Correlation of Coronary Heart Disease Mortality with HALP Score: A Cross-Sectional Study Based on NHANES
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 HuABSTRACT
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; NHANESCITE 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 |
Sponsors, Associates, and Links
-
Information Systems and Economics
-
Accounting, Auditing and Finance
-
Industrial Engineering and Innovation Management
-
Tourism Management and Technology Economy
-
Journal of Computational and Financial Econometrics
-
Financial Engineering and Risk Management
-
Accounting and Corporate Management
-
Social Security and Administration Management
-
Population, Resources & Environmental Economics
-
Statistics & Quantitative Economics
-
Agricultural & Forestry Economics and Management
-
Land Resource Management
-
Information, Library and Archival Science
-
Journal of Human Resource Development
-
Manufacturing and Service Operations Management
-
Operational Research and Cybernetics