Health-Related Quality of Life in Childhood and Adolescence: The Interrelation with Level of Adherence to Mediterranean Diet and Dietary Trajectories: Highlights from the DIATROFI Program (2021–2022)
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Study Sample
2.3. Bioethics
2.4. Baseline and Follow-Up Assessment
2.4.1. Data Collection
2.4.2. Students and Parental Sociodemographic Characteristics
2.4.3. HRQoL Assessment
2.4.4. Mediterranean Diet Adherence
2.5. Statistical Analysis
3. Results
3.1. Baseline Mediterranean Diet Adherence and HRQoL
3.2. Mediterranean Diet Adherence and HRQoL from Baseline to Follow-Up
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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Total Sample, % | KIDMED, Score (Range [−4, 12]) | p-Value | HRQoL, Score (Range [0, 100]) | p-Value | |
---|---|---|---|---|---|
Total sample | n = 3153 | ||||
Students’ characteristics | 5.61 (2.61) | - | 88.5 (12.4) | - | |
Sex | |||||
Boys | 51.2 | 5.53 (2.66) | 0.020 | 88.0 (12.5) | <0.001 |
Girls | 48.8 | 5.76 (2.51) | 89.2 (12.0) | ||
Students’ educational attainment | |||||
Pre-primary school (kindergarten) | 23.4 | 5.65 (2.75) | 0.206 | 87.7 (11.5) | <0.001 |
Primary school | 74.4 | 5.62 (2.57) | 88.9 (12.4) | ||
Secondary school | 2.2 | 5.07 (2.56) | 82.7 (17.4) | ||
BMI classification | |||||
Underweight | 12.0 | 5.64 (2.52) | 0.023 | 88.2 (12.7) | 0.063 |
Normal | 52.8 | 5.73 (2.59) | 89.3 (11.8) | ||
Overweight/Obese | 35.2 | 5.45 (2.61) | 88.1 (12.5) | ||
Physical activity (weekly) | |||||
<2 h | 53.5 | 5.27 (2.77) | <0.001 | 87.2 (13.3) | <0.001 |
>2 h | 46.5 | 6.00 (2.36) | 90.2 (10.9) | ||
Family characteristics | |||||
Parental income status | |||||
Both parents with income | 51.3 | 5.78 (2.37) | <0.001 | 89.8 (11.4) | <0.001 |
One parent with income | 42.4 | 5.77 (2.46) | 88.7 (12.1) | ||
Both parents without income | 6.3 | 3.74 (3.67) | 83.2 (13.7) | ||
Paternal educational level | |||||
Low | 30.1 | 5.45 (2.82) | 0.004 | 86.6 (13.8) | <0.001 |
Moderate | 40.6 | 5.70 (2.43) | 89.7 (11.3) | ||
High | 29.3 | 5.85 (2.36) | 90.1 (10.6) | ||
Maternal educational level | |||||
Low | 21.8 | 4.98 (3.16) | <0.001 | 85.1 (14.0) | <0.001 |
Moderate | 30.2 | 5.77 (2.45) | 89.7 (11.3) | ||
High | 48.0 | 5.78 (2.38) | 89.6 (11.4) | ||
Family socioeconomic status | |||||
Low | 23.7 | 4.68 (3.03) | <0.001 | 85.6 (13.7) | <0.001 |
Moderate | 56.3 | 5.81 (2.39) | 89.4 (11.6) | ||
High | 20.0 | 6.15 (2.38) | 89.9 (12.0) | ||
Students’ quality-of-life measurements | |||||
Above median HRQoL score | 47.0 | 6.05 (2.45) | <0.001 | - | - |
Below median HRQoL score | 53.0 | 5.17 (2.67) | - | ||
Above median physical function score | 54.0 | 5.97 (2.52) | <0.001 | - | - |
Below median physical function score | 46.0 | 5.14 (2.63) | - | ||
Above median emotional function score | 52.8 | 5.87 (2.54) | <0.001 | - | - |
Below median emotional function score | 47.2 | 5.29 (2.63) | - | ||
Above median social function score | 52.7 | 5.97 (2.45) | <0.001 | - | - |
Below median social function score | 47.3 | 5.17 (2.70) | - | ||
Above median school function score | 50.6 | 6.02 (2.44) | <0.001 | - | - |
Below median school function score | 49.4 | 5.15 (2.69) | - |
Total Sample | Students’ Level of Adherence to the Mediterranean Diet | ||||
---|---|---|---|---|---|
Students’ Quality-of-Life Measurements | Poor | Moderate | High | p-Value | |
n | 3153 | 621 | 1742 | 790 | |
HRQoL, score (range [0, 100]), Mean (SD) | 88.3 (12.6) | 84.8 (13.8) | 89 (11.3) | 90.2 (13) | <0.001 |
Below median HRQoL score, % | 53.0 | 62.9 | 52.8 | 42.3 | <0.001 |
Physical function, score (range [0, 100]), Mean (SD) | 90.7 (14.2) | 88.4 (15) | 91.3 (13) | 91.9 (15.1) | <0.001 |
Below median physical function score, % | 46.0 | 54.9 | 47.1 | 35.5 | <0.001 |
Emotional function, score (range [0, 100]), Mean (SD) | 84.9 (16.1) | 82 (17.5) | 85.1 (15.4) | 87.2 (16.3) | <0.001 |
Below median emotional function score, % | 47.2 | 54.4 | 47.2 | 39.5 | <0.001 |
Social function, score (range [0, 100]), Mean (SD) | 89.2 (16.6) | 84.8 (18.9) | 90.5 (15) | 91.1 (15.8) | <0.001 |
Below median social function score, % | 47.3 | 57.7 | 46.3 | 39.4 | <0.001 |
School function, score (range [0, 100]), Mean (SD) | 86.8 (16.4) | 81.9 (18.5) | 87.8 (14.8) | 89.6 (16) | <0.001 |
Below median school function score, % | 49.4 | 60.9 | 49.2 | 39.0 | <0.001 |
Dependent Variable | Below Median HRQoL Score | Below Median Physical Function Score | Below Median Emotional Function Score | Below Median Social Function Score | Below Median School Function Score | ||
---|---|---|---|---|---|---|---|
Model 1 | Students’ level of adherence to the Mediterranean diet | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | Model adjusted for |
Poor | ref | ref | ref | ref | ref | (crude model) | |
Moderate/High | 0.58 (0.48, 0.70) *** | 0.63 (0.53, 0.76) *** | 0.68 (0.57, 0.82) *** | 0.58 (0.49, 0.69) *** | 0.55 (0.46, 0.66) *** | ||
Model 2 | Students’ level of adherence to the Mediterranean diet | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | |
Poor | ref | ref | ref | ref | ref | Age, sex | |
Moderate/High | 0.58 (0.48, 0.71) *** | 0.64 (0.53, 0.78) *** | 0.72 (0.60, 0.87) *** | 0.60 (0.49, 0.72) *** | 0.56 (0.46, 0.68) *** | ||
Model 3 | Students’ level of adherence to the Mediterranean diet | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | |
Poor | ref | ref | ref | ref | ref | Model 2 + family SES, BMI classification, physical activity (hours/week) | |
Moderate/High | 0.56 (0.44, 0.70) *** | 0.66 (0.53, 0.83) *** | 0.73 (0.58, 0.91) ** | 0.61 (0.49, 0.77) *** | 0.56 (0.45, 0.71) *** |
Baseline KIDMED, Score (Range [−4, 12]) | Difference (Follow-Up − Baseline) | p-Value | Baseline HRQoL, Score (Range [0, 100]) | Difference (Follow-Up − Baseline) | p-Value | |
---|---|---|---|---|---|---|
Total sample (n = 1146) | 5.55 (2.53) | +0.32 (2.14) | <0.001 | 89.7 (12.0) | +1.3 (10.6) | <0.001 |
Students’ characteristics | ||||||
Sex | ||||||
Boys | 5.48 (2.58) | 0.25 (2.19) * | 0.223 | 89.3 (12.3) | 1.4 (11.3) * | 0.891 |
Girls | 5.61 (2.53) | 0.41 (2.10) * | 90.1 (12.1) | 1.3 (10.5) * | ||
Students’ educational attainment | ||||||
Pre-primary school (kindergarten) | 5.20 (3.05) | 0.28 (2.11) * | 87.9 (11.6) | 0.7 (8.2) | ||
Primary school | 5.69 (2.34) | 0.32 (2.12) * | 0.444 | 90.6 (11.6) | 1.7 (11.2) * | 0.219 |
Secondary school | 4.78 (2.54) | 0.72 (2.68) | 80.5 (19.9) | −3.1 (11.0) | ||
BMI classification | ||||||
Underweight | 5.59 (2.51) | 0.68 (2.18) * | 0.761 | 90.8 (11) | 0.6 (10.2) | 0.996 |
Normal | 5.65 (2.64) | 0.32 (2.08) * | 90.3 (11.9) | 1.0 (11.2) | ||
Overweight/Obese | 5.44 (2.50) | 0.22 (2.14) | 88.4 (13.4) | 2.1 (11.2) * | ||
Physical activity (weekly) | ||||||
<2 h | 5.11 (2.73) | 0.35 (2.06) * | 0.928 | 88.8 (12.8) | 0.6 (10.5) | 0.026 |
>2 h | 5.95 (2.26) | 0.33 (2.20) * | 90.2 (11.5) | 2.0 (11.0) * | ||
Family characteristics | ||||||
Parental income status | ||||||
Both parents with income | 5.73 (2.30) | 0.30 (2.15) * | 90.3 (11.8) | 2.1 (10.7) * | ||
One parent with income | 5.72 (2.42) | 0.32 (2.02) * | 0.318 | 90.4 (10.8) | 0.9 (9.8) | 0.518 |
Both parents without income | 3.47 (3.77) | 0.37 (2.66) | 82.1 (14.8) | −2.2 (9.9) | ||
Paternal educational level | ||||||
Low | 5.02 (2.98) | 0.16 (2.21) | 87.5 (13.9) | 1.1 (12.4) | ||
Moderate | 5.79 (2.31) | 0.35 (2.09) * | 0.413 | 90.5 (11.7) | 1.8 (11.1) * | 0.418 |
High | 5.78 (2.30) | 0.43 (2.15) * | 90.9 (10) | 1.0 (7.2) * | ||
Maternal educational level | ||||||
Low | 4.47 (3.14) | 0.23 (2.35) | 86 (13.6) | −0.3 (9.8) | ||
Moderate | 5.81 (2.46) | 0.35 (2.00) * | 0.016 | 90.3 (12) | 1.4 (10.8) * | 0.048 |
High | 5.75 (2.27) | 0.35 (2.10) * | 90.5 (11.1) | 1.8 (10.2) * | ||
Family socioeconomic status | ||||||
Low | 4.43 (3.09) | 0.36 (2.17) * | 87.6 (11.9) | −0.1 (10.1) | ||
Moderate | 5.77 (2.32) | 0.30 (2.17) * | 0.303 | 90 (11.8) | 1.3 (10.2) * | 0.218 |
High | 5.92 (2.32) | 0.29 (1.94) * | 90.2 (13.1) | 3.0 (12.0) * | ||
Changes in students’ quality of life | ||||||
Improved HRQoL | 5.56 (2.37) | 0.50 (2.20) * | 0.016 | - | - | - |
Not improved HRQoL | 5.48 (2.66) | 0.33 (2.08) * | - | - | ||
Improved physical function | 5.42 (2.29) | 0.37 (2.20) * | 0.770 | - | - | - |
Not improved physical function | 5.57 (2.64) | 0.33 (2.08) * | - | - | ||
Improved emotional function | 5.6 (2.26) | 0.51 (2.09) * | 0.037 | - | - | - |
Not improved emotional function | 5.47 (2.68) | 0.24 (2.14) * | - | - | ||
Improved social function | 5.28 (2.41) | 0.58 (2.23) * | 0.039 | - | - | - |
Not improved social function | 5.59 (2.56) | 0.27 (2.08) * | - | - | ||
Improved school function | 5.52 (2.49) | 0.38 (2.34) * | 0.700 | - | - | - |
Not improved school function | 5.52 (2.55) | 0.32 (2.02) * | - | - |
Dependent Variable | Improvement in HRQoL | Improvement in Physical Function | Improvement in Emotional Function | Improvement in Social Function | Improvement in School Function | ||
---|---|---|---|---|---|---|---|
Model 1 | Adherence to the Mediterranean diet trajectories | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | Model adjusted for |
Poor–stable | ref | ref | ref | ref | ref | (crude model) | |
Worsen | 1.26 (0.79, 2.02) | 1.34 (0.81, 2.22) | 1.20 (0.72, 1.98) | 0.72 (0.41, 1.25) | 1.12 (0.68, 1.83) | ||
Improved | 1.56 (1.07, 2.29) ** | 1.49 (0.99, 2.25) * | 1.66 (1.11, 2.49) ** | 0.91 (0.59, 1.39) | 0.95 (0.64, 1.43) | ||
MH–stable | 1.85 (1.21, 2.84) ** | 1.54 (0.97, 2.42) * | 1.70 (1.08, 2.67) ** | 0.99 (0.61, 1.61) | 0.99 (0.63, 1.55) | ||
Change in KIDMED score (units) | 1.07 (1.01, 1.13) ** | 1.01 (0.95, 1.07) | 1.06 (1.01, 1.12) ** | 1.07 (1.01, 1.14) ** | 1.01 (0.95, 1.07) | ||
Model 2 | Adherence to the Mediterranean diet trajectories | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | |
Poor–stable | ref | ref | ref | ref | ref | Age, sex | |
Worsen | 1.19 (0.73, 1.96) | 1.25 (0.74, 2.12) | 1.29 (0.76, 2.19) | 0.64 (0.36, 1.14) | 1.27 (0.75, 2.13) | ||
Improved | 1.62 (1.09, 2.42) ** | 1.51 (0.99, 2.32) * | 1.86 (1.21, 2.87) ** | 0.91 (0.59, 1.42) | 1.04 (0.68, 1.59) | ||
MH–stable | 1.82 (1.16, 2.87) ** | 1.56 (0.97, 2.52) * | 1.79 (1.10, 2.90) ** | 0.96 (0.58, 1.59) | 1.11 (0.68, 1.79) | ||
Change in KIDMED score (units) | 1.08 (1.02, 1.15) *** | 1.01 (0.95, 1.07) | 1.06 (1.01, 1.13) ** | 1.08 (1.01, 1.16) ** | 1.02 (0.96, 1.08) | ||
Model 3 | Adherence to the Mediterranean diet trajectories | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | |
Poor–stable | ref | ref | ref | ref | ref | Model 2 + family SES, physical activity (h/week) | |
Worsen | 1.11 (0.65, 1.89) | 1.11 (0.63, 1.96) | 1.17 (0.66, 2.07) | 0.58 (0.31, 1.09) * | 1.09 (0.62, 1.90) | ||
Improved | 1.57 (1.02, 2.44) ** | 1.35 (0.85, 2.14) | 1.77 (1.10, 2.83) ** | 0.88 (0.55, 1.43) | 0.93 (0.58, 1.48) | ||
MH–stable | 1.72 (1.05, 2.80) ** | 1.40 (0.84, 2.34) | 1.73 (1.03, 2.92) ** | 0.99 (0.58, 1.69) | 0.94 (0.56, 1.58) | ||
Change in KIDMED score (units) | 1.08 (1.02, 1.15) ** | 1.01 (0.95, 1.08) | 1.07 (1.01, 1.14) ** | 1.11 (1.03, 1.19) *** | 1.02 (0.95, 1.09) | ||
Model 4 | Adherence to the Mediterranean diet trajectories | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | OR (95%CI) | |
Poor–stable | ref | ref | ref | ref | ref | Model 3 + BMI classification | |
Worsen | 1.01 (0.57, 1.78) | 1.05 (0.58, 1.92) | 1.01 (0.55, 1.88) | 0.55 (0.28, 1.07) | 1.01 (0.55, 1.82) | ||
Improved | 1.4 (0.88, 2.23) | 1.27 (0.78, 2.07) | 1.73 (1.05, 2.86) ** | 0.84 (0.50, 1.39) | 0.86 (0.52, 1.40) | ||
MH–stable | 1.59 (0.95, 2.67) * | 1.27 (0.73, 2.19) | 1.70 (0.98, 2.96) * | 0.98 (0.56, 1.73) | 0.89 (0.52, 1.55) | ||
Change in KIDMED score (units) | 1.09 (1.02, 1.17) ** | 1.02 (0.95, 1.09) | 1.09 (1.02, 1.17) ** | 1.13 (1.05, 1.22) *** | 1.02 (0.95, 1.10) |
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Diamantis, D.V.; Katsas, K.; Kalogiannis, D.; Kouvari, M.; Linos, A. Health-Related Quality of Life in Childhood and Adolescence: The Interrelation with Level of Adherence to Mediterranean Diet and Dietary Trajectories: Highlights from the DIATROFI Program (2021–2022). Nutrients 2023, 15, 1829. https://doi.org/10.3390/nu15081829
Diamantis DV, Katsas K, Kalogiannis D, Kouvari M, Linos A. Health-Related Quality of Life in Childhood and Adolescence: The Interrelation with Level of Adherence to Mediterranean Diet and Dietary Trajectories: Highlights from the DIATROFI Program (2021–2022). Nutrients. 2023; 15(8):1829. https://doi.org/10.3390/nu15081829
Chicago/Turabian StyleDiamantis, Dimitrios V., Konstantinos Katsas, Dimitrios Kalogiannis, Matina Kouvari, and Athena Linos. 2023. "Health-Related Quality of Life in Childhood and Adolescence: The Interrelation with Level of Adherence to Mediterranean Diet and Dietary Trajectories: Highlights from the DIATROFI Program (2021–2022)" Nutrients 15, no. 8: 1829. https://doi.org/10.3390/nu15081829
APA StyleDiamantis, D. V., Katsas, K., Kalogiannis, D., Kouvari, M., & Linos, A. (2023). Health-Related Quality of Life in Childhood and Adolescence: The Interrelation with Level of Adherence to Mediterranean Diet and Dietary Trajectories: Highlights from the DIATROFI Program (2021–2022). Nutrients, 15(8), 1829. https://doi.org/10.3390/nu15081829