ArticleFrontiers in nutrition2025
Relationships between vitamin C intake and COPD assessed by machine learning approaches from the NHANES (2017-2023).
Article in Frontiers in nutrition, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed.
- Article
- Updated perspectives on vitamin D deficiency, screening, supplementation and clinical guidance.Cardiovascular diabetology. Endocrinology reports · 2026Review
- Development and validation of a deep neural network for predicting coronary heart disease in hypertensive patients using 24-hour ambulatory blood pressure monitoring: a retrospective study.Frontiers in medicine · 2026Article
- Machine learning-based prediction of short-term outcomes in aneurysmal subarachnoid hemorrhage: a multicenter study integrating clinical and inflammatory indicators.BMC medicine · 2025Article
- From Model to Bedside: What Kind of OSA Risk Prediction Tools Do We Need More of? [Letter].Nature and science of sleep · 2025Article
- Commentary: Association between Life's Crucial 9 and overactive bladder: the mediating role of weight-adjusted-waist index.Frontiers in nutrition · 2025Article
- The role of cognitive function in predicting metabolic risk in schizophrenia: a multi-model comparison incorporating clinical features.Frontiers in psychiatry · 2025Article
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2 authors.
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Abstract
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, Random Forest, and 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 (≥50.1 mg/day) and the prevalence of COPD. The RCS and threshold analysis results show a negative correlation between COPD and VCI (≤135.6 mg/day). 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.
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