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Updated: May 14, 2026

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Obesity-susceptibility loci and the tails of the pediatric BMI distribution
Jonathan A Mitchell1, Hakon Hakonarson, Timothy R Rebbeck
1Center for Genetics and Complex Traits, Department of Biostatistics and Epidemiology, University of Pennsylvania, Philadelphia, USA. jmitch@mail.med.upenn.edu
Insights
Genetic variants linked to adult obesity show a stronger association with higher childhood Body Mass Index (BMI) z-scores, particularly in the upper distribution. This suggests these genetic risk factors play a more significant role in severe childhood obesity.
Area of Science:
- Genetics
- Pediatrics
- Obesity Research
Background:
- Genetic susceptibility loci for adult obesity have been identified.
- The uniform association of these loci with childhood Body Mass Index (BMI) across the entire BMI distribution is not well understood.
Purpose of the Study:
- To investigate whether previously identified adult obesity susceptibility loci are associated uniformly with childhood BMI.
- To examine the association of these loci across the full spectrum of childhood BMI distribution.
Main Methods:
- A cohort of 7,225 children was recruited from the Children's Hospital of Philadelphia.
- Quantile regression was used to assess the association between eight specific obesity susceptibility loci (FTO, MC4R, TMEM18, BDNF, TNNI3K, NRXN3, SEC16B, GNPDA2) and BMI z-scores.
- A genotype risk score was calculated as the sum of risk alleles carried at these eight loci.
Main Results:
- Each increase in the genotype risk score was significantly associated with an increased BMI z-score across various percentiles.
- The association between genotype risk score and BMI z-score was stronger at higher percentiles (e.g., 75th, 85th) compared to lower percentiles (e.g., 5th, 15th).
- A significant overall increase in mean BMI z-score was observed with each increment in the genotype risk score (P = 4.27 × 10(-20)).
Conclusions:
- Genetic variants associated with obesity risk demonstrate a stronger association with higher BMI z-scores in children.
- These findings indicate that obesity risk alleles contribute more substantially to the upper tail of the childhood BMI distribution.
- The study highlights the differential impact of genetic predisposition on childhood obesity severity.
Objective:
To determine whether previously identified adult obesity susceptibility loci were associated uniformly with childhood BMI across the BMI distribution.
Design And Methods:
Children were recruited through the Children's Hospital of Philadelphia (n = 7,225). Associations between the following loci and BMI were assessed using quantile regression: FTO (rs3751812), MC4R (rs12970134), TMEM18 (rs2867125), BDNF (rs6265), TNNI3K (rs1514175), NRXN3 (rs10146997), SEC16B (rs10913469), and GNPDA2 (rs13130484). BMI z-score (age and gender adjusted) was modeled as the dependent variable, and genotype risk score (sum of risk alleles carried at the 8 loci) was modeled as the independent variable.
Results:
Each additional increase in genotype risk score was associated with an increase in BMI z-score at the 5th, 15th, 25th, 50th, 75th, 85th, and 95th BMI z-score percentiles by 0.04 (±0.02, P = 0.08), 0.07 (±0.01, P = 9.58 × 10(-7) ), 0.07 (±0.01, P = 1.10 × 10(-8) ), 0.09 (±0.01, P = 3.13 × 10(-22) ), 0.11 (±0.01, P = 1.35 × 10(-25) ), 0.11 (±0.01, P = 1.98 × 10(-20) ), and 0.06 (±0.01, P = 2.44 × 10(-6) ), respectively. Each additional increase in genotype risk score was associated with an increase in mean BMI z-score by 0.08 (±0.01, P = 4.27 × 10(-20) ).
Conclusion:
Obesity risk alleles were more strongly associated with increases in BMI z-score at the upper tail compared to the lower tail of the distribution.
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