Iranian Journal of Pediatrics

Published by: Kowsar

Establishing Growth Reference Charts for Head Circumference of the Pakistani Children, Using the Lambda-Mu-Sigma (LMS) Statistical Method

Muhammad Aslam ORCID 1 , * , Muhammad Asif 2 , Saima Jabeen Joiya 3 , Saima Altaf 1 and Sajjad Haider Bhatti 4
Authors Information
1 Department of Statistics, Bahauddin Zakariya University, Multan, Pakistan
2 Government Degree College, Qadir Pur Raan, Multan, Pakistan
3 Pediatric Unit, Nishtar Medical University, Multan, Pakistan
4 Department of Statistics, Government College University, Faisalabad, Pakistan
Article information
  • Iranian Journal of Pediatrics: 29 (3); e84970
  • Published Online: June 11, 2019
  • Article Type: Research Article
  • Received: October 5, 2018
  • Revised: January 27, 2019
  • Accepted: February 19, 2019
  • DOI: 10.5812/ijp.84970

To Cite: Aslam M, Asif M, Joiya S J , Altaf S , Bhatti S H. Establishing Growth Reference Charts for Head Circumference of the Pakistani Children, Using the Lambda-Mu-Sigma (LMS) Statistical Method, Iran J Pediatr. Online ahead of Print ; 29(3):e84970. doi: 10.5812/ijp.84970.

Copyright © 2019, Author(s). This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License ( which permits copy and redistribute the material just in noncommercial usages, provided the original work is properly cited.
1. Background
2. Objectives
3. Methods
4. Results
5. Discussion
  • 1. Bartholomeusz HH, Courchesne E, Karns CM. Relationship between head circumference and brain volume in healthy normal toddlers, children, and adults. Neuropediatrics. 2002;33(5):239-41. doi: 10.1055/s-2002-36735. [PubMed: 12536365].
  • 2. Bray PF, Shields WD, Wolcott GJ, Madsen JA. Occipitofrontal head circumference-an accurate measure of intracranial volume. J Pediatr. 1969;75(2):303-5. doi: 10.1016/S0022-3476(69)80404-X. [PubMed: 5795351].
  • 3. Gale CR, O'Callaghan FJ, Bredow M, Martyn CN, Avon Longitudinal Study of P, Children Study T. The influence of head growth in fetal life, infancy, and childhood on intelligence at the ages of 4 and 8 years. Pediatrics. 2006;118(4):1486-92. doi: 10.1542/peds.2005-2629. [PubMed: 17015539].
  • 4. Kuczmarski RJ, Ogden CL, Guo SS, Grummer-Strawn LM, Flegal KM, Mei Z, et al. 2000 CDC growth charts for the United States: Methods and development. Vital Health Stat 11. 2002;(246):1-190. [PubMed: 12043359].
  • 5. Rollins JD, Collins JS, Holden KR. United States head circumference growth reference charts: Birth to 21 years. J Pediatr. 2010;156(6):907-913 e2. doi: 10.1016/j.jpeds.2010.01.009. [PubMed: 20304425].
  • 6. Kara B, Etiler N, Aydogan Uncuoglu A, Maras Genc H, Ulak Gumuslu E, Gokcay G, et al. Head circumference charts for Turkish children aged five to eighteen years. Noro Psikiyatr Ars. 2016;53(1):55-62. doi: 10.5152/npa.2015.10202. [PubMed: 28360767]. [PubMed Central: PMC5353239].
  • 7. Elmali F, Altunay C, Mazicioglu MM, Kondolot M, Ozturk A, Kurtoglu S. Head circumference growth reference charts for Turkish children aged 0-84 months. Pediatr Neurol. 2012;46(5):307-11. doi: 10.1016/j.pediatrneurol.2012.02.016. [PubMed: 22520352].
  • 8. Ishikawa T, Furuyama M, Ishikawa M, Ogawa J, Wada Y. Growth in head circumference from birth to fifteen years of age in Japan. Acta Paediatr Scand. 1987;76(5):824-8. doi: 10.1111/j.1651-2227.1987.tb10571.x. [PubMed: 3661185].
  • 9. Asif M, Aslam M, Altaf S. evaluation of nutritional status of children using mid-upper arm circumference (MUAC): A study from Pakistan. Pak Pediatr J. 2017;41(3):163-7.
  • 10. Hall JG, Allanson JE, Gripp KW, Slavotinek AM. Handbook of physical measurements. New York: Oxford University Press; 2007.
  • 11. Cole TJ. Fitting smoothed centile curves to reference data. J R Stat Soc Ser. 1988;151(3):385-406. doi: 10.2307/2982992.
  • 12. Cole TJ. The LMS method for constructing normalized growth standards. Eur J Clin Nutr. 1990;44(1):45-60. [PubMed: 2354692].
  • 13. World Health Organization. WHO child growth standards, head circumference-for-age, arm circumference-for-age, triceps skinfolds-for-age and subscapular skinfolds-for-age. Methods and development. Geneva: World Health Organization; 2007.
  • 14. Neyzi O, Bundak R, Gokcay G, Gunoz H, Furman A, Darendeliler F, et al. Reference values for weight, height, head circumference, and body mass index in Turkish children. J Clin Res Pediatr Endocrinol. 2015;7(4):280-93. doi: 10.4274/jcrpe.2183. [PubMed: 26777039]. [PubMed Central: PMC4805217].
  • 15. Lindley AA, Benson JE, Grimes C, Cole TM 3rd, Herman AA. The relationship in neonates between clinically measured head circumference and brain volume estimated from head CT-scans. Early Hum Dev. 1999;56(1):17-29. doi: 10.1016/S0378-3782(99)00033-X. [PubMed: 10530903].
  • 16. Tigga PL, Mondal N, Sen J. Head circumference as an indicator of undernutrition among tribal pre-school children aged 2-5 years of North Bengal, India. Hum Biol Rev. 2016;5(1):17-33.
  • 17. Mandal GC, Bose K. Undernutrition among the rural preschool children (ICDS) of Arambag, Hooghly district, West Bengal, India, using new head circumference cut-off points. Int J Curr Res. 2010;10:7-11.
  • 18. Roche AF, Mukherjee D, Guo SM, Moore WM. Head circumference reference data: Birth to 18 years. Pediatrics. 1987;79(5):706-12. [PubMed: 3575026].
  • 19. Mushtaq MU, Gull S, Mushtaq K, Abdullah HM, Khurshid U, Shahid U, et al. Height, weight and BMI percentiles and nutritional status relative to the international growth references among Pakistani school-aged children. BMC Pediatr. 2012;12:31. doi: 10.1186/1471-2431-12-31. [PubMed: 22429910]. [PubMed Central: PMC3337223].
  • 20. Eveleth PB, Tanner JM. Worldwide variation in human growth. Cambridge: Cambridge University Press; 1990.
  • 21. Meredith HV. Human head circumference from birth to early adulthood: Racial, regional, and sex comparisons. Growth. 1971;35(3):233-51. [PubMed: 5125700].
  • 22. Palti H, Peritz E, Flug D, Gitlin M, Adler B. Comparison of head circumference in an Israeli child population with United States and British standards. Ann Hum Biol. 1983;10(2):195-8. doi: 10.1080/03014468300006351. [PubMed: 6838166].

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