Cross-Sectional Analysis of Food Group Consumption and Obesity in Children Aged 6–23 Months with Normal and Stunted Growth Patterns in Pakistan
Abstract
1. Introduction
2. Methodology
2.1. Study Design and Study Setting
2.2. Study Participants, Sample Size, and Sampling Techniques
2.3. Study Variables
2.3.1. Exposure Variables
2.3.2. Outcome Variables
2.3.3. Study Covariates
2.4. Data Access and Cleaning Methods
2.5. Statistical Analysis
2.6. Ethical Considerations
3. Results
3.1. Characteristics of Study Sample
3.2. Prevalence and Trends of Paediatric Obesity
3.3. Paediatric Dietary and Feeding Practices Across Two Survey Periods
3.4. Meal Frequency Across Two Demographic Surveys of Pakistan
3.5. Relationships of Paediatric Obesity with Various Food Groups Among Children with Normal and Stunted Growth Trajectories
4. Discussion
4.1. Generalisability of Findings
4.2. Strengths and Limitations
4.3. Study Recommendations
4.4. Future Research Directions
4.5. Implications for Public Health
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Variables | Categories | Total (n = 1230) | 2012–2013 (n = 467) | 2017–2018 (n = 763) | p-Value |
---|---|---|---|---|---|
Child factors | |||||
Child’s age | 6 to11.9 months | 36.9% | 41.8% | 33.9% | 0.012 * |
12 to 17.9 months | 40.2% | 33.9% | 43.2% | ||
18 to 23.9 months | 22.8% | 22.7% | 22.9% | ||
Sex | Male | 49.8% | 48.6% | 50.6% | 0.500 |
Female | 50.2% | 51.4% | 49.4% | ||
Birthweight | Normal weight | 17.4% | 16.6% | 17.8% | 0.431 |
Low birthweight | 8% | 8.6% | 7.6% | ||
Don’t know | 20.5% | 16.3% | 23.1% | ||
Not weighted at birth | 54.1% | 58.5% | 51.4% | ||
Birth size | Small or very small | 17% | 15.9% | 17.7% | 0.413 |
Average or large | 83% | 84.1% | 82.3% | ||
Diarrhoea | No | 70.8% | 71.0% | 70.6% | 0.885 |
Yes | 29.2% | 29.0% | 29.4% | ||
Fever | No | 55% | 54% | 55.7% | 0.552 |
Yes | 45% | 46% | 44.3% | ||
Cough | No | 57.5% | 61.9% | 54.8% | 0.014 * |
Yes | 42.5% | 38.1% | 45.2% | ||
Maternal factors | |||||
Maternal age | Below 20 years | 4.4% | 3.4% | 5% | 0.417 |
20–34 years | 82.1% | 82.6% | 81.6% | ||
35 years or more | 13.5% | 14% | 13.4% | ||
Maternal education | No education | 40.4% | 40.3% | 40.5% | 0.53 |
Primary | 15.6% | 18% | 14.2% | ||
Secondary | 25.4% | 26.6% | 24.8% | ||
Higher | 18.5% | 15.2% | 20.6% | ||
Working mother | No | 89.4% | 88.2% | 90.2% | 0.281 |
Yes | 10.6% | 11.8% | 9.8% | ||
Maternal body mass index | Normal weight | 48.5% | 56.6% | 43.6% | <0.001 * |
Obese | 14.7% | 10.4% | 17.3% | ||
Overweight | 27.1% | 22.3% | 30% | ||
Underweight | 9.7% | 10.6% | 9.1% | ||
Caesarean section | No | 78.5% | 83.3% | 75.5% | 0.002 * |
Yes | 21.5% | 16.7% | 24.5% | ||
Household factors | |||||
Wealth index | Poorest | 13.9% | 13.1% | 14.4% | 0.006 * |
Poorer | 20.1% | 16.7% | 22.1% | ||
Middle | 21.1% | 19.5% | 22.1% | ||
Richer | 20.8% | 25.7% | 17.8% | ||
Richest | 24.1% | 25.1% | 23.5% | ||
Family size | Small (1–4) | 32% | 33.2% | 30.7% | 0.335 |
Medium (5–10) | 58.1% | 52% | 59.7% | ||
Large (10+) | 10% | 14.8% | 9.6% | ||
Community factors | |||||
Region | ICT | 7.6% | 7.9% | 7.3% | <0.001 * |
Punjab | 28.9% | 35.3% | 24.9% | ||
Sindh | 16.3% | 17.1% | 15.9% | ||
KPK | 28.6% | 33.2% | 25.8% | ||
Baluchistan | 6.3% | 6.4% | 6.3% | ||
FATA | 4.9% | - | 7.9% | ||
AJK | 7.4% | - | 11.9% | ||
Type of place of residence | Urban | 47.3% | 47.3% | 47.2% | 0.962 |
Rural | 52.8% | 52.7% | 52.8% | ||
Periodic factors | |||||
Year | 2012 | 38% | - | - | - |
2017 | 62% | - | - |
Food Group | Survey Years | p-Value | |
---|---|---|---|
2012–2013 (n = 467) | 2017–2018 (n = 763) | ||
Breastmilk | 74.1% (70.1% to 78.1%) | 71% (67.7% to 74.2%) | 0.245 |
Dairy products (animal milk, powder milk, yogurt, cheese, butter, etc.) | 54.4% (49.8% to 58.9%) | 54.3% (50.7% to 57.8%) | 0.708 |
Cereals and grains | 71% (66.8% to 75.1%) | 72.1% (68.9% to 75.2%) | 0.965 |
Lentils and nuts | 9.2% (6.5% to 11.8%) | 9.2% (7.1% to 11.5%) | 0.984 |
Flesh foods (meats, chicken, organ meat, fish, and poultry) | 21.4% (17.6% to 25.1%) | 17.8% (15.1% to 20.5%) | 0.123 |
Eggs | 27% (22.9% to 31.1%) | 29.5% (26.2% to 32.7%) | 0.343 |
Vitamin A-rich fruits and vegetables | 18.8% (15.2% to 22.3%) | 17.8% (15.1% to 20.5%) | 0.654 |
Other fruits and vegetables | 38.8% (34.3% to 43.2%) | 32.8% (29.4% to 36.1%) | 0.033 |
Variables | Categories | Overweight/Obese | Nutritional Paradox | ||
---|---|---|---|---|---|
Unadjusted Odds | Adjusted Odds | Unadjusted Odds | Adjusted Odds | ||
Dietary factors | |||||
Breastmilk | No Yes | Ref. 0.55 (0.27 to 1.11) | Ref. 0.37 (0.16 to 0.85) * | Ref. 2.08 (0.96 to 4.48) | Ref. 3.71 (1.08 to 12.62) * |
Dairy products | No Yes | Ref. 1.05 (0.53 to 2.09) | Ref. 0.73 (0.42 to 1.29) | ||
Cereals and grains | No Yes | Ref. 1.51 (0.63 to 3.51) | Ref. 0.72 (0.39 to 1.29) | ||
Lentils and nuts | No Yes | Ref. 0.28 (0.03 to 2.10) | Ref. 0.38 (0.09 to 1.60) | ||
Flesh foods | No Yes | Ref. 1.28 (0.57 to 2.87) | Ref. 0.66 (0.29 to 1.49) | ||
Eggs | No Yes | Ref. 0.88 (0.41 to 1.92) | Ref. 0.75 (0.39 to 1.46) | ||
Vitamin A-rich fruits and vegetables | No Yes | Ref. 0.74 (0.28 to 1.93) | Ref. 0.26 (0.08 to 0.87) * | ||
Other fruits and vegetables | No Yes | Ref. 0.98 (0.40 to 2.41) | Ref. 1.12 (0.55 to 2.28) | ||
Minimum meal frequency (MMF) | No Yes | Ref. 0.51 (0.23 to 1.14) | Ref 0.44 (0.19 to 0.99) * | Ref. 0.82 (0.41 to 1.60) | Ref. 1.06 (0.47 to 2.39) |
Child factors | |||||
Child month | 6 to 11.9 months 12 to 17.9 months 18 to 23.9 months | Ref. 0.88 (0.39 to 1.99) 1.31 (0.56 to 3.08) | Ref. 0.52 (0.27 to 0.99) * 0.46 (0.21 to 1.04) | ||
Sex | Male Female | Ref. 0.99 (0.44 to 1.75) | Ref. 1.11 (0.63 to 1.96) | ||
Birthweight | Normal LBW | Ref. 1.64 (0.50 to 5.31) | Ref. 2.29 (0.72 to 7.32) | ||
Birth size | Normal size Small size | Ref. 1.28 (0.55 to 2.98) | Ref. 1.20 (0.59 to 2.45) | ||
Diarrhoea | No Yes | Ref. 0.60 (0.26 to 1.40) | Ref. 0.57 (0.28 to 1.15) | ||
Fever | No Yes | Ref. 1.49 (0.75 to 2.97) | Ref. 0.25 (0.12 to 0.52) * | ||
Cough | No Yes | Ref. 1.48 (0.74 to 2.93) | Ref. 0.36 (0.18 to 0.71) * | ||
Maternal factors | |||||
Maternal age | Below 20 years 20–34 years 35 years or more | Ref. 0.67 (0.15 to 2.93) 0.95 (0.18 to 4.88) | Ref. 0.71 (0.21 to 2.37) 0.74 (0.18 to 2.98) | ||
Maternal education | No education Primary Secondary Higher | Ref. 0.75 (0.24 to 2.35) 0.92 (0.37 to 2.26) 1.46 (0.61 to 3.47) | Ref. 0.36 (0.13 to 0.93) * 0.26 (0.11 to 0.64) * 0.37 (0.15 to 0.91) * | ||
Working mothers | No Yes | Ref. 0.25 (0.03 to 1.85) | Ref. 1.10 (0.46 to 2.64) | ||
Maternal body mass index | Normal weight Obese Overweight Underweight | Ref. 1.99 (0.81 to 4.90) 1.52 (0.67 to 3.45) 0.73 (0.16 to 3.29) | Ref. 0.31 (0.09 to 1.04) 0.93 (0.50 to 1.73) 0.15 (0.02 to 1.13) | ||
Caesarean section | No Yes | Ref. 2.26 (1.11 to 4.58) * | Ref. 2.21 (1.01 to 5.05) * | Ref. 0.48 (0.21 to 1.15) | |
Household factors | |||||
Wealth index | Poorest Poorer Middle Richer Richest | Ref. 0.89 (0.27 to 2.85) 0.59 (0.16 to 2.07) 0.72 (0.21 to 2.41) 1.18 (0.40 to 3.46) | Ref. 0.30 (0.13 to 0.68) * 0.18 (0.07 to 0.47) * 0.19 (0.07 to 0.48) * 0.31 (0.14 to 0.67) * | ||
Family size | Small (1–4) Medium (5–10) Large (10+) | Ref. 1.63 (0.37 to 7.09) 1.93 (0.42 to 8.75) | Ref. 1.18 (0.41 to 3.43) 1.44 (0.47 to 4.39) | ||
Community factors | |||||
Type of place of residence | Urban Rural | Ref. 1.15 (0.57 to 2.28) | Ref. 1.29 (0.73 to 2.29) |
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Khaliq, A.; Usmani, I.A.; Rizwan, Y.; Khan, M.; Khan, A.S.; Saleem, N.u.A.; Junaid, M. Cross-Sectional Analysis of Food Group Consumption and Obesity in Children Aged 6–23 Months with Normal and Stunted Growth Patterns in Pakistan. Obesities 2025, 5, 55. https://doi.org/10.3390/obesities5030055
Khaliq A, Usmani IA, Rizwan Y, Khan M, Khan AS, Saleem NuA, Junaid M. Cross-Sectional Analysis of Food Group Consumption and Obesity in Children Aged 6–23 Months with Normal and Stunted Growth Patterns in Pakistan. Obesities. 2025; 5(3):55. https://doi.org/10.3390/obesities5030055
Chicago/Turabian StyleKhaliq, Asif, Izzan Ahmed Usmani, Yusra Rizwan, Mishaim Khan, Akif Shahid Khan, Noor ul Ain Saleem, and Muhammad Junaid. 2025. "Cross-Sectional Analysis of Food Group Consumption and Obesity in Children Aged 6–23 Months with Normal and Stunted Growth Patterns in Pakistan" Obesities 5, no. 3: 55. https://doi.org/10.3390/obesities5030055
APA StyleKhaliq, A., Usmani, I. A., Rizwan, Y., Khan, M., Khan, A. S., Saleem, N. u. A., & Junaid, M. (2025). Cross-Sectional Analysis of Food Group Consumption and Obesity in Children Aged 6–23 Months with Normal and Stunted Growth Patterns in Pakistan. Obesities, 5(3), 55. https://doi.org/10.3390/obesities5030055