (7–13) | 10 (7–13) | 10 (7–12) | 10 (8–13) | 11 (8–13) | 10 (7–13) | |
Weight (kg) | Mean (SD) | 40.70 (15.70) | 40.92 (16.45) | 40.48 (14.85) | 41.80 (15.50) | 42.7 (16.0) | 40.8 (15.0) |
Median (P25–P75) | 39.00 (28.50–50.70) | 38.8 (27.85–51.17) | 39.25 (29.54–48.9) | 40.30 (30.10–52.30) | 41.00 (30.30–53.60) | 39.44 (29.10–51.94) | |
Height (cm) | Mean (SD) | 143.00 (17.30) | 143.05 (18.76) | 142.45 (15.62) | 144.55 (17.30) | 145.89 (18.12) | 142.97 (16.46) |
Median (P25–P75) | 144.00 (129.00–156.00) | 141.3 (128.00–157.52) | 143.85 (129.8–155.47) | 145.40 (131–158) | 145.6 (132.10–160.20) | 145.5 (129.30–157.40) | |
BMI (kg/m2) | Mean (SD) | 19.30 (4.14) | 19.21 (4.12) | 19.31 (4.17) | 19.30 (4.01) | 19.40 (3.98) | 19.28 (4.04) |
Median (P25–P75) | 18.40 (16.20–21.40) | 18.23 (16.17–21.38) | 18.59 (16.22–21.46) | 18.30 (16.35–21.46) | 18.44 (16.43–21.86) | 18.34 (16.34–21.38) | |
Z-Score | Mean (SD) | 0.68 (1.36) | 0.73 (1.41) | 0.61 (1.31) | 0.65 (1.30) | 0.75 (1.35) | 0.56 (1.25) |
Median (P25–P75) | 0.62 (−0.31–1.59) | 0.61 (−0.34–1.76) | 0.62 (−0.27–1.48) | 0.57 (−0.31–1.53) | 0.59 (−0.32–1.87) | 0.47 (−0.29–1.34) | |
Undernutrition (%) | 16 (2.30%) | 8 (2.22%) | 8 (2.36%) | 6 (1.40%) | 2 (1.00%) | 4 (1.90%) | |
Normal weight (%) | 398 (57.00%) | 201 (55.73%) | 197 (58.28%) | 253 (61.10%) | 123 (59.40%) | 130 (62.80%) | |
Overweight (%) | 158 (22.60%) | 75 (20.83%) | 83 (24.56%) | 82 (19.80%) | 38 (18.40%) | 44 (21.30%) | |
Obese (%) | 126 (18.10%) | 76 (21.11%) | 50 (14.80%) | 73 (17.60%) | 44 (21.30%) | 29 (14.00%) | |
Waist (cm) | Mean (SD) | 64.90 (10.70) | 65.97 (10.55) | 63.74 (10.77) | 65.2 (10.2) | 66.8 (9.8) | 63.5 (10.30) |
Median (P25–P75) | 64.00 (57.50–71.00) | 64.45 (58.30–72.50) | 63.00 (57.00–68.95) | 64.00 (58.10–71.00) | 65.00 (60.00–74.00) | 62.00 (58.50–69.00) | |
Hip (cm) | Mean (SD) | 79.70 (12.90) | 79.04 (13.00) | 80.31 (12.74) | 80.5 (12.7) | 80.5 (12.4) | 80.6 (13.0) |
Median (P25–P75) | 80.00 (69.50–88.40) | 79.65 (69.00–87.52) | 80.00 (70.00–89.00) | 81.0 (70.2–89.2) | 81 (71–89) | 81 (70–91) | |
Waist–Hip Index | Mean (SD) | 0.818 (0.078) | 0.83 (0.07) | 0.79 (0.08) | 0.813 (0.075) | 0.833 (0.065) | 0.793 (0.080) |
Median (P25–P75) | 0.82 (0.77–0.86) | 0.83 (0.79–0.87) | 0.80 (0.75–0.84) | 0.81 (0.77–0.86) | 0.83 (0.79–0.87) | 0.79 (0.74–0.84) | |
Waist–Height Index | Mean (SD) | 0.45 (0.06) | 0.46 (0.06) | 0.45 (0.06) | 0.45 (0.06) | 0.46 (0.06) | 0.44 (0.06) |
Median (P25–P75) | 0.45 (0.42–0.49) | 0.45 (0.42–0.50) | 0.44 (0.41–0.48) | 0.45 (0.41–0.48) | 0.45 (0.41–0.49) | 0.44 (0.41–0.47) | |
BC (cm) | Mean (SD) | 22.60 (4.70) | 22.66 (5.18) | 22.44 (4.12) | 22.60 (4.20) | 22.90 (4.30) | 22.30 (4.06) |
Median (P25–P75) | 22.00 (19.30–25.00) | 22.00 (19.00–25.43) | 22.00 (19.5–24.95) | 22.00 (19.50–25.00) | 22.30 (19.60–25.80) | 21.90 (19.50–24.70) | |
TS (mm) | Mean (SD) | 15.70 (8.30) | 14.54 (8.17) | 16.97 (8.30) | 15.60 (8.200) | 14.30 (7.99) | 16.90 (8.24) |
Median (P25–P75) | 14.00 (10.00–20.00) | 12.00 (8.00–16.25) | 15.00 (11.00–21.00) | 13.00 (10.00–20.00) | 12.00 (8.00–20.00) | 15.00 (11.00–21.00) | |
FA (kg) | Mean (SD) | 17.10 (8.30) | 17.97 (9.47) | 16.25 (6.75) | 17.90 (8.50) | 19.00 (9.54) | 16.70 (7.05) |
Median (P25–P75) | 15.30 (10.80–22.50) | 15.20 (10.90–24.20) | 15.40 (10.70–21.30) | 16.60 (11.00–23.40) | 17.0 (11.30–24.70) | 16.10 (10.60–22.40) |
Variable | Households (n: 414) | Boys | Girls | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Total | Normal Weight | Overweight | Obese | Total | Normal Weight | Overweight | Obese | ||||
(n: 207) | (n: 123) | (n: 38) | (n: 44) | (n: 207) | (n: 130) | (n: 44) | (n: 29) | ||||
Birth weight (kg) | Mean (SD) | 3.18 (0.64) | 3.01 (0.64) | 2.93 (0.63) | 3.18 (0.77) | 3.11 (0.52) | 2.95 (0.63) | 2.88 (0.62) | 3.02 (0.59) | 3.11 (0.73) | |
Median (P25–P75) | 3.20 (2.83–3.60) | 3.30 (2.90–3.60) | 3.22 (2.85–3.60) | 3.47 (3.00–3.76) | 3.3 (3–3.65) | 3.15 (2.85–3.60) | 3.22 (2.7–3.45) | 3.20 (2.82–3.50) | 3.2 (2.75–3.76) | ||
Exclusive breastfeeding | No answer or <6 months (%) | 250 (60.40%) | 132 * | 70 | 30 | 30 | 118 * | 77 | 21 | 16 | |
≥6 months (%) | 164 (39.6%) | 75 | 53 | 8 | 14 | 89 | 53 | 23 | 13 | ||
Breastfeeding (duration) Mean (SD) duration by weight status, months | Unknown | 6 (1.70%) | 12.61 (15.61) | 12.96 (14.02) | 7.97 (11.51) | 16.11 (21.28) | 12.91 (14.13) | 14.47 (14.77) | 12.23 (16.05) | 7.27 (7.17) | |
0 or <1 month | 83 (20.00%) | ||||||||||
1 to 5 months | 70 (17.10%) | ||||||||||
6 to 11 months | 80 (19.60%) | ||||||||||
12 to 23 months | 86 (21.00%) | ||||||||||
24 months or more | 89 (21.80%) | ||||||||||
Dietary quality (KidMed) and FIES | |||||||||||
Total Score | Mean (SD) | 5.08 (2.18) | 4.97 (2.11) | 4.93 (2.12) | 4.84 (2.06) | 5.2 (2.19) | 4.79 (2.24) | 4.6 (2.16) | 5.27 (2.47) | 5 (2.23) | |
Median (P25–P75) | 5 (4–7) | 5 (4–7) | 5 (4–7) | 5 (4–6) | 6 (4–6) | 5 (4–7) | 5 (3–6) | 6 (5–7) | 5 (3–7) | ||
Very low quality diet (score ≤ 3) | 115 (27.80%) | 53 * | 33 | 9 | 10 | 62 * | 41 | 9 | 9 | ||
Need to improve dietary patterns (score 4 to 7) | 244 (58.90%) | 128 | 76 | 24 | 27 | 116 | 73 | 26 | 16 | ||
Optimal Mediterranean diet (score ≥ 8) | 55 (13.30%) | 26 | 14 | 5 | 7 | 29 | 16 | 9 | 4 | ||
No food insecurity | 225 (54.30%) | 113 | 66 | 19 | 27 | 112 | 71 | 24 | 12 | ||
Mild food insecurity | 164 (39.60%) | 82 | 54 | 17 | 10 | 82 | 45 | 18 | 17 | ||
Moderate food insecurity | 19 (4.60%) | 9 | 2 | 2 | 5 | 10 | 8 | 2 | 0 | ||
Severe food insecurity | 6 (1.40%) | 3 | 1 | 0 | 2 | 3 | 3 | 0 | 0 | ||
Screen Time Behavior | |||||||||||
Hours per day spent watching television or using a computer, video games, tablets, or phone. | Weekdays | Mean (SD) | 1.78 (1.23) | 1.68 (0.99) | 1.60 (0.97) | 1.78 (0.95) | 1.77 (1.06) | 1.87 (1.42) | 1.91 (1.47) | 1.56 (0.83) | 2.13 (1.84) |
Median (P25–P75) | 2 (1–2) | 2.00 (1.00–2.00) | 1.83 (1.00–2.00) | 2.00 (1.00–2.00) | 2.00 (1.00–2.00) | 2.00 (1.00–2.00) | 1.50 (1.00–2.00) | 1.50 (1.00–2.00) | 2.00 (1.00–2.00) | ||
Weekends | Mean (SD) | 2.96 (1.56) | 2.88 (1.40) | 2.76 (1.28) | 3.42 (1.15) | 2.75 (1.57) | 3.04 (1.70) | 3.11 (1.71) | 2.69 (1.29) | 3.23 (2.21) | |
Median (P25–P75) | 3 (2–4) | 3.00 (2.00–4.00) | 3.00 (2.00–2.57) | 4.00 (3.00–4.00) | 2.75 (2.00–4.00) | 3.00 (2.00–4.00) | 3.00 (2.00–4.00) | 3.00 (2.00–4.00) | 3.00 (2.00–4.00) | ||
Physical Activity | |||||||||||
No sport outside the classroom | 125 (30.2%) | - | - | - | - | - | - | - | - | ||
1–3 h/week | 163 (39.4%) | - | - | - | - | - | - | - | - | ||
≥4 h/week | 126 (30.4%) | - | - | - | - | - | - | - | - | ||
Weight Status by Nationality (Birth) | |||||||||||
Sample | Total | Undernutrition | Normal weight | Overweight | Obese | ||||||
Spanish | 304 | 5 (1.6%) | 188 (61.8%) | 57 (18.8%) | 54 (17.8%) | ||||||
Foreign | 110 | 1 (1.0%) | 62 (59%) | 24 (22.9%) | 18 (17.1%) |
Variable | Annual Income Groups (n: 322) | p-Value | Reported Difficulty in Making Ends Meet Groups (n: 401) | p-Value | ||||||
---|---|---|---|---|---|---|---|---|---|---|
<12,000 € | 12,000–18,000 € | 18,001–36 K€ | >36,000 € | Not Making It or Problems | Some Problems | Any Problems | ||||
Sample | n: 65 | n: 72 | n: 113 | n: 72 | n: 51 | n: 168 | n: 182 | |||
Weight (kg) | Mean (SD) | 44.50 (16.10) | 43.40 (15.30) | 42.20 (16.10) | 37.20 (12.00) | 0.022 | 47.10 (16.40) | 42.30 (15.60) | 39.90 (15.00) | 0.013 |
Median (P25–P75) | 42.60 (31.90–54.20) | 42.20 (31.10–53.20) | 40.90 (30.20–54.60) | 37.10 (26.80–44.50) | 45.10 (34.80–55.00) | 41.00 (30.50–53.00) | 38.4 (26.80–50.70) | |||
BMI (kg/m2) | Mean (SD) | 20.52 (4.33) | 19.80 (4.46) | 19.17 (3.85) | 17.69 (2.45) | <0.001 | 21.37 (4.53) | 19.53 (4.17) | 18.57 (3.51) | <0.001 |
Median (P25–P75) | 19.90 (17.20–23.10) | 18.50 (16.70–21.40) | 18.10 (16.20–21.80) | 17.30 (15.80–19.40) | 21.00 (18.20–23.10) | 18.30 (16.50–21.60) | 17.70 (15.80–20.40) | |||
Z-Score | Mean (SD) | 1.08 (1.51) | 0.67 (1.38) | 0.61 (1.22) | 0.24 (1.10) | 0.003 | 1.16 (1.43) | 0.71 (1.35) | 0.43 (1.18) | 0.001 |
Median (P25–P75) | 1.04 (−0.01–2.30) | 0.45 (−0.33–1.61) | 0.48 (−0.31–1.41) | 0.11 (−0.51–0.93) | 1.26 (0.18–2.30) | 0.60 (−0.29–1.58) | 0.33 (−0.47–1.21) | |||
Undernutrition (%) | 2 (3.10%) | 2 (2.80%) | 1 (0.90%) | 0 (0.00%) | 2 (3.90%) | 3 (1.80%) | 1 (0.50%) | |||
Normal weight (%) | 30 (46.20%) | 43 (59.70%) | 70 (61.90%) | 55 (76.40%) | 20 (39.20%) | 104 (61.90%) | 122 (67.00%) | |||
Overweight (%) | 14 (21.50%) | 14 (19.40%) | 23 (20.40%) | 11 (15.30%) | 14 (27.50%) | 28 (16.70%) | 38 (20.90%) | |||
Obese (%) | 19 (29.20%) | 13 (18.10%) | 19 (16.80%) | 6 (8.30%) | 15 (29.40%) | 33 (19.60%) | 21 (11.50%) | |||
Waist (cm) | Mean (SD) | 67.80 (11.10) | 66.50 (10.5) | 65.20 (9.60) | 61.60 (8.10) | 0.002 | 67.90 (12.70) | 66.20 (10.5) | 63.50 (9.00) | 0.008 |
Median (P25–P75) | 66.0 (59.00–74.00) | 65.40 (58.60–71.40) | 63.60 (58.20–71.00) | 61.20 (56.80–66.20) | 68 (59–75) | 64 (59–72) | 64 (57–69) | |||
Hip (cm) | Mean (SD) | 83.40 (12.50) | 82.70 (12.40) | 80.50 (13.30) | 76.50 (10.30) | 0.004 | 85.10 (12.90) | 81.20 (12.40) | 78.80 (12.70) | 0.006 |
Median (P25–P75) | 82.00 (77.00–91.00) | 83.00 (73.70–90.70) | 81.50 (70.00–90.50) | 76.80 (67.90–85.00) | 86 (77–92) | 81 (72–90) | 79 (68–88) | |||
Waist–Hip Index | Mean (SD) | 0.814 (0.063) | 0.806 (0.065) | 0.815 (0.074) | 0.811 (0.088) | 0.858 | 0.798 (0.097) | 0.818 (0.066) | 0.813 (0.077) | 0.258 |
Median (P25–P75) | 0.81 (0.77–0.87) | 0.80 (0.77–0.84) | 0.82 (0.75–0.86) | 0.82 (0.77–0.86) | 0.80 (0.75–0.87) | 0.82 (0.77–0.86) | 0.81 (0.76–0.85) | |||
Waist–Height Index | Mean (SD) | 0.469 (0.070) | 0.457 (0.065) | 0.450 (0.051) | 0.434 (0.051) | 0.006 | 0.466 (0.081) | 0.459 (0.063) | 0.443 (0.049) | 0.014 |
Median (P25–P75) | 0.46 (0.41–0.53) | 0.44 (0.41–0.50) | 0.45 (0.41–0.48) | 0.43 (0.40–0.46) | 0.47 (0.41–0.52) | 0.45 (0.42–0.49) | 0.44 (0.41–0.47) | |||
BC (cm) | Mean (SD) | 23.60 (4.32) | 23.1 (4.14) | 22.4 (4.23) | 21.2 (3.14) | 0.001 | 24.30 (4.24) | 22.80 (4.30) | 22.00 (4.00) | 0.002 |
Median (P25–P75) | 23.30 (21.30–25.90) | 22.30 (20.40–25.20) | 21.50 (19.00–25.90) | 21.00 (18.90–22.90) | 24 (22–28) | 22 (20–25) | 21 (19–25) | |||
TS (mm) | Mean (SD) | 17.30 (9.33) | 16.90 (9.76) | 15.00 (7.83) | 12.70 (5.73) | 0.001 | 19.10 (9.48) | 15.90 (8.65) | 14.20 (7.10) | 0.002 |
Median (P25–P75) | 16.00 (9.00–22.00) | 14.00 (10.00–23.00) | 13.00 (9.00–20.00) | 11.00 (9.00–16.00) | 18 (12–25) | 13 (10–20) | 12 (9–19) | |||
FA (kg) | Mean (SD) | 18.10 (8.83) | 18.50 (7.71) | 18.30 (8.89) | 16.40 (7.63) | 0.405 | 20.00 (8.90) | 17.90 (8.47) | 17.40 (8.15) | 0.135 |
Median (P25–P75) | 15.60 (11.20–24.40) | 18.20 (11.90–23.70) | 16.70 (11.10–24.10) | 15.60 (10.10–21.40) | 20.00 (12.10–26.30) | 16.50 (10.80–23.90) | 16.40 (11.00–22.50) |
Health Determinants | Multivariate Models for Student Weights (n: 329) | Multivariate Models for Z-Score (n: 329) | |||||||
---|---|---|---|---|---|---|---|---|---|
Beta | 95% CI | p-Value | Beta | 95% CI | p-Value | ||||
Birth Weight (n: 388) | 2628 | 0.981 | 4.274 | 0.002 | 0.304 | 0.095 | 0.514 | 0.005 | |
Annual household income (n: 322) | >EUR 36,000 (n: 72) | - | - | (baseline) | 0.009 | ||||
>EUR 18,000–36,000 (n: 113) | - | - | - | - | 1.941 | 0.998 | 3.774 | 0.051 | |
>EUR 12,000–18,000 (n: 72) | - | - | - | - | 2.031 | 0.983 | 4.200 | 0.056 | |
≤EUR 12,000 (n: 65) | - | - | - | - | 3.559 | 1.706 | 7.422 | 0.001 | |
Difficulty in making ends meet (n: 401) | Any problems (n: 182) | (baseline) | 0.016 | (baseline) | <0.001 | ||||
Some problems (n: 168) | 2.023 | −0.224 | 4.271 | 0.078 | 0.375 | 0.089 | 0.661 | 0.01 | |
Not making it, or problems (n: 51) | 4.819 | 1.348 | 8.290 | 0.007 | 0.906 | 0.464 | 1.348 | <0.001 |
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Cabañas-Alite, L.; Alonso-Asensi, M.; Rocher-Vicedo, E.; Garcia-Garcia, L.; Garcia-Barajas, R.; Martin-Moreno, J.M. Impact of Social and Economic Determinants on the Prevalence of Childhood Overweight and Obesity: A Cross-Sectional Study from the ENPIV in Valencia, Spain. Nutrients 2025, 17, 2006. https://doi.org/10.3390/nu17122006
Cabañas-Alite L, Alonso-Asensi M, Rocher-Vicedo E, Garcia-Garcia L, Garcia-Barajas R, Martin-Moreno JM. Impact of Social and Economic Determinants on the Prevalence of Childhood Overweight and Obesity: A Cross-Sectional Study from the ENPIV in Valencia, Spain. Nutrients. 2025; 17(12):2006. https://doi.org/10.3390/nu17122006
Chicago/Turabian StyleCabañas-Alite, Luis, María Alonso-Asensi, Elena Rocher-Vicedo, Lidia Garcia-Garcia, Ruth Garcia-Barajas, and Jose M. Martin-Moreno. 2025. "Impact of Social and Economic Determinants on the Prevalence of Childhood Overweight and Obesity: A Cross-Sectional Study from the ENPIV in Valencia, Spain" Nutrients 17, no. 12: 2006. https://doi.org/10.3390/nu17122006
APA StyleCabañas-Alite, L., Alonso-Asensi, M., Rocher-Vicedo, E., Garcia-Garcia, L., Garcia-Barajas, R., & Martin-Moreno, J. M. (2025). Impact of Social and Economic Determinants on the Prevalence of Childhood Overweight and Obesity: A Cross-Sectional Study from the ENPIV in Valencia, Spain. Nutrients, 17(12), 2006. https://doi.org/10.3390/nu17122006