Beyond Low-Density Lipoprotein Cholesterol
Open accessAbstract
Recent clinical trials in patients with coronary artery disease (CAD) provide evidence that low-density lipoprotein cholesterol (LDL-C) levels should be lowered even further to prevent recurrent CAD. However, despite more aggressive interventions for lowering LDL-C levels, the majority of CAD events go undeterred, perhaps related to the fact that intervention was not started earlier in life or that LDL-C levels represent an incomplete picture of atherogenic potential. Nevertheless, LDL-C remains the contemporary standard as the primary goal for aggressive LDL reduction. If triglycerides are >200 mg/dl, the measurement of non-high-density lipoprotein cholesterol (HDL-C) is recommended. Measurement of apolipoprotein (apo)B has been shown in nearly all studies to outperform LDL-C and non-HDL-C as a predictor of CAD events and as an index of residual CAD risk. This is because apoB reflects the total number of atherogenic apoB-containing lipoproteins and is a superior predictor of the number of low-density lipoprotein particles (LDL-P). Estimates of LDL-P and size can also be made by nuclear magnetic resonance spectroscopy, density gradient ultracentrifugation, and gradient gel electrophoresis. Although a number of studies show that such estimates predict CAD, LDL-P, and size often accompany low HDL-C and high triglyceride levels, and therefore such additional lipoprotein testing has not been recommended for routine screening and follow-up. Because apoB is a superior predictor of LDL-P, we recommend that apoB and the apoB/apoA-I ratio be determined after measurement of LDL-C, non-HDL-C, and the ratio of total cholesterol/HDL-C to better predict CAD and assess efficacy of treatment.
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The number of LDL particles (LDLP) measured by lipoprotein subfractionation techniques is more strongly causally related to ASCVD than the cholesterol content of the particles.
“This residual risk indicates that a focus solely on the measurement of LDLC is not an optimal strategy for all patients, in part explained by accumulating evidence that the number of LDL particles (LDLP) measured by lipoprotein subfractionation techniques is more strongly causally related to ASCVD than the cholesterol content of the particles [9,10].”
From Quantifying atherogenic lipoproteins for lipid-lowering strategies: Consensus-based recommendations from EAS and EFLM (2020) · cites this paper as [9]
The Abstract and “Beyond LDL-C and Non-HDL-C” sections say LDL-C can underrepresent particle number and that particle-number-related measures can better predict CAD risk. The “Other assessments of LDL particle number and size” section reports associations between LDL-P and atherosclerosis, but the paper does not establish the claim’s stronger causal comparison with cholesterol content. The “Treatment Implications” section says it remains unresolved whether CAD risk is related to LDL-P itself or also independently to particle size; page numbers were unavailable in our copy. (LLM, conf=0.87)
Experimental — accuracy not yet measuredMany individuals experience ASCVD-related events or progression of atherosclerosis despite not having elevated LDLC or even concentrations <1.8 mmol/L.
“Despite the overwhelming evidence that LDLC-targeted therapies effectively reduce ASCVD in the population, many individuals experience ASCVD-related events or progression of atherosclerosis despite not having elevated LDLC or even concentrations < 1.8 mmol/L [9].”
From Quantifying atherogenic lipoproteins for lipid-lowering strategies: Consensus-based recommendations from EAS and EFLM (2020) · cites this paper as [9]
The Abstract says that most CAD events were not prevented despite aggressive LDL-C lowering, and Treatment Implications of LDL Heterogeneity explains that patients can have elevated risk with low or normal LDL-C. The paper discusses a 70 mg/dL (approximately 1.8 mmol/L) treatment goal, but these passages do not establish that many people experienced events or atherosclerosis progression while their LDL-C was below that level. (LLM, conf=0.85)
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Cites
Friedewald, W. T., Levy, R. I., & Fredrickson, D. S. (1972) · Clinical Chemistry · doi:10.1093/clinchem/18.6.499 · Cited by 32,423 · see citing works
Grundy, S. M., Bilheimer, D. W., Chait, A., Clark, L. T., Denke, M. A., Havel, R. J., Hazzard, W. R., Hulley, S. B., Hunninghake, D. B., Kreisberg, R. A., et al. (1993) · JAMA · doi:10.1001/jama.269.23.3015 · Cited by 27,944 · see citing works
Prediction of coronary heart disease using risk factor categories
Wilson, P. W. F., D’Agostino, R. B., Levy, D., Belanger, A. M., Silbershatz, H., & Kannel, W. B. (1998) · Circulation · doi:10.1161/01.cir.97.18.1837 · Cited by 9,581 · see citing works
Grundy, S. M., Cleeman, J. I., Merz, C. N. B., Brewer, H. B., Clark, L. T., Hunninghake, D. B., Pasternak, R. C., Smith, S. C., & Stone, N. J. (2004) · Circulation · doi:10.1161/01.cir.0000133317.49796.0e · Cited by 6,902 · see citing works
Intensive versus Moderate Lipid Lowering with Statins after Acute Coronary Syndromes
Cannon, C. P., Braunwald, E., McCabe, C. H., Rader, D. J., Rouleau, J. L., Belder, R., Joyal, S. V., Hill, K. A., Pfeffer, M. A., & Skene, A. M. (2004) · New England Journal of Medicine · doi:10.1056/nejmoa040583 · Cited by 4,938 · see citing works
Intensive Lipid Lowering with Atorvastatin in Patients with Stable Coronary Disease
LaRosa, J. C., Grundy, S. M., Waters, D. D., Shear, C., Barter, P., Fruchart, J.-C., Gotto, A. M., Greten, H., Kastelein, J. J. P., Shepherd, J., et al. (2005) · New England Journal of Medicine · doi:10.1056/nejmoa050461 · Cited by 3,489 · see citing works
Nissen, S. E., Tuzcu, E. M., Schoenhagen, P., Brown, B. G., Ganz, P., Vogel, R. A., Crowe, T., Howard, G., Cooper, C. J., Brodie, B. R., et al. (2004) · JAMA · doi:10.1001/jama.291.9.1071 · Cited by 2,358 · see citing works
Nissen, S. E., Nicholls, S. J., Sipahi, I., Libby, P., Raichlen, J. S., Ballantyne, C. M., Davignon, J., Erbel, R., Fruchart, J. C., Tardif, J.-C., et al. (2006) · JAMA · doi:10.1001/jama.295.13.jpc60002 · Cited by 2,047 · see citing works
Law, M. R., Wald, N. J., & Rudnicka, A. R. (2003) · BMJ · doi:10.1136/bmj.326.7404.1423 · Cited by 1,720 · see citing works
Walldius, G., Jungner, I., Holme, I., AASTVEIT, A. H., Kolar, W., & Steiner, E. (2001) · The Lancet · doi:10.1016/s0140-6736(01)07098-2 · Cited by 1,227 · see citing works
Stampfer, M. J. (1996) · JAMA · doi:10.1001/jama.1996.03540110036029 · Cited by 1,085 · see citing works
Lamarche, B., Tchernof, A., Moorjani, S., Cantin, B., Dagenais, G. R., Lupien, P. J., & Despre´s, J.-P. (1997) · Circulation · doi:10.1161/01.cir.95.1.69 · Cited by 1,077 · see citing works
Relation of Gemfibrozil Treatment and Lipid Levels With Major Coronary Events
Robins, S. J., Collins, D. E., Wittes, J. T., Papademetriou, V., DEEDWANIA, P. C., Schaefer, E. J., McNamara, J. R., Kashyap, M. L., Hershman, J. M., WEXLER, L. F., et al. (2001) · JAMA · doi:10.1001/jama.285.12.1585 · Cited by 916 · see citing works
Steiner, G. (2001) · The Lancet · doi:10.1016/s0140-6736(00)04209-4 · Cited by 845 · see citing works
Gardner, C. D. (1996) · JAMA: The Journal of the American Medical Association · doi:10.1001/jama.1996.03540110029028 · Cited by 843 · see citing works
Non–High-Density Lipoprotein Cholesterol Level as a Predictor of Cardiovascular Disease Mortality
Cui, Y. A., Blumenthal, R. S., Flaws, J. A., Whiteman, M. K., LANGENBERG, P. W., Bachorik, P. S., & Bush, T. L. (2001) · Archives of Internal Medicine · doi:10.1001/archinte.161.11.1413 · Cited by 657 · see citing works
Self-citationGotto, A. M., Whitney, E. J., Stein, E. A., Shapiro, D. R., Clearfield, M. B., Weis, S. E., Jou, J. Y., Langendörfer, A., Beere, P. A., Watson, D. J., et al. (2000) · Circulation · doi:10.1161/01.cir.101.5.477 · Cited by 562 · see citing works
Otvos, J. D., Collins, D. E., Freedman, D. S., SHALAUROVA, I. Y., Schaefer, E. J., McNamara, J. R., Bloomfield, H. E., & Robins, S. J. (2006) · Circulation · doi:10.1161/circulationaha.105.565135 · Cited by 542 · see citing works
Walldius, G., Jungner, I., Holme, I., AASTVEIT, A. H., Kolar, W., & Steiner, E. (2002) · ACC Current Journal Review · doi:10.1016/s1062-1458(02)00666-9 · Cited by 534 · see citing works
Pischon, T., Girman, C. J., Sacks, F. M., Rifai, N., Stampfer, M. J., & Rimm, E. B. (2005) · Circulation · doi:10.1161/circulationaha.104.532499 · Cited by 514 · see citing works
Optimal low-density lipoprotein is 50 to 70 mg/dl
O’Keefe, J. H., Cordain, L., Harris, W. H., Moe, R. M., & Vogel, R. A. (2004) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2004.03.046 · Cited by 476 · see citing works
Barter, P. J., Ballantyne, C. M., Carmena, R., Cabezas, M. C., Chapman, M. J., Couture, P., Graaf, J. D., Durrington, P. N., Færgeman, O., Frohlich, J., et al. (2006) · Journal of Internal Medicine · doi:10.1111/j.1365-2796.2006.01616.x · Cited by 463 · see citing works
Self-citationSt-Pierre, A. C., Cantin, B., Dagenais, G. R., Mauriège, P., Bernard, P.-M., Després, J.-P., & Lamarche, B. (2005) · Arteriosclerosis, Thrombosis, and Vascular Biology · doi:10.1161/01.atv.0000154144.73236.f4 · Cited by 422 · see citing works
Blake, G. J., Otvos, J. D., Rifai, N., & Ridker, P. M. (2002) · Circulation · doi:10.1161/01.cir.0000033222.75187.b9 · Cited by 409 · see citing works
Pleiotropic Effects of Statins: Benefit Beyond Cholesterol Reduction?
Robinson, J. G., Smith, B., Maheshwari, N., & Schrott, H. G. (2005) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2005.05.085 · Cited by 407 · see citing works
Tomás Pantoja, C., & Luz María Letelier, S. (2003) · Revista médica de Chile · doi:10.4067/s0034-98872003001000017 · Cited by 386 · see citing works
Mora, S., Szklo, M., Otvos, J. D., Greenland, P., Psaty, B. M., Goff, D. C., O’Leary, D. H., Saad, M. F., Tsai, M. Y., & Sharrett, A. R. (2007) · Atherosclerosis · doi:10.1016/j.atherosclerosis.2006.05.007 · Cited by 380 · see citing works
Marcovina, S. M., Albers, J. J., Henderson, L. O., & Hannon, W. H. (1993) · Clinical Chemistry · doi:10.1093/clinchem/39.5.773 · Cited by 342 · see citing works
Austoker, J. (2003) · BMJ · doi:10.1136/bmj.326.7379.1 · Cited by 334 · see citing works
Sniderman, A. D., Scantlebury, T., & Cianflone, K. (2001) · Annals of Internal Medicine · doi:10.7326/0003-4819-135-6-200109180-00014 · Cited by 329 · see citing works
Increased Small Low-Density Lipoprotein Particle Number
Kathiresan, S., Otvos, J. D., SULLIVAN, L. M., Keyes, M. J., Schaefer, E. J., Wilson, P. W. F., D’Agostino, R. B., Vasan, R. S., & Robins, S. J. (2005) · Circulation · doi:10.1161/circulationaha.105.567107 · Cited by 317 · see citing works
Kuller, L. H., Arnold, A. M., Tracy, R. P., Otvos, J. D., Burke, G. L., Psaty, B. M., Siscovick, D. S., Freedman, D. S., & Kronmal, R. A. (2002) · Arteriosclerosis Thrombosis and Vascular Biology · doi:10.1161/01.atv.0000022015.97341.3a · Cited by 310 · see citing works
Freedman, D. S., Otvos, J. D., Jeyarajah, E. J., SHALAUROVA, I. Y., Cupples, L. A., Parise, H., D’Agostino, R. B., Wilson, P. W. F., & Schaefer, E. J. (2004) · Clinical Chemistry · doi:10.1373/clinchem.2004.032763 · Cited by 304 · see citing works
Rosenson, R. S., Otvos, J. D., & Freedman, D. S. (2002) · The American Journal of Cardiology · doi:10.1016/s0002-9149(02)02427-x · Cited by 293 · see citing works
Thrombogenic Factors and Recurrent Coronary Events
Moss, A. J., Goldstein, R. E., Marder, V. J., Sparks, C. E., Oakes, D., Greenberg, H., Weiss, H. J., Zaręba, W., Brown, M. W., Liang, C., et al. (1999) · Circulation · doi:10.1161/01.cir.99.19.2517 · Cited by 281 · see citing works
Liu, J., Sempos, C. T., Donahue, R. P., Dorn, J., Trevisan, M., & Grundy, S. M. (2006) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2006.06.032 · Cited by 277 · see citing works
Vakkilainen, J., Steiner, G. A., Ansquer, J.-C., Aubin, F., Rattier, S., Foucher, C., Hamsten, A., & Taskinen, M. (2003) · Circulation · doi:10.1161/01.cir.0000057982.50167.6e · Cited by 270 · see citing works
Zambon, A., Hokanson, J. E., Brown, B. G., & Brunzell, J. D. (1999) · Circulation · doi:10.1161/01.cir.99.15.1959 · Cited by 263 · see citing works
Measurement issues related to lipoprotein heterogeneity
Otvos, J. D., Jeyarajah, E. J., & Cromwell, W. C. (2002) · The American Journal of Cardiology · doi:10.1016/s0002-9149(02)02632-2 · Cited by 259 · see citing works
Schaefer, E. J., Lamon‐Fava, S., Cohn, S. D., Schaefer, M. M., Ordovás, J. M., Castelli, W. P., & Wilson, P. W. F. (1994) · Journal of Lipid Research · doi:10.1016/s0022-2275(20)39173-2 · Cited by 259 · see citing works
Marcovina, S. M., Albers, J. J., Kennedy, H., Mei, J. V., Henderson, L. O., & Hannon, W. H. (1994) · Clinical Chemistry · doi:10.1093/clinchem/40.4.586 · Cited by 243 · see citing works
El Harchaoui, K., van der Steeg, W. A., Stroes, E. S. G., Kuivenhoven, J. A., Otvos, J. D., Wareham, N. J., Hutten, B. A., Kastelein, J. J. P., Khaw, K.-T., & Boekholdt, S. M. (2007) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2006.09.043 · Cited by 239 · see citing works
Kwiterovich, P. O. (2002) · The American Journal of Cardiology · doi:10.1016/s0002-9149(02)02749-2 · Cited by 207 · see citing works
Self-citationSchaefer, E. J., Lamon‐Fava, S., Ordovás, J. M., Cohn, S. D., Schaefer, M. M., Castelli, W. P., & Wilson, P. W. F. (1994) · Journal of Lipid Research · doi:10.1016/s0022-2275(20)39181-1 · Cited by 200 · see citing works
Frost, P. H., & Havel, R. J. (1998) · The American Journal of Cardiology · doi:10.1016/s0002-9149(98)00034-4 · Cited by 193 · see citing works
Lipoprotein Subclasses in the Monitored Atherosclerosis Regression Study (MARS)
Mack, W. J., Krauss, R. M., & Hodis, H. N. (1996) · Arteriosclerosis Thrombosis and Vascular Biology · doi:10.1161/01.atv.16.5.697 · Cited by 173 · see citing works
Apolipoprotein Concentrations During Treatment and Recurrent Coronary Artery Disease Events
van Lennep, J. E. R., Westerveld, H. T., van Lennep, H. W. O. R., Zwinderman, A. H., Erkelens, D. W., & van der Wall, E. E. (2000) · Arteriosclerosis Thrombosis and Vascular Biology · doi:10.1161/01.atv.20.11.2408 · Cited by 152 · see citing works
Benn, M., Nordestgaard, B. G., Jensen, G. B., & Tybjærg‐Hansen, A. (2006) · Arteriosclerosis Thrombosis and Vascular Biology · doi:10.1161/01.atv.0000255580.73689.8e · Cited by 152 · see citing works
Watts, G. F., Mandalia, S., Brunt, J. N. H., Slavin, B. M., COLTART, D. J., & Lewis, B. (1993) · Metabolism · doi:10.1016/0026-0495(93)90199-x · Cited by 146 · see citing works
The Friedewald Formula Underestimates LDL Cholesterol at low Concentrations
Scharnagl, H., Nauck, M. A., Wieland, H., & März, W. (2001) · Clinical Chemistry and Laboratory Medicine (CCLM) · doi:10.1515/cclm.2001.068 · Cited by 140 · see citing works
Quantification of cholesterol in all lipoprotein classes by the VAP-II method.
Kulkarni, K. R., Garber, D. W., Marcovina, S. M., & Segrest, J. P. (1994) · Journal of Lipid Research · doi:10.1016/s0022-2275(20)40123-3 · Cited by 136 · see citing works
Smallest LDL Particles Are Most Strongly Related to Coronary Disease Progression in Men
Holl, L. G., Krauss, R. M., Williams, P. T., Superko, H. R., Haskell, W. L., Alderman, E. L., Patricia, J., & Blanche, P. J. (2015) · Cited by 122 · see citing works
Mackey, R. H., Kuller, L. H., Sutton‐Tyrrell, K., Evans, R. G., Holubkov, R., & Matthews, K. A. (2002) · The American Journal of Cardiology · doi:10.1016/s0002-9149(02)02636-x · Cited by 108 · see citing works
Ensign, W. Y., Hill, N. S., & Heward, C. B. (2006) · Clinical Chemistry · doi:10.1373/clinchem.2005.059949 · Cited by 103 · see citing works
How, when, and why to use apolipoprotein B in clinical practice
Sniderman, A. D. (2002) · The American Journal of Cardiology · doi:10.1016/s0002-9149(02)02633-4 · Cited by 66 · see citing works
Predictors of Low-Density Lipoprotein Particle Size in a High-Risk African-American Population
Benton, J. L., Blumenthal, R. S., Becker, D. M., Yanek, L. R., Moy, T. F., & Post, W. S. (2005) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2005.01.075 · Cited by 11 · see citing works
Self-citation
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Research works printed but not linked: 2
- [18]18. Friedewald WT, Levy RI, Fredrickson DS. Estimation of low-density lipoprotein in plasma without use of preparative ultracentrifuge. Clin Chem 1972;18:499 -502.
- [54]54. Keech A, Simes RJ, Barter P, et al., FIELD Study Investigators. Effects of long-term fenofibrate therapy on cardiovascular events in 9795 people with type 2 diabetes (the FIELD study): randomized placebo-controlled trial. Lancet 2003;361:2005-16.
Cited by
Sorted by citations
Mora, S., Otvos, J. D., Rifai, N., Rosenson, R. S., Buring, J. E., & Ridker, P. M. (2009) · Circulation · doi:10.1161/circulationaha.108.816181 · Cited by 490 · see citing works
Langlois, M. R., Chapman, M. J., Cobbaert, C., Mora, S., Remaley, A. T., Ros, E., Watts, G. F., Borén, J., Baum, H., Bruckert, E., et al. (2018) · Clinical Chemistry · doi:10.1373/clinchem.2018.287037 · Cited by 260 · see citing works
2026 ACC/AHA/AACVPR/ABC/ACPM/ADA/AGS/APhA/ASPC/NLA/PCNA Guideline on the Management of Dyslipidemia
Blumenthal, R. S., Morris, P. B., Gaudino, M., Johnson, H. M., Anderson, T. S., Bittner, V. A., Blankstein, R., Brewer, L. C., Cho, L., de Ferranti, S. D., et al. (2026) · JACC · doi:10.1016/j.jacc.2025.11.016 · Cited by 304 · see citing works
Self-citationNordestgaard, B. G., Langlois, M. R., Langsted, A., Chapman, M. J., Aakre, K. M., Baum, H., Borén, J., Bruckert, E., Catapano, A., Cobbaert, C., et al. (2020) · Atherosclerosis · doi:10.1016/j.atherosclerosis.2019.12.005 · Cited by 240 · see citing works
Writing Committee Members, Blumenthal, R. S., Morris, P. B., Gaudino, M., Johnson, H. M., Anderson, T. S., Bittner, V. A., Blankstein, R., Brewer, L. C., Cho, L., et al. (2026) · Circulation · doi:10.1161/cir.0000000000001423 · Cited by 122 · see citing works
Self-citationLawler, P. R., Akinkuolie, A. O., Ridker, P. M., Sniderman, A. D., Buring, J. E., Glynn, R. J., Chasman, D. I., & Mora, S. (2017) · Clinical Chemistry · doi:10.1373/clinchem.2016.264515 · Cited by 104 · see citing works
Advanced lipoprotein testing and subfractionation are not (yet) ready for routine clinical use
Mora, S. (2009) · Circulation · doi:10.1161/circulationaha.108.819359 · Cited by 89 · see citing works
Nakamura, T., Obata, J.-E., Hirano, M., Kitta, Y., Fujioka, D., Saito, Y., Kawabata, K.-I., Watanabe, K., Watanabe, Y., Mishina, H., et al. (2011) · Atherosclerosis · doi:10.1016/j.atherosclerosis.2011.04.040 · Cited by 83 · see citing works
Langlois, M. R., & Nordestgaard, B. G. (2018) · Current Cardiology Reports · doi:10.1007/s11886-018-1036-1 · Cited by 19 · see citing works
- Authors
- Mudd, J. O., Borlaug, B. A., Johnston, P. V., Kral, B. G., Rouf, R., Blumenthal, R. S., & Kwiterovich, P. O.
- Affiliations
- Johns Hopkins University (US)
- Corresponding author
- Kwiterovich, Peter O.
- Venue
- Journal of the American College of Cardiology
- Publisher
- Elsevier BV
- Published
- 2007-10
- Volume
- 50
- Issue
- 18
- Pages
- 1735-1741
- ISSN
- 0735-1097 (ISSN-L)
- OpenAlex
- W16445148
- Cited by
- 136
- References
- 60
- Citations by year
- 2026: 7 · 2025: 5 · 2024: 5 · 2023: 4 · 2022: 3 · 2021: 6 · 2020: 4 · 2019: 4 · 2018: 5 · 2017: 7 · 2016: 7 · 2015: 6 · 2014: 9 · 2013: 9 · 2012: 12
- FWCI
- 12.61
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Journal of the American College of Cardiology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Surgery › Lipoproteins and Cardiovascular Health
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Health Sciences › Medicine › Surgery › Cholesterol and Lipid Metabolism
- Keywords
- LDL cholesterol, coronary artery disease, apolipoprotein B, non-HDL cholesterol, LDL particle number, LDL particle size, triglycerides, residual cardiovascular risk, atherogenic lipoproteins, cardiovascular risk prediction
- MeSH terms
- Apolipoproteins B, Coronary Artery Disease, Humans, Lipoproteins, LDL, Particle Size, Predictive Value of Tests, Risk Factors, Biomarkers, Apolipoprotein A-I
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