ORIGINAL RESEARCH article

Front. Nutr.

Sec. Clinical Nutrition

Volume 12 - 2025 | doi: 10.3389/fnut.2025.1563692

Relationships between vitamin C intake and COPD assessed by Machine Learning approaches from the NHANES (2017-2023)

Provisionally accepted
Tao  XinxinTao XinxinYe  XianweYe Xianwe*
  • Guizhou Medical University, Guiyang, China

The final, formatted version of the article will be published soon.

Background: This research aims to explore the possible link between Vitamin C Intake (VCI) and the incidence of Chronic Obstructive Pulmonary Disease (COPD) in Americans aged over 20.Methods: This study analyzed data from 10,757 participants with or without COPD from NHANES (2017 - 2023). The primary exposure variable, VCI, was grouped by quartiles. Missing data were handled via multiple imputations. A Directed Acyclic Graph (DAG) was used to pre-identify VCI - and COPD-related covariates. Variance Inflation Factor (VIF) eliminated highly collinear variables. Machine learning methods (Lasso, Randomforest, XGBoost) screened variables. A weighted multivariate logistic regression model explored the VCI-COPD relationship. Restricted Cubic Spline (RCS) and threshold analysis examined non-linear relationships. Subgroup analysis and interaction tests ensured reliability. A nomogram showed the predictive factors' importance for COPD. Model performance was reported using the Area Under the Receiver Operating Characteristic Curve (AUC).Results: In all models, we found that there was a negative correlation between VCI (≥50.1mg/d) and the prevalence of COPD. The RCS and threshold analysis results show a negative correlation between COPD and VCI (≤135.6mg/d). Subgroup analysis shows a negative association between VCI and the prevalence of COPD, specifically among females and individuals with dietary fiber intake in the second quartile (Q2). The AUC results show that our model has good diagnostic performance.Limitations: The cross-sectional design limits causal inference and lacks external validation.Conclusion: An elevated VCI within 50.1-135.6 is linked to a decreased risk for COPD.  

Keywords: chronic obstructive pulmonary disease, Vitamin C intake, LASSO, randomForest, XGBoost, RCS

Received: 20 Jan 2025; Accepted: 14 Apr 2025.

Copyright: © 2025 Xinxin and Xianwe. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Ye Xianwe, Guizhou Medical University, Guiyang, China

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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