A nonlinear association and threshold effect of healthy eating index-2015 with hypertension in US children and adolescents: a cross-sectional analysis of NHANES 1999–2020

Pediatric hypertension is an increasingly recognized health concern with long-term cardiovascular implications. Diet quality is a modifiable factor that may influence blood pressure in youth. However, research on the association between diet quality and hypertension in Children and Adolescents remains limited. This study aims to assess the potential nonlinear association between diet quality, measured by the Healthy Eating Index 2015 (HEI-2015) score, and the potential threshold effect with hypertension in US Children and Adolescents. We conducted a cross-sectional study using data from the National Health and Nutrition Examination Survey (NHANES) 1999–2020. A total of 17,528 participants aged 8–18 years were included after excluding those with missing diet or blood pressure data and other ineligible cases. Diet quality was assessed by Healthy Eating Index-2015(HEI-2015) scores (range 0-100). Multivariable logistic regression was used to evaluate the association between HEI-2015 and hypertension. We examined potential non-linear relationships using a two-piecewise linear spline approach to identify any threshold effect. Subgroup and sensitivity analyses were performed to assess the robustness of the findings. The analysis included 17,528 children and adolescents aged 8–18 years from NHANES 1999–2020. The prevalence of hypertension was 6.14% (n = 1,076). The participants were classified according to HEI-2015 tertiles (T1:12.36–41.47; T2:41.47–51.28; T3: 51.28–95.65.). Compared with T2 and T3 group, participants in the lowest tertile of the HEI-2015, had higher prevalence of hypertension (6.73% vs. 6.23% and 5.56%). Specifically, below an HEI-2015 score of 65.13, each 10-point increase in HEI-2015 was associated with a 7% lower prevalence of hypertension (adjusted OR = 0.93, 95% CI: 0.87–0.99; p = 0.023). In contrast, above this threshold (HEI-2015 ≥ 65.13), each 10-point increase was associated with a much higher (52%) prevalence of hypertension(OR = 0.48, 95% CI: 0.28–0.83; p = 0.009). This analysis reveals a nonlinear association between HEI-2015 and pediatric hypertension, with an inflection point identified at an HEI-2015 score of ≈ 65. A formal test for threshold nonlinearity was significant (p = 0.012), confirming a change in slope at an HEI-2015 score of ≈ 65. Sensitivity analyses yielded consistent results. In this cross-sectional study, a higher HEI-2015 score was nonlinearly associated with a lower prevalence of hypertension in US children and adolescents, with an observed inflection point near a score of 65. This finding provides a specific, quantifiable hypothesis for future prospective studies investigating dietary thresholds for hypertension prevention in children and adolescents. Evidence supporting specific, quantifiable dietary thresholds for hypertension prevention in children and adolescents remains limited. The study identifies a specific HEI-2015 score threshold (≈65) that maybe associated with a lower prevalence of hypertension in children and adolescents. The study provides a data-derived target (HEI-2015≈65), which establishes a hypothesis for future longitudinal and intervention studies to validate its predictive value and explore its potential utility in preventing hypertension in children and adolescents.

Authors

Institutions

Publication Details

Journal
Journal of Health Population and Nutrition
Published
2026-02-23
DOI
https://doi.org/10.1186/s41043-026-01275-0
Primary Topic
Obesity, Physical Activity, Diet
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A nonlinear association and threshold effect of healthy eating index-2015 with hypertension in US children and adolescents: a cross-sectional analysis of NHANES 1999–2020

Yuqiang Guan, Lei Li, Sanfeng Wang, Wenhui Bie et al.
Journal of Health Population and Nutrition
Obesity, Physical Activity, Diet
article

A nonlinear association and threshold effect of healthy eating index-2015 with hypertension in US children and adolescents: a cross-sectional analysis of NHANES 1999–2020

Yuqiang Guan, Lei Li, Sanfeng Wang, Wenhui Bie, Weiran Zhou, Qingxia Du, Xue Wang
article en

Abstract

Pediatric hypertension is an increasingly recognized health concern with long-term cardiovascular implications. Diet quality is a modifiable factor that may influence blood pressure in youth. However, research on the association between diet quality and hypertension in Children and Adolescents remains limited. This study aims to assess the potential nonlinear association between diet quality, measured by the Healthy Eating Index 2015 (HEI-2015) score, and the potential threshold effect with hypertension in US Children and Adolescents. We conducted a cross-sectional study using data from the National Health and Nutrition Examination Survey (NHANES) 1999–2020. A total of 17,528 participants aged 8–18 years were included after excluding those with missing diet or blood pressure data and other ineligible cases. Diet quality was assessed by Healthy Eating Index-2015(HEI-2015) scores (range 0-100). Multivariable logistic regression was used to evaluate the association between HEI-2015 and hypertension. We examined potential non-linear relationships using a two-piecewise linear spline approach to identify any threshold effect. Subgroup and sensitivity analyses were performed to assess the robustness of the findings. The analysis included 17,528 children and adolescents aged 8–18 years from NHANES 1999–2020. The prevalence of hypertension was 6.14% (n = 1,076). The participants were classified according to HEI-2015 tertiles (T1:12.36–41.47; T2:41.47–51.28; T3: 51.28–95.65.). Compared with T2 and T3 group, participants in the lowest tertile of the HEI-2015, had higher prevalence of hypertension (6.73% vs. 6.23% and 5.56%). Specifically, below an HEI-2015 score of 65.13, each 10-point increase in HEI-2015 was associated with a 7% lower prevalence of hypertension (adjusted OR = 0.93, 95% CI: 0.87–0.99; p = 0.023). In contrast, above this threshold (HEI-2015 ≥ 65.13), each 10-point increase was associated with a much higher (52%) prevalence of hypertension(OR = 0.48, 95% CI: 0.28–0.83; p = 0.009). This analysis reveals a nonlinear association between HEI-2015 and pediatric hypertension, with an inflection point identified at an HEI-2015 score of ≈ 65. A formal test for threshold nonlinearity was significant (p = 0.012), confirming a change in slope at an HEI-2015 score of ≈ 65. Sensitivity analyses yielded consistent results. In this cross-sectional study, a higher HEI-2015 score was nonlinearly associated with a lower prevalence of hypertension in US children and adolescents, with an observed inflection point near a score of 65. This finding provides a specific, quantifiable hypothesis for future prospective studies investigating dietary thresholds for hypertension prevention in children and adolescents. Evidence supporting specific, quantifiable dietary thresholds for hypertension prevention in children and adolescents remains limited. The study identifies a specific HEI-2015 score threshold (≈65) that maybe associated with a lower prevalence of hypertension in children and adolescents. The study provides a data-derived target (HEI-2015≈65), which establishes a hypothesis for future longitudinal and intervention studies to validate its predictive value and explore its potential utility in preventing hypertension in children and adolescents.

Journal of Health Population and Nutrition
Shandong University (CN), Jinan Maternity And Care Hospital (CN), Fourth People’s Hospital of Jinan (CN), Shandong Provincial Hospital (CN), Qilu Hospital of Shandong University (CN)
Zero hunger
Openalex Percentile: Top 49%
Obesity, Physical Activity, Diet
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.