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Development of Growth Charts of Pakistani Children Aged 4-15 Years Using Quantile Regression: A Cross-sectional Study
Sundus Iftikhar1, Nazeer Khan2, Junaid S Siddiqui3
1The Indus Hospital Research Center, The Indus Hospital.
Insights
Quantile regression (QR) offers a simpler method for creating pediatric growth charts. WHO 2007 growth standards are unsuitable for Pakistani children, necessitating country-specific references.
Area of Science:
- Pediatric Public Health
- Biostatistics
- Anthropometry
Background:
- Growth charts are crucial for monitoring child well-being in pediatric populations.
- Developing accurate growth charts, especially for older children, requires current data and advanced statistical methods.
- Existing growth charts often use smooth centile curves, with various modeling approaches available for national datasets.
Purpose of the Study:
- To establish quantile regression (QR) as a viable statistical method for constructing growth reference charts.
- To evaluate the applicability of the World Health Organization (WHO) 2007 growth standards to Pakistani school-going children.
- To compare QR-generated charts with LMS-generated charts and WHO standards.
Main Methods:
- Secondary data analysis of anthropometric measurements from 9,515 Pakistani students (2007-2014).
- Growth reference charts constructed using quantile regression (QR) and the LMS method.
- Comparison of generated charts with WHO 2007 growth standards.
Main Results:
- Minimal differences observed between centile values generated by the LMS method and QR procedure.
- BMI-for-age, weight-for-age, and height-for-age centile values from QR were lower than WHO 2007 standards for Pakistani children.
- The WHO 2007 growth standards were found to be unsuitable for the studied Pakistani population.
Conclusions:
- Quantile regression (QR) is a recommended alternative for developing growth charts due to its simplicity and lack of data transformation requirements.
- Country-specific growth charts are essential, as global standards like WHO 2007 may not accurately represent diverse populations.
- This study highlights the need for localized growth references for Pakistani children.
Abstract:
Background Growth charts are essential tools used by pediatricians as well as public health researchers in assessing and monitoring the well-being of pediatric populations. Development of these growth charts, especially for children above five years of age, is challenging and requires current anthropometric data and advanced statistical analysis. These growth charts are generally presented as a series of smooth centile curves. A number of modeling approaches are available for generating growth charts and applying these on national datasets is important for generating country-specific reference growth charts. Objective To demonstrate that quantile regression (QR) as a viable statistical approach to construct growth reference charts and to assess the applicability of the World Health Organization (WHO) 2007 growth standards to a large Pakistani population of school-going children. Methodology This is a secondary data analysis using anthropometric data of 9,515 students from a Pakistani survey conducted between 2007 and 2014 in four cities of Pakistan. Growth reference charts were created using QR as well as the LMS (Box-Cox transformation (L), the median (M), and the generalized coefficient of variation (S)) method and then compared with WHO 2007 growth standards. Results Centile values estimated by the LMS method and QR procedure had few differences. The centile values attained from QR procedure of BMI-for-age, weight-for-age, and height-for-age of Pakistani children were lower than the standard WHO 2007 centile. Conclusion QR should be considered as an alternative method to develop growth charts for its simplicity and lack of necessity to transform data. WHO 2007 standards are not suitable for Pakistani children.
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