Comparison of Newly Proposed LDL-Cholesterol Estimation Equations

被引:2
作者
Jeong, Yong Whi [1 ]
Koo, Jun Hyuk [2 ,8 ]
Huh, Ji Hye [3 ]
Kim, Young-Jin [4 ]
Jeong, Hoyeon [1 ]
Kim, Eun Young [5 ]
Kang, Dae Ryong [6 ,7 ]
机构
[1] Yonsei Univ, Grad Sch, Dept Biostat, Seoul, South Korea
[2] Yonsei Univ, Wonju Ind Acad Cooperat Fdn, Wonju, South Korea
[3] Hallym Univ, Sacred Heart Hosp, Dept Internal Med, Div Endocrinol & Metab, Anyang, South Korea
[4] Seoul Clin Labs Biobank, Yongin, South Korea
[5] Songho Univ, Dept Biomed Lab Sci, Hoengseong, South Korea
[6] Yonsei Univ, Wonju Coll Med, Dept Precis Med, Wonju, South Korea
[7] Yonsei Univ, Wonju Coll Med, Dept Precis Med, 20 Ilsan Ro, Wonju 26426, South Korea
[8] Hlth Insurance Review & Assessment Serv HIRA, HIRA Res Inst, Wonju, South Korea
关键词
Low-Density Lipoprotein Cholesterol; Estimation Equation; Friedewald Equation; Triglycerides; DENSITY-LIPOPROTEIN CHOLESTEROL; FRIEDEWALD EQUATION; FORMULA; TRIGLYCERIDE; VALIDATION; LIPIDS;
D O I
10.3346/jkms.2023.38.e145
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Low-density lipoprotein cholesterol is an important marker highly associated with cardiovascular disease. Since the direct measurement of it is inefficient in terms of cost and time, it is common to estimate through the Friedewald equation developed about 50 years ago. However, various limitations exist since the Friedewald equation was not designed for Koreans. This study proposes a new low-density lipoprotein cholesterol estimation equation for South Koreans using nationally approved statistical data.Methods: This study used data from the Korean National Health and Nutrition Examination Survey from 2009 to 2019. The 18,837 subjects were used to develop the equation for estimating low-density lipoprotein cholesterol. The subjects included individuals with low-density lipoprotein cholesterol levels directly measured among those with high-density lipoprotein cholesterol, triglycerides, and total cholesterol measured. We compared twelve equations developed in the previous studies and the newly proposed equation (model 1) developed in this study with the actual low-density lipoprotein cholesterol value in various ways. Results: The low-density lipoprotein cholesterol value estimated using the estimation formula and the actual low-density lipoprotein cholesterol value were compared using the root mean squared error. When the triglyceride level was less than 400 mg/dL, the root mean squared of the model 1 was 7.96, the lowest compared to other equations, and the model 2 was 7.82. The degree of misclassification was checked according to the NECP ATP III 6 categories. As a result, the misclassification rate of the model 1 was the lowest at 18.9%, and Weighted Kappa was the highest at 0.919 (0.003), which means it significantly reduced the underestimation rate shown in other existing estimation equations. Root mean square error was also compared according to the change in triglycerides level. As the triglycerides level increased, the root mean square error showed an increasing trend in all equations, but it was confirmed that the model 1 was the lowest compared to other equations.Conclusion: The newly proposed low-density lipoprotein cholesterol estimation equation showed significantly improved performance compared to the 12 existing estimation sophisticated estimates in the future.
引用
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页数:12
相关论文
共 32 条
[1]   Low-density lipoprotein cholesterol estimation by a new formula in Indian population [J].
Anandaraja, S ;
Narang, R ;
Godeswar, R ;
Laksmy, R ;
Talwar, KK .
INTERNATIONAL JOURNAL OF CARDIOLOGY, 2005, 102 (01) :117-120
[2]   XGBoost: A Scalable Tree Boosting System [J].
Chen, Tianqi ;
Guestrin, Carlos .
KDD'16: PROCEEDINGS OF THE 22ND ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2016, :785-794
[3]   A modified formula for calculating low-density lipoprotein cholesterol values [J].
Chen, Yunqin ;
Zhang, Xiaojin ;
Pan, Baishen ;
Jin, Xuejuan ;
Yao, Haili ;
Chen, Bin ;
Zou, Yunzeng ;
Ge, Junbo ;
Chen, Haozhu .
LIPIDS IN HEALTH AND DISEASE, 2010, 9
[4]   Validation of multiple equations for estimating low-density lipoprotein cholesterol levels in Korean adults [J].
Choi, Rihwa ;
Park, Mi-Jung ;
Oh, Youngju ;
Kim, Sung Ho ;
Lee, Sang Gon ;
Lee, Eun Hee .
LIPIDS IN HEALTH AND DISEASE, 2021, 20 (01)
[5]   A COMPARISON OF METHODS FOR THE ESTIMATION OF PLASMA LOW-DENSITY AND VERY LOW-DENSITY-LIPOPROTEIN CHOLESTEROL - THE LIPID-RESEARCH-CLINICS PREVALENCE STUDY [J].
DELONG, DM ;
DELONG, ER ;
WOOD, PD ;
LIPPEL, K ;
RIFKIND, BM .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 1986, 256 (17) :2372-2377
[6]  
Fleiss J. L., 1981, Statistical Methods for Rates and Proportions, V2nd
[7]  
FRIEDEWALD WT, 1972, CLIN CHEM, V18, P499
[8]  
Grundy SM, 2019, J AM COLL CARDIOL, V73, P3168, DOI [10.1016/j.jacc.2018.11.002, 10.1161/CIR.0000000000000625, 10.1016/j.jacc.2018.11.003]
[9]   APPLICATION OF FRIEDEWALD LDL-CHOLESTEROL ESTIMATION FORMULA TO SERUM-LIPIDS IN THE JAPANESE POPULATION [J].
HATA, Y ;
NAKAJIMA, K .
JAPANESE CIRCULATION JOURNAL-ENGLISH EDITION, 1986, 50 (12) :1191-1200
[10]   Development of approximate formula for LDL-chol, LDL-apo B and LDL-chol/LDL-apo B as indices of hyperapobetalipoproteinemia and small dense LDL [J].
Hattori, Y ;
Suzuki, M ;
Tsushima, M ;
Yoshida, M ;
Tokunaga, Y ;
Wang, Y ;
Zhao, D ;
Takeuchi, M ;
Hara, Y ;
Ryomoto, KI ;
Ikebuchi, M ;
Kishioka, H ;
Mannami, T ;
Baba, S ;
Harano, Y .
ATHEROSCLEROSIS, 1998, 138 (02) :289-299