Association between Non-High-Density Lipoprotein Cholesterol to High-Density Lipoprotein Cholesterol Ratio and Abdominal aortic calcification:A cross-sectional NHANES study
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Keywords

non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio
abdominal aortic calcification
NHANES

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How to Cite

1.
Wang R, Ying X. Association between Non-High-Density Lipoprotein Cholesterol to High-Density Lipoprotein Cholesterol Ratio and Abdominal aortic calcification:A cross-sectional NHANES study. JPHPM. 2025;1(3):12-20. doi:10.64904/fpm25016

Abstract

Background and Aim: The ratio of non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol (NHHR) is an emerging lipid index that may surpass traditional single lipid indices in evaluating cardiovascular disease risk. This study aims to explore the relationship between NHHR and abdominal aortic calcification (AAC) in adult populations.

Methods and Results: This study assessed the association between levels of the NHHR and AAC using data from the 2013-2014 National Health and Nutrition Examination Survey (NHANES). The NHHR was calculated as the ratio of non-HDL-C to HDL-C. AAC was evaluated using dual-energy X-ray absorptiometry data. The analysis employed multivariate logistic regression, sensitivity analysis, and smoothing curve fitting to examine the NHHR-AAC relationship. Additionally, subgroup analyses and interaction tests were conducted to determine the consistency of this association across different populations. The study included 3,030 participants, with 26.24% identified as having AAC. There was a significant positive relationship between NHHR and AAC: each unit increase in NHHR was associated with 15% higher odds of AAC prevalence [OR 1.15 (95% CI 1.08, 1.24)]. Participants in the highest NHHR quartile had a 71% greater odds of AAC prevalence compared to those in the lowest quartile [OR 1.71 (95% CI 1.30, 2.26)]. This association was particularly strong among individuals with a BMI under 25.

Conclusions: Our research findings reveal a significant correlation between the NHHR and AAC among adult populations in the United States. Given its ease of use and effectiveness, monitoring NHHR could serve as a valuable early intervention strategy to prevent AAC

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References

[1] Yang X, Zhou H, Zhang H, et al. Association between urinary biomarkers of polycyclic aromatic hydrocarbons and severe abdominal aortic calcification in adults: Data from the national health and examination nutrition survey[J]. BMC cardiovascular disorders, 2023, 23(1): 104.

[2] Golledge J. Abdominal aortic calcification: Clinical significance, mechanisms and therapies[J]. Current Pharmaceutical Design, 2014, 20(37): 5834-5838.

[3] Rahman E U, Chobufo M D, Farah F, et al. Prevalence and risk factors for the development of abdominal aortic calcification among the US population: NHANES study[J]. Archives of Medical Sciences. Atherosclerotic Diseases, 2021, 6: e95-e101.

[4] Bartstra J W, Mali W P T M, Spiering W, et al. Abdominal aortic calcification: from ancient friend to modern foe[J]. European Journal of Preventive Cardiology, 2021, 28(12): 1386-1391.

[5] Jayalath R W, Mangan S H, Golledge J. Aortic calcification[J]. EUROPEAN JOURNAL OF VASCULAR AND ENDOVASCULAR SURGERY, 2005, 30(5): 476-488.

[6] Bastos Gonçalves F, Voûte M T, Hoeks S E, et al. Calcification of the abdominal aorta as an independent predictor of cardiovascular events: a meta-analysis[J]. Heart, 2012, 98(13): 988-994.

[7] Gao P, Zhang J, Fan X. NHHR: An important independent risk factor for patients with STEMI[J]. Reviews in Cardiovascular Medicine, 2022, 23(12): 398.

[8] Lin Y, Shi X, Wu W, et al. Association of non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol (NHHR) and sarcopenia in elderly adults[J]. Frontiers in Nutrition, 2025, 12: 1614263.

[9] Wang B, Li L, Tang Y, et al. Changes in non-high-density lipoprotein to high-density lipoprotein ratio (NHHR) and cardiovascular disease: Insights from CHARLS[J]. Lipids in Health and Disease, 2025, 24(1): 112.

[10] Liu J, Oorloff M D, Nadella A, et al. Association between the non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) and cardiovascular outcomes in patients undergoing percutaneous coronary intervention: A retrospective study[J]. Lipids in Health and Disease, 2024, 23(1): 324.

[11] Deng L, Zhong H, Zhou S, et al. Predictive value of the non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) for all-cause and cardiovascular mortality with non-hyperhomocysteinemia: evidence from NHANES 1999 to 2006[J]. Frontiers in Nutrition, 2025, 12: 1586558.

[12] Lin W, Luo S, Li W, et al. Association between the non-HDL-cholesterol to HDL- cholesterol ratio and abdominal aortic aneurysm from a Chinese screening program[J]. Lipids in Health and Disease, 2023, 22(1): 187.

[13] Li Y, Chen X, Li S, et al. Non-high-density lipoprotein cholesterol/high-density lipoprotein cholesterol ratio serve as a predictor for coronary collateral circulation in chronic total occlusive patients[J]. BMC Cardiovascular Disorders, 2021, 21(1): 311.

[14] Yang Z, Li Y, Yang M, et al. Exploring the relationship between NHHR and the degree of coronary artery stenosis in patients with acute coronary syndromes[J]. BMC cardiovascular disorders, 2025, 25(1): 589.

[15] You J, Wang Z, Lu G, et al. Association between the Non-high-Density Lipoprotein Cholesterol to High-Density Lipoprotein Cholesterol Ratio and the Risk of Coronary Artery Disease[J]. BioMed Research International, 2020, 2020: 7146028.

[16] Mao Q, Zhao J, Zhao X. Association of non-HDL-C-to-HDL-C ratio with coronary lesions and its prognostic performance in first-onset NSTEMI[J]. Biomarkers in Medicine, 2023, 17(1): 29-39.

[17] Qing G, Deng W, Zhou Y, et al. The association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) and suicidal ideation in adults: A population-based study in the united states[J]. Lipids in Health and Disease, 2024, 23(1): 17.

[18] Qi X, Wang S, Huang Q, et al. The association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) and risk of depression among US adults: A cross-sectional NHANES study[J]. Journal of Affective Disorders, 2024, 344: 451-457.

[19] Soppert J, Lehrke M, Marx N, et al. Lipoproteins and lipids in cardiovascular disease: from mechanistic insights to therapeutic targeting[J]. Advanced Drug Delivery Reviews, 2020, 159: 4-33.

[20] Calderón-Pérez L, Companys J, Solà R, et al. The effects of fatty acid-based dietary interventions on circulating bioactive lipid levels as intermediate biomarkers of health, cardiovascular disease, and cardiovascular disease risk factors: a systematic review and meta-analysis of randomized clinical trials[J]. Nutrition Reviews, 2023, 81(8): 988-1033.

[21] Balling M, Afzal S, Davey Smith G, et al. Elevated LDL Triglycerides and Atherosclerotic Risk[J]. Journal of the American College of Cardiology, 2023, 81(2): 136-152.

[22] Tian Y, Wu Y, Qi M, et al. Associations of remnant cholesterol with cardiovascular and cancer mortality in a nationwide cohort[J]. Science Bulletin, 2024, 69(4): 526-534.

[23] Kang H, Song J, Cheng Y. HDL regulates the risk of cardiometabolic and inflammatory-related diseases: Focusing on cholesterol efflux capacity[J]. International Immunopharmacology, 2024, 138: 112622.

[24] Rikhi R, Schaich C L, Hafzalla G W, et al. Small dense low-density lipoprotein cholesterol and coronary artery calcification in the multi-ethnic study of atherosclerosis[J]. European Journal of Preventive Cardiology, 2024, 31(8): 1048-1054.

[25] Jia J, Zhang J, He Q, et al. Association between dietary vitamin C and abdominal aortic calcification among the US adults[J]. Nutrition Journal, 2023, 22(1): 58.

[26] Ma W Q, Sun X J, Zhu Y, et al. Metformin attenuates hyperlipidaemia-associated vascular calcification through anti-ferroptotic effects[J]. Free Radical Biology & Medicine, 2021, 165: 229-242.

[27] Bai J, Zhang A, Zhang Y, et al. Abdominal aortic calcification score can predict all-cause and cardiovascular mortality in maintenance hemodialysis patients[J]. Renal Failure, 2023, 45(1): 2158869.

[28] Oishi H, Horibe H, Yamase Y, et al. Predictive value of abdominal aortic calcification index for mid-term cardiovascular events in patients with acute coronary syndrome[J]. Heart and Vessels, 2020, 35(5): 620-629.

[29] Yu B, Li M, Yu Z, et al. The non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) as a predictor of all-cause and cardiovascular mortality in US adults with diabetes or prediabetes: NHANES 1999-2018[J]. BMC medicine, 2024, 22(1): 317.

[30] Aguilar-Ballester M, Herrero-Cervera A, Vinué Á, et al. Impact of Cholesterol Metabolism in Immune Cell Function and Atherosclerosis[J]. Nutrients, 2020, 12(7): 2021.

[31] Dong Q, Chen Y, Liu W, et al. 25-Hydroxycholesterol promotes vascular calcification via activation of endoplasmic reticulum stress[J]. European Journal of Pharmacology, 2020, 880: 173165.

[32] Tóth A, Balogh E, Jeney V. Regulation of vascular calcification by reactive oxygen species[J]. Antioxidants (Basel, Switzerland), 2020, 9(10): 963.

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