ArticleLipids in health and disease2024
Association of non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) and gallstones among US adults aged ≤ 50 years: a cross-sectional study from NHANES 2017-2020.
Article in Lipids in health and disease, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers, 1 of them a synthesis that pooled it.
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Who cites it
29 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Non-HDL-to-HDL-cholesterol ratio and metabolic dysfunction-associated steatotic liver disease: a systematic review and meta-analysis.BMC gastroenterology · 2026Pooled it
- Association between chrononutrition patterns and metabolic dysfunction-associated steatotic liver disease in adolescents: a population-based study.Eating and weight disorders : EWD · 2026Article
- Article
- Associations between lipid accumulation indices and gallstone prevalence in Chinese elderly: a community-based study in Fuzhou.BMC gastroenterology · 2026Article
- Risk stratification for gallstones based on 14 obesity and lipid-related Indices: a longitudinal cohort study of 44,030 Chinese adults.Lipids in health and disease · 2026Article
- Association Between NHHR and Future Cardiovascular Disease Among Patients With CKM Stages 0-3: A Nationwide Prospective Cohort Study.Journal of clinical hypertension (Greenwich, Conn.) · 2026Article
- The Association Between the C-Reactive Protein-Albumin-Lymphocyte Index and Gallstone Disease: A Cross-Sectional Study.Clinical and translational gastroenterology · 2026Article
- Lipid metabolism and gallstone disease risk: a multicenter study.Scientific reports · 2026Observational
- The U-shaped association between the metabolic score for insulin resistance and incident gallstone disease: a population-based cohort study.Frontiers in endocrinology · 2026Article
- Article
- Association between coronary heart disease and cardiometabolic index: a study from NHANES 1999-2018.BMC cardiovascular disorders · 2025Article
- Evaluating the liver fibrosis and waist-to-height ratio(LFWHR) as a gallstone disease predictor: a nomogram model and SHAP analysis.Scientific reports · 2025Article
- Red blood cell distribution width to albumin ratio as a predictor of gallstones in US adults: a NHANES-based cross-sectional study.Journal of health, population, and nutrition · 2025Article
- Association between the non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio and Sarcopenic obesity in U.S. adults: a cross-sectional study.Preventive medicine reports · 2025Article
- U-shaped relationship between the non-HDL to HDL cholesterol ratio and mortality in hypertensive individuals in the study from NHANES database.Scientific reports · 2025Article
- Positive association between cardiometabolic index and gallstones, with greater impact on women and those younger than 50 years: the NHANES 2017-2020 cross-sectional study.BMC public health · 2025Article
- Association between the non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) and mortality in patients with metabolic dysfunction-associated steatotic liver disease (MASLD): data from the NHANES III (1988-1994).Nutrition & metabolism · 2025Article
- The association between inflammatory biomarkers and gallstones in Americans under 50 years old.BMC gastroenterology · 2025Article
- Association of non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio and chronic kidney disease in elderly insights from NHANES.Scientific reports · 2025Article
- Study on the correlation of electron spin resonance with pigment gallstones and trace CuScientific reports · 2025Article
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Abstract
backgroundThe chronic digestive condition gallstones is quite common around the world, the development of which is closely related to oxidative stress, inflammatory response and abnormalities of lipid metabolism. In the last few years, as a novel biomarker of lipid metabolism, the non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) has garnered significant interest. However, its relationship with gallstones has not been studied yet.
methods3,772 people, all under 50, were included in this study, and their full data came from the National Health and Nutrition Examination Survey (NHANES) database for the years 2017-2020. Information on gallstones was obtained through self-reported questionnaires. Smoothed curve fitting multifactorial logistic regression was utilized to evaluate the connection of NHHR with gallstone formation incidence. Subsequently, subgroup analysis and interaction tests were applied. Finally, to create a prediction model, logistic regression and feature screening by last absolute shrinkage and selection operator (LASSO) were used. The resulting model was displayed using a nomogram.
resultsIn multivariate logistic regression that accounted for all factors, there was a 77% increase in the likelihood of gallstones for every unit rise in lnNHHR (OR 1.77 [CI 1.11-2.83]). Following NHHR stratification, the Q4 NHHR level was substantially more linked to the risk of gallstones than the Q1 level (OR 1.86 [CI 1.04-3.32]). This correlation was stronger in women, people under 35, smokers, abstainers from alcohol, non-Hispanic White people, those with excessively high cholesterol, people with COPD, and people without diabetes. After feature screening, a predictive model and visualized nomogram for gallstones were constructed with an AUC of 0.785 (CI 0.745-0.819), which was assessed by DCA to be clinically important.
conclusionIn the group of people ≤ 50 years of age, elevated NHHR levels were substantially linked to a higher incidence of gallstones. This correlation was stronger in several specific groups such as females, under 35 years of age, smokers, and so on. Predictive models constructed using the NHHR have potential clinical value in assessing gallstone formation.
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