Education, Science, Technology, Innovation and Life
Open Access
Sign In

Correlation of Coronary Heart Disease Mortality with HALP Score: A Cross-Sectional Study Based on NHANES

Download as PDF

DOI: 10.23977/socmhm.2025.060117 | Downloads: 6 | Views: 270

Author(s)

Ji Ouyang 1, Mengjiao Li 2, Jiayuan Song 3, Zhixi Hu 1

Affiliation(s)

1 College of Traditional Chinese Medicine, Hunan University of Traditional Chinese Medicine, Changsha, China
2 The Second of Clinical Medicine, Zhejiang University of Traditional Chinese Medicine, Hangzhou, 310053, Zhejiang, China
3 College of Integrative Medicine, Changchun University of Chinese Medicine, 130117, Changchun, China

Corresponding Author

Zhixi Hu

ABSTRACT

This study investigates the association between HALP score (hemoglobin, albumin, lymphocytes, platelets) and all-cause mortality in coronary heart disease (CHD) patients using NHANES data (1998-2018). Eligible CHD patients were grouped into Q1-Q4 by HALP quartiles. Analyses included weighted Cox models, restricted cubic spline (RCS) regression, Kaplan-Meier (K-M) curves, and subgroup analyses. Results showed 937 all-cause deaths. After covariate adjustment, Q2-Q4 had lower mortality risk (HR=0.74, 0.68, 0.70; 95% CIs respectively). A significant J-shaped nonlinear relationship was found (nonlinear P<0.001) with a turning point at 78.02: each 1-unit increase in HALP ≤78.02 reduced death risk by 1.3% (HR=0.987), while the protective effect plateaued above this. K-M curves showed higher HALP correlated with higher survival, and subgroup analyses confirmed robustness. The HALP score exhibits a J-shaped relationship with all-cause mortality in patients with coronary heart disease (CHD) and has potential prognostic value.

KEYWORDS

Coronary Heart Disease; HALP; All-Cause Mortality; NHANES

CITE THIS PAPER

Ji Ouyang, Mengjiao Li, Jiayuan Song, Zhixi Hu, Correlation of Coronary Heart Disease Mortality with HALP Score: A Cross-Sectional Study Based on NHANES. Social Medicine and Health Management (2025) Vol. 6: 131-145. DOI: http://dx.doi.org/10.23977/socmhm.2025.060117.

REFERENCES

[1] Li M, Song S, Rong Y, Wu D, Yin Y. Zhishi Xiebai Guizhi Decoction for coronary heart disease: A systematic review and meta-analysis. Medicine (Baltimore). 2024. 103(3): e36588.
[2] TSAO C W, ADAY A W, ALMARZOOQ Z I, et al. Heart Disease and Stroke Statistics-2023 Update: A Report From the American Heart Association[J]. Circulation, 2023, 147(8):e93-e621.
[3] XU H, ZHENG X, AI J, et al. Hemoglobin, albumin, lymphocyte, and platelet (HALP) score and cancer prognosis: A systematic review and meta-analysis of 13,110 patients[J]. Int Immunopharmacol, 2023,114:109496.
[4] LIU Q, XIE H, CHENG W, et al. The preoperative hemoglobin, albumin, lymphocyte, and platelet score (HALP) as a prognostic indicator in patients with non-small cell lung cancer[J]. Front Nutr, 2024,11:1428950.
[5] XU M, CHEN L, HU Y, et al. The HALP (hemoglobin, albumin, lymphocyte, and platelet) score is associated with early-onset post-stroke cognitive impairment[J]. Neurol Sci, 2023,44(1):237-245.
[6] HU X, CHENG S, DU H, et al. Association of platelet-to-lymphocyte ratio with 1-year all-cause mortality in ICU patients with heart failure[J]. Sci Rep, 2024,14(1):32016.
[7] Von Hundelshausen P, Schmitt MM. Platelets and their chemokines in atherosclerosis-clinical applications. Front Physiol. 2014. 5: 294.
[8] MUGE A, CENAN I, NIL O, et al. A Potential Relationship Between HALP Score and In-Hospital Mortality in Acute Heart Failure [J]. Clin Cardiol, 2025,48(3):e70108. 
[9] ILIS D, ARSLAN A, ARTAC I, et al. Prognostic value of HALP score in predicting in-hospital mortality in patients with NSTEMI[J]. Biomark Med, 2025,19(5):139-147.
[10] YILMAZ R, TOPRAK K, YILMAZ M, et al. Investigation of the Usefulness of HALP Score in Predicting Short-Term Mortality in Patients with Acute Decompensated Heart Failure in a Coronary Care Unit[J]. Medicina (Kaunas), 2024,60(9):1385.
[11] KOTSAKIS G A, THAI A, IOANNOU A L, et al. Association between low-dose aspirin and periodontal disease: results from the continuous national health and nutrition examination survey (NHANES) 2011-2012[J]. J Clin Periodontol, 2015,42(4):333-341.
[12] TIAN M, LI Y, WANG X, et al. The Hemoglobin, Albumin, Lymphocyte, and Platelet (HALP) Score Is Associated With Poor Outcome of Acute Ischemic Stroke[J]. Front Neurol, 2020,11:610318.
[13] ALHARTHI S, NATTO Z S, MIDLE J B, et al. Association between time since quitting smoking and periodontitis in former smokers in the National Health and Nutrition Examination Surveys (NHANES) 2009 to 2012[J]. J Periodontol, 2019,90(1):16-25.
[14] WANG X, YANG S, HE G, et al. The association between weight-adjusted-waist index and total bone mineral density in adolescents: NHANES 2011-2018[J]. Front Endocrinol (Lausanne), 2023,14:1191501.
[15] PEI H, LI S, SU X, et al. Association between triglyceride glucose index and sleep disorders: results from the NHANES 2005-2008[J]. BMC Psychiatry, 2023,23(1):156.
[16] WHITE I R, ROYSTON P, WOOD A M. Multiple imputation using chained equations: Issues and guidance for practice[J]. Stat Med, 2011,30(4):377-399.
[17] HOU X Z, LV Y F, LI Y S, et al. Association between different insulin resistance surrogates and all-cause mortality in patients with coronary heart disease and hypertension: NHANES longitudinal cohort study[J]. Cardiovasc Diabetol, 2024,23(1):86.
[18] DING L, ZHANG H, DAI C, et al. The prognostic value of the stress hyperglycemia ratio for all-cause and cardiovascular mortality in patients with diabetes or prediabetes: insights from NHANES 2005-2018[J]. Cardiovasc Diabetol, 2024,23(1):84.
[19] YAN Y, ZHOU L, LA R, et al. The association between triglyceride glucose index and arthritis: a population-based study[J]. Lipids Health Dis, 2023,22(1):132.
[20] FARAG C M, ANTAR R, AKOSMAN S, et al. What is hemoglobin, albumin, lymphocyte, platelet (HALP) score? A comprehensive literature review of HALP's prognostic ability in different cancer types[J]. Oncotarget, 2023, 14: 153-172.
[21] Otto JM, Montgomery HE, Richards T. Haemoglobin concentration and mass as determinants of exercise performance and of surgical outcome. Extrem Physiol Med. 2013. 2(1): 33.
[22] Sun L, Ke X, Wang D, et al. Prognostic Value of the Albumin-to-γ-glutamyltransferase Ratio for Gallbladder Cancer Patients and Establishing a Nomogram for Overall Survival. J Cancer. 2021. 12(14): 4172-4182.
[23] Tang G, Yuan X, Luo Y, et al. Establishing immune scoring model based on combination of the number, function, and phenotype of lymphocytes. Aging (Albany NY). 2020. 12(10): 9328-9343.
[24] Gomes RN, Bozza FA, Amâncio RT, et al. Exogenous platelet-activating factor acetylhydrolase reduces mortality in mice with systemic inflammatory response syndrome and sepsis. Shock. 2006. 26(1): 41-49.
[25] Liu Huiliang, Zhang Feifei, Li Yingxiao, Liu Litian, Song Xuelian, Wang Jiaqi, Dang Yi, Qi Xiaoyong. The HALP score predicts no-reflow phenomenon and long-term prognosis in patients with ST-segment elevation myocardial infarction after primary percutaneous coronary intervention. Coron Artery Dis, 2024 .
[26] Evsen Ali, Aktan Adem, Kılıç Raif, Yalçın Abdulaziz, Özbek Mehmet. Assessing the prognostic value of HALP score in peripheral artery disease: Correlation with lesion severity and long-term mortality. Vascular, 2025: 17085381251327000.
[27] Tunca Çağatay, Taş Alperen, Demirtaş İnci Saadet. The role of the HALP score in determining the severity of lower extremity peripheral arterial disease. Vascular, 2025 :17085381251330370.
[28] GONG P, LIU Y, GONG Y, et al. The association of neutrophil to lymphocyte ratio, platelet to lymphocyte ratio, and lymphocyte to monocyte ratio with post-thrombolysis early neurological outcomes in patients with acute ischemic stroke[J]. J Neuroinflammation, 2021,18(1):51.
[29] WALLENTIN L, ERIKSSON N, OLSZOWKA M, et al. Plasma proteins associated with cardiovascular death in patients with chronic coronary heart disease: A retrospective study[J]. PLoS Med, 2021,18(1):e1003513.
[30] BIANCHI V E. Impact of Nutrition on Cardiovascular Function[J]. Curr Probl Cardiol, 2020,45(1):100391.
[31] LAI T, LIANG Y, GUAN F, et al. Trends in hemoglobin-to- red cell distribution width ratio and its prognostic value for all-cause, cancer, and cardiovascular mortality: a nationwide cohort study[J]. Sci Rep, 2025,15(1):7685.
[32] ZHAO D, JIAO H, ZHONG X, et al. The association between serum albumin levels and related metabolic factors and atrial fibrillation: A retrospective study[J]. Medicine (Baltimore), 2022,101(44):e31581.
[33] STOKES K Y, GRANGER D N. Platelets: a critical link between inflammation and microvascular dysfunction[J]. J Physiol, 2012,590(5):1023-1034.
[34] ZUO L, DONG Y, LIAO X, et al. Low HALP (Hemoglobin, Albumin, Lymphocyte, and Platelet) Score Increases the Risk of Post-Stroke Cognitive Impairment: A Multicenter Cohort Study[J]. Clin Interv Aging, 2024,19:81-92.
[35] Wang Haixu, Zhou Zeming, Liu Xiaoxin, Chen Ying. Anti-inflammatory diets might mitigate the association between sedentary behaviors and the risk of all-cause deaths. Nutr Metab (Lond), 2025, 22(1):11.
[36] ANTAR R, FARAG C, XU V, et al. Evaluating the baseline hemoglobin, albumin, lymphocyte, and platelet (HALP) score in the United States adult population and comorbidities: an analysis of the NHANES[J]. Front Nutr, 2023, 10: 1206958.
[37] PAN H, LIN S. Association of hemoglobin, albumin, lymphocyte, and platelet score with risk of cerebrovascular, cardiovascular, and all-cause mortality in the general population: results from the NHANES 1999-2018[J]. Front Endocrinol (Lausanne), 2023,14:1173399.
[38] CHEN L, DENG H, CUI H, et al. Inflammatory responses and inflammation-associated diseases in organs[J]. Oncotarget, 2018,9(6):7204-7218.

Downloads: 2689
Visits: 140971

All published work is licensed under a Creative Commons Attribution 4.0 International License.

Copyright © 2016 - 2031 Clausius Scientific Press Inc. All Rights Reserved.