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Published in: Cardiovascular Diabetology 1/2023

Open Access 01-12-2023 | Atrial Fibrillation | Research

Causal associations of remnant cholesterol with cardiometabolic diseases and risk factors: a mendelian randomization analysis

Authors: Baoyi Guan, Anlu Wang, Hao Xu

Published in: Cardiovascular Diabetology | Issue 1/2023

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Abstract

Background

Emerging evidence suggests that remnant cholesterol (RC) is strongly associated with an increased incidence of cardiometabolic diseases (CMD). However, the causality have not been confirmed. We aimed to evaluate the causal associations of RC with CMD and the relative risk factors using two-sample Mendelian randomization (MR) methods.

Methods

Summary-level statistics of RC, CMD, and cardiometabolic risk factors were obtained from the published data from individuals with a predominantly European ancestry mainly from the UK Biobank and the FinnGen biobank. Univariable and multivariable MR analyses were used to evaluate the causal relationships between RC and CMD. A bidirectional MR analysis was performed to estimate the causality between RC and cardiometabolic risk factors. The main MR method was conducted using the inverse-variance weighted method.

Results

Univariable MR analyses showed that genetically predicted RC was causally associated with higher risk of ischemic heart disease, myocardial infarction, atrial fibrillation and flutter, peripheral artery disease, and non-rheumatic valve diseases (all P < 0.05). Multivariable MR analyses provided compelling evidence of the harmful effects of RC on the risk of ischemic heart disease (P < 0.05). Bidirectional MR analysis demonstrated that RC was bidirectionally causally linked to total cholesterol, triglycerides, low-density lipoprotein cholesterol, hypercholesterolemia (all P < 0.05). However, no genetic association was found between RC and metabolic disorders or the other cardiometabolic risk factors.

Conclusions

This MR study demonstrates that genetically driven RC increases the risk of several CMD and cardiometabolic risk factors, suggesting that targeted RC-lowering therapies may be effective for the primary prevention of CMD.
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Literature
1.
go back to reference Christ A, Lauterbach M, Latz E. Western Diet and the Immune System: an inflammatory connection. Immunity. 2019;51(5):794–811.CrossRefPubMed Christ A, Lauterbach M, Latz E. Western Diet and the Immune System: an inflammatory connection. Immunity. 2019;51(5):794–811.CrossRefPubMed
2.
go back to reference Amarenco P, Kim JS, Labreuche J, Charles H, Abtan J, Béjot Y, Cabrejo L, Cha JK, Ducrocq G, Giroud M, et al. A comparison of two LDL cholesterol targets after ischemic stroke. N Engl J Med. 2020;382(1):9.CrossRefPubMed Amarenco P, Kim JS, Labreuche J, Charles H, Abtan J, Béjot Y, Cabrejo L, Cha JK, Ducrocq G, Giroud M, et al. A comparison of two LDL cholesterol targets after ischemic stroke. N Engl J Med. 2020;382(1):9.CrossRefPubMed
3.
go back to reference Schwartz GG, Gabriel Steg P, Bhatt DL, Bittner VA, Diaz R, Goodman SG, Jukema JW, Kim YU, Li QH, Manvelian G, et al. Clinical efficacy and safety of Alirocumab after Acute Coronary Syndrome according to Achieved Level of low-density lipoprotein cholesterol: a propensity score-matched analysis of the ODYSSEY OUTCOMES trial. Circulation. 2021;143(11):1109–22.CrossRefPubMedPubMedCentral Schwartz GG, Gabriel Steg P, Bhatt DL, Bittner VA, Diaz R, Goodman SG, Jukema JW, Kim YU, Li QH, Manvelian G, et al. Clinical efficacy and safety of Alirocumab after Acute Coronary Syndrome according to Achieved Level of low-density lipoprotein cholesterol: a propensity score-matched analysis of the ODYSSEY OUTCOMES trial. Circulation. 2021;143(11):1109–22.CrossRefPubMedPubMedCentral
4.
go back to reference Wee CC, Girotra S, Weinstein AR, Mittleman MA, Mukamal KJ. The relationship between obesity and atherosclerotic progression and prognosis among patients with coronary artery bypass grafts the effect of aggressive statin therapy. J Am Coll Cardiol. 2008;52(8):620–5.CrossRefPubMed Wee CC, Girotra S, Weinstein AR, Mittleman MA, Mukamal KJ. The relationship between obesity and atherosclerotic progression and prognosis among patients with coronary artery bypass grafts the effect of aggressive statin therapy. J Am Coll Cardiol. 2008;52(8):620–5.CrossRefPubMed
5.
go back to reference Lotta LA, Sharp SJ, Burgess S, Perry JRB, Stewart ID, Willems SM, Luan J, Ardanaz E, Arriola L, Balkau B, et al. Association between low-density lipoprotein cholesterol-lowering genetic variants and risk of type 2 diabetes: a Meta-analysis. JAMA. 2016;316(13):1383–91.CrossRefPubMedPubMedCentral Lotta LA, Sharp SJ, Burgess S, Perry JRB, Stewart ID, Willems SM, Luan J, Ardanaz E, Arriola L, Balkau B, et al. Association between low-density lipoprotein cholesterol-lowering genetic variants and risk of type 2 diabetes: a Meta-analysis. JAMA. 2016;316(13):1383–91.CrossRefPubMedPubMedCentral
6.
go back to reference Simonen P, Kotronen A, Hallikainen M, Sevastianova K, Makkonen J, Hakkarainen A, Lundbom N, Miettinen TA, Gylling H, Yki-Järvinen H. Cholesterol synthesis is increased and absorption decreased in non-alcoholic fatty liver disease independent of obesity. J Hepatol. 2011;54(1):153–9.CrossRefPubMed Simonen P, Kotronen A, Hallikainen M, Sevastianova K, Makkonen J, Hakkarainen A, Lundbom N, Miettinen TA, Gylling H, Yki-Järvinen H. Cholesterol synthesis is increased and absorption decreased in non-alcoholic fatty liver disease independent of obesity. J Hepatol. 2011;54(1):153–9.CrossRefPubMed
7.
go back to reference Charytan DM, Sabatine MS, Pedersen TR, Im K, Park JG, Pineda AL, Wasserman SM, Deedwania P, Olsson AG, Sever PS, et al. Efficacy and safety of Evolocumab in chronic kidney disease in the FOURIER Trial. J Am Coll Cardiol. 2019;73(23):2961–70.CrossRefPubMed Charytan DM, Sabatine MS, Pedersen TR, Im K, Park JG, Pineda AL, Wasserman SM, Deedwania P, Olsson AG, Sever PS, et al. Efficacy and safety of Evolocumab in chronic kidney disease in the FOURIER Trial. J Am Coll Cardiol. 2019;73(23):2961–70.CrossRefPubMed
8.
go back to reference Brunzell JD, Davidson M, Furberg CD, Goldberg RB, Howard BV, Stein JH, Witztum JL. Lipoprotein management in patients with cardiometabolic risk: consensus conference report from the american Diabetes Association and the American College of Cardiology Foundation. J Am Coll Cardiol. 2008;51(15):1512–24.CrossRefPubMed Brunzell JD, Davidson M, Furberg CD, Goldberg RB, Howard BV, Stein JH, Witztum JL. Lipoprotein management in patients with cardiometabolic risk: consensus conference report from the american Diabetes Association and the American College of Cardiology Foundation. J Am Coll Cardiol. 2008;51(15):1512–24.CrossRefPubMed
9.
go back to reference Sampson UK, Fazio S, Linton MF. Residual cardiovascular risk despite optimal LDL cholesterol reduction with statins: the evidence, etiology, and therapeutic challenges. Curr Atheroscler Rep. 2012;14(1):1–10.CrossRefPubMedPubMedCentral Sampson UK, Fazio S, Linton MF. Residual cardiovascular risk despite optimal LDL cholesterol reduction with statins: the evidence, etiology, and therapeutic challenges. Curr Atheroscler Rep. 2012;14(1):1–10.CrossRefPubMedPubMedCentral
10.
go back to reference Nordestgaard BG. Triglyceride-Rich Lipoproteins and Atherosclerotic Cardiovascular Disease: New Insights from Epidemiology, Genetics, and Biology. Circul Res. 2016;118(4):547–63.CrossRef Nordestgaard BG. Triglyceride-Rich Lipoproteins and Atherosclerotic Cardiovascular Disease: New Insights from Epidemiology, Genetics, and Biology. Circul Res. 2016;118(4):547–63.CrossRef
11.
go back to reference Satoh A, Adachi H, Tsuruta M, Hirai Y, Hiratsuka A, Enomoto M, Furuki K, Hino A, Takeuchi T, Imaizumi T. High plasma level of remnant-like particle cholesterol in the metabolic syndrome. Diabetes Care. 2005;28(10):2514–8.CrossRefPubMed Satoh A, Adachi H, Tsuruta M, Hirai Y, Hiratsuka A, Enomoto M, Furuki K, Hino A, Takeuchi T, Imaizumi T. High plasma level of remnant-like particle cholesterol in the metabolic syndrome. Diabetes Care. 2005;28(10):2514–8.CrossRefPubMed
12.
go back to reference Shirakawa T, Nakajima K, Yatsuzuka S, Shimomura Y, Kobayashi J, Machida T, Sumino H, Murakami M. The role of circulating lipoprotein lipase and adiponectin on the particle size of remnant lipoproteins in patients with diabetes mellitus and metabolic syndrome. Clin Chim Acta. 2015;440:123–32.CrossRefPubMed Shirakawa T, Nakajima K, Yatsuzuka S, Shimomura Y, Kobayashi J, Machida T, Sumino H, Murakami M. The role of circulating lipoprotein lipase and adiponectin on the particle size of remnant lipoproteins in patients with diabetes mellitus and metabolic syndrome. Clin Chim Acta. 2015;440:123–32.CrossRefPubMed
13.
go back to reference Varbo A, Benn M, Smith GD, Timpson NJ, Tybjaerg-Hansen A, Nordestgaard BG. Remnant cholesterol, low-density lipoprotein cholesterol, and blood pressure as mediators from obesity to ischemic heart disease. Circul Res. 2015;116(4):665–73.CrossRef Varbo A, Benn M, Smith GD, Timpson NJ, Tybjaerg-Hansen A, Nordestgaard BG. Remnant cholesterol, low-density lipoprotein cholesterol, and blood pressure as mediators from obesity to ischemic heart disease. Circul Res. 2015;116(4):665–73.CrossRef
14.
go back to reference Varbo A, Benn M, Tybjærg-Hansen A, Nordestgaard BG. Elevated remnant cholesterol causes both low-grade inflammation and ischemic heart disease, whereas elevated low-density lipoprotein cholesterol causes ischemic heart disease without inflammation. Circulation. 2013;128(12):1298–309.CrossRefPubMed Varbo A, Benn M, Tybjærg-Hansen A, Nordestgaard BG. Elevated remnant cholesterol causes both low-grade inflammation and ischemic heart disease, whereas elevated low-density lipoprotein cholesterol causes ischemic heart disease without inflammation. Circulation. 2013;128(12):1298–309.CrossRefPubMed
15.
go back to reference Varbo A, Benn M, Tybjærg-Hansen A, Jørgensen AB, Frikke-Schmidt R, Nordestgaard BG. Remnant cholesterol as a causal risk factor for ischemic heart disease. J Am Coll Cardiol. 2013;61(4):427–36.CrossRefPubMed Varbo A, Benn M, Tybjærg-Hansen A, Jørgensen AB, Frikke-Schmidt R, Nordestgaard BG. Remnant cholesterol as a causal risk factor for ischemic heart disease. J Am Coll Cardiol. 2013;61(4):427–36.CrossRefPubMed
16.
go back to reference Kaltoft M, Langsted A, Nordestgaard BG. Triglycerides and remnant cholesterol associated with risk of aortic valve stenosis: mendelian randomization in the Copenhagen General Population Study. Eur Heart J. 2020;41(24):2288–99.CrossRefPubMed Kaltoft M, Langsted A, Nordestgaard BG. Triglycerides and remnant cholesterol associated with risk of aortic valve stenosis: mendelian randomization in the Copenhagen General Population Study. Eur Heart J. 2020;41(24):2288–99.CrossRefPubMed
17.
go back to reference Jørgensen AB, Frikke-Schmidt R, West AS, Grande P, Nordestgaard BG, Tybjærg-Hansen A. Genetically elevated non-fasting triglycerides and calculated remnant cholesterol as causal risk factors for myocardial infarction. Eur Heart J. 2013;34(24):1826–33.CrossRefPubMed Jørgensen AB, Frikke-Schmidt R, West AS, Grande P, Nordestgaard BG, Tybjærg-Hansen A. Genetically elevated non-fasting triglycerides and calculated remnant cholesterol as causal risk factors for myocardial infarction. Eur Heart J. 2013;34(24):1826–33.CrossRefPubMed
18.
go back to reference Pierce BL, Ahsan H, Vanderweele TJ. Power and instrument strength requirements for mendelian randomization studies using multiple genetic variants. Int J Epidemiol. 2011;40(3):740–52.CrossRefPubMed Pierce BL, Ahsan H, Vanderweele TJ. Power and instrument strength requirements for mendelian randomization studies using multiple genetic variants. Int J Epidemiol. 2011;40(3):740–52.CrossRefPubMed
19.
go back to reference Hartwig FP, Davies NM, Hemani G, Davey Smith G. Two-sample mendelian randomization: avoiding the downsides of a powerful, widely applicable but potentially fallible technique. Int J Epidemiol. 2016;45(6):1717–26.CrossRefPubMed Hartwig FP, Davies NM, Hemani G, Davey Smith G. Two-sample mendelian randomization: avoiding the downsides of a powerful, widely applicable but potentially fallible technique. Int J Epidemiol. 2016;45(6):1717–26.CrossRefPubMed
20.
go back to reference Burgess S, Thompson SG. Multivariable mendelian randomization: the use of pleiotropic genetic variants to estimate causal effects. Am J Epidemiol. 2015;181(4):251–60.CrossRefPubMedPubMedCentral Burgess S, Thompson SG. Multivariable mendelian randomization: the use of pleiotropic genetic variants to estimate causal effects. Am J Epidemiol. 2015;181(4):251–60.CrossRefPubMedPubMedCentral
21.
go back to reference Wulff AB, Nordestgaard BG, Tybjærg-Hansen A. APOC3 loss-of-function mutations, remnant cholesterol, low-density lipoprotein cholesterol, and Cardiovascular Risk: mediation- and Meta-analyses of 137 895 individuals. Arteriosclerosis, thrombosis, and vascular biology 2018, 38(3):660–8. Wulff AB, Nordestgaard BG, Tybjærg-Hansen A. APOC3 loss-of-function mutations, remnant cholesterol, low-density lipoprotein cholesterol, and Cardiovascular Risk: mediation- and Meta-analyses of 137 895 individuals. Arteriosclerosis, thrombosis, and vascular biology 2018, 38(3):660–8.
22.
go back to reference Si S, Hou L, Chen X, Li W, Liu X, Liu C, Li Y, Yuan T, Li J, Wang B, et al. Exploring the causal roles of circulating remnant lipid Profile on Cardiovascular and Cerebrovascular Diseases: mendelian randomization study. J Epidemiol. 2022;32(5):205–14.CrossRefPubMedPubMedCentral Si S, Hou L, Chen X, Li W, Liu X, Liu C, Li Y, Yuan T, Li J, Wang B, et al. Exploring the causal roles of circulating remnant lipid Profile on Cardiovascular and Cerebrovascular Diseases: mendelian randomization study. J Epidemiol. 2022;32(5):205–14.CrossRefPubMedPubMedCentral
23.
go back to reference Guan B, Li X, Xue W, Tse G, Waleed KB, Liu Y, Zheng M, Wu S, Xia Y, Ding Y. Blood lipid profiles and risk of atrial fibrillation: a systematic review and meta-analysis of cohort studies. J Clin Lipidol. 2020;14(1):133–142e133.CrossRefPubMed Guan B, Li X, Xue W, Tse G, Waleed KB, Liu Y, Zheng M, Wu S, Xia Y, Ding Y. Blood lipid profiles and risk of atrial fibrillation: a systematic review and meta-analysis of cohort studies. J Clin Lipidol. 2020;14(1):133–142e133.CrossRefPubMed
24.
go back to reference Raal FJ, Rosenson RS, Reeskamp LF, Hovingh GK, Kastelein JJP, Rubba P, Ali S, Banerjee P, Chan KC, Gipe DA, et al. Evinacumab for homozygous familial hypercholesterolemia. N Engl J Med. 2020;383(8):711–20.CrossRefPubMed Raal FJ, Rosenson RS, Reeskamp LF, Hovingh GK, Kastelein JJP, Rubba P, Ali S, Banerjee P, Chan KC, Gipe DA, et al. Evinacumab for homozygous familial hypercholesterolemia. N Engl J Med. 2020;383(8):711–20.CrossRefPubMed
25.
go back to reference Raal FJ, Kallend D, Ray KK, Turner T, Koenig W, Wright RS, Wijngaard PLJ, Curcio D, Jaros MJ, Leiter LA, et al. Inclisiran for the treatment of heterozygous familial hypercholesterolemia. N Engl J Med. 2020;382(16):1520–30.CrossRefPubMed Raal FJ, Kallend D, Ray KK, Turner T, Koenig W, Wright RS, Wijngaard PLJ, Curcio D, Jaros MJ, Leiter LA, et al. Inclisiran for the treatment of heterozygous familial hypercholesterolemia. N Engl J Med. 2020;382(16):1520–30.CrossRefPubMed
26.
go back to reference Dale CE, Fatemifar G, Palmer TM, White J, Prieto-Merino D, Zabaneh D, Engmann JEL, Shah T, Wong A, Warren HR, et al. Causal Associations of Adiposity and Body Fat distribution with Coronary Heart Disease, Stroke Subtypes, and type 2 diabetes Mellitus: a mendelian randomization analysis. Circulation. 2017;135(24):2373–88.CrossRefPubMedPubMedCentral Dale CE, Fatemifar G, Palmer TM, White J, Prieto-Merino D, Zabaneh D, Engmann JEL, Shah T, Wong A, Warren HR, et al. Causal Associations of Adiposity and Body Fat distribution with Coronary Heart Disease, Stroke Subtypes, and type 2 diabetes Mellitus: a mendelian randomization analysis. Circulation. 2017;135(24):2373–88.CrossRefPubMedPubMedCentral
27.
go back to reference Sun D, Zhou T, Heianza Y, Li X, Fan M, Fonseca VA, Qi L. Type 2 diabetes and hypertension. Circul Res. 2019;124(6):930–7.CrossRef Sun D, Zhou T, Heianza Y, Li X, Fan M, Fonseca VA, Qi L. Type 2 diabetes and hypertension. Circul Res. 2019;124(6):930–7.CrossRef
28.
go back to reference Mordi IR, Lumbers RT, Palmer CNA, Pearson ER, Sattar N, Holmes MV, Lang CC. Type 2 diabetes, metabolic traits, and risk of Heart failure: a mendelian randomization study. Diabetes Care. 2021;44(7):1699–705.CrossRefPubMedPubMedCentral Mordi IR, Lumbers RT, Palmer CNA, Pearson ER, Sattar N, Holmes MV, Lang CC. Type 2 diabetes, metabolic traits, and risk of Heart failure: a mendelian randomization study. Diabetes Care. 2021;44(7):1699–705.CrossRefPubMedPubMedCentral
29.
go back to reference Hu X, Liu Q, Guo X, Wang W, Yu B, Liang B, Zhou Y, Dong H, Lin J. The role of remnant cholesterol beyond low-density lipoprotein cholesterol in diabetes mellitus. Cardiovasc Diabetol. 2022;21(1):117.CrossRefPubMedPubMedCentral Hu X, Liu Q, Guo X, Wang W, Yu B, Liang B, Zhou Y, Dong H, Lin J. The role of remnant cholesterol beyond low-density lipoprotein cholesterol in diabetes mellitus. Cardiovasc Diabetol. 2022;21(1):117.CrossRefPubMedPubMedCentral
30.
go back to reference Yan P, Xu Y, Miao Y, Bai X, Wu Y, Tang Q, Zhang Z, Yang J, Wan Q. Association of remnant cholesterol with chronic kidney disease in middle-aged and elderly Chinese: a population-based study. Acta Diabetol. 2021;58(12):1615–25.CrossRefPubMed Yan P, Xu Y, Miao Y, Bai X, Wu Y, Tang Q, Zhang Z, Yang J, Wan Q. Association of remnant cholesterol with chronic kidney disease in middle-aged and elderly Chinese: a population-based study. Acta Diabetol. 2021;58(12):1615–25.CrossRefPubMed
31.
go back to reference Varbo A, Freiberg JJ, Nordestgaard BG. Remnant cholesterol and myocardial infarction in normal weight, overweight, and obese individuals from the Copenhagen General Population Study. Clin Chem. 2018;64(1):219–30.CrossRefPubMed Varbo A, Freiberg JJ, Nordestgaard BG. Remnant cholesterol and myocardial infarction in normal weight, overweight, and obese individuals from the Copenhagen General Population Study. Clin Chem. 2018;64(1):219–30.CrossRefPubMed
32.
go back to reference Zou Y, Lan J, Zhong Y, Yang S, Zhang H, Xie G. Association of remnant cholesterol with nonalcoholic fatty liver disease: a general population-based study. Lipids Health Dis. 2021;20(1):139.CrossRefPubMedPubMedCentral Zou Y, Lan J, Zhong Y, Yang S, Zhang H, Xie G. Association of remnant cholesterol with nonalcoholic fatty liver disease: a general population-based study. Lipids Health Dis. 2021;20(1):139.CrossRefPubMedPubMedCentral
33.
go back to reference de Vries JK, Balder JW, Pena MJ, Denig P, Smit AJ. Non-LDL dyslipidemia is prevalent in the young and determined by lifestyle factors and age: the LifeLines cohort. Atherosclerosis. 2018;274:191–8.CrossRefPubMed de Vries JK, Balder JW, Pena MJ, Denig P, Smit AJ. Non-LDL dyslipidemia is prevalent in the young and determined by lifestyle factors and age: the LifeLines cohort. Atherosclerosis. 2018;274:191–8.CrossRefPubMed
34.
go back to reference Sandesara PB, Virani SS, Fazio S, Shapiro MD. The forgotten lipids: triglycerides, remnant cholesterol, and atherosclerotic Cardiovascular Disease Risk. Endocr Rev. 2019;40(2):537–57.CrossRefPubMed Sandesara PB, Virani SS, Fazio S, Shapiro MD. The forgotten lipids: triglycerides, remnant cholesterol, and atherosclerotic Cardiovascular Disease Risk. Endocr Rev. 2019;40(2):537–57.CrossRefPubMed
35.
go back to reference Batt KV, Avella M, Moore EH, Jackson B, Suckling KE, Botham KM. Differential effects of low-density lipoprotein and chylomicron remnants on lipid accumulation in human macrophages. Experimental biology and medicine (Maywood NJ). 2004;229(6):528–37.CrossRef Batt KV, Avella M, Moore EH, Jackson B, Suckling KE, Botham KM. Differential effects of low-density lipoprotein and chylomicron remnants on lipid accumulation in human macrophages. Experimental biology and medicine (Maywood NJ). 2004;229(6):528–37.CrossRef
36.
go back to reference Bernelot Moens SJ, Verweij SL, Schnitzler JG, Stiekema LCA, Bos M, Langsted A, Kuijk C, Bekkering S, Voermans C, Verberne HJ et al. Remnant cholesterol elicits arterial wall inflammation and a Multilevel Cellular Immune response in humans. Arteriosclerosis, thrombosis, and vascular biology 2017, 37(5):969–75. Bernelot Moens SJ, Verweij SL, Schnitzler JG, Stiekema LCA, Bos M, Langsted A, Kuijk C, Bekkering S, Voermans C, Verberne HJ et al. Remnant cholesterol elicits arterial wall inflammation and a Multilevel Cellular Immune response in humans. Arteriosclerosis, thrombosis, and vascular biology 2017, 37(5):969–75.
37.
go back to reference Stahel P, Xiao C, Hegele RA, Lewis GF. The atherogenic Dyslipidemia Complex and Novel Approaches to Cardiovascular Disease Prevention in Diabetes. Can J Cardiol. 2018;34(5):595–604.CrossRefPubMed Stahel P, Xiao C, Hegele RA, Lewis GF. The atherogenic Dyslipidemia Complex and Novel Approaches to Cardiovascular Disease Prevention in Diabetes. Can J Cardiol. 2018;34(5):595–604.CrossRefPubMed
38.
go back to reference Madsen CM, Varbo A, Nordestgaard BG. Unmet need for primary prevention in individuals with hypertriglyceridaemia not eligible for statin therapy according to European Society of Cardiology/European Atherosclerosis Society guidelines: a contemporary population-based study. Eur Heart J. 2018;39(7):610–9.CrossRefPubMed Madsen CM, Varbo A, Nordestgaard BG. Unmet need for primary prevention in individuals with hypertriglyceridaemia not eligible for statin therapy according to European Society of Cardiology/European Atherosclerosis Society guidelines: a contemporary population-based study. Eur Heart J. 2018;39(7):610–9.CrossRefPubMed
39.
go back to reference Lorenzatti AJ, Monsalvo ML, López JAG, Wang H, Rosenson RS. Effects of evolocumab in individuals with type 2 diabetes with and without atherogenic dyslipidemia: an analysis from BANTING and BERSON. Cardiovasc Diabetol. 2021;20(1):94.CrossRefPubMedPubMedCentral Lorenzatti AJ, Monsalvo ML, López JAG, Wang H, Rosenson RS. Effects of evolocumab in individuals with type 2 diabetes with and without atherogenic dyslipidemia: an analysis from BANTING and BERSON. Cardiovasc Diabetol. 2021;20(1):94.CrossRefPubMedPubMedCentral
40.
go back to reference Ginsberg HN, Hounslow NJ, Senko Y, Suganami H, Bogdanski P, Ceska R, Kalina A, Libis RA, Supryadkina TV, Hovingh GK. Efficacy and safety of K-877 (Pemafibrate), a selective PPARα modulator, in european patients on statin therapy. Diabetes Care. 2022;45(4):898–908.CrossRefPubMed Ginsberg HN, Hounslow NJ, Senko Y, Suganami H, Bogdanski P, Ceska R, Kalina A, Libis RA, Supryadkina TV, Hovingh GK. Efficacy and safety of K-877 (Pemafibrate), a selective PPARα modulator, in european patients on statin therapy. Diabetes Care. 2022;45(4):898–908.CrossRefPubMed
41.
go back to reference Elshazly MB, Mani P, Nissen S, Brennan DM, Clark D, Martin S, Jones SR, Quispe R, Donnellan E, Nicholls SJ, et al. Remnant cholesterol, coronary atheroma progression and clinical events in statin-treated patients with coronary artery disease. Eur J Prev Cardiol. 2020;27(10):1091–100.CrossRefPubMed Elshazly MB, Mani P, Nissen S, Brennan DM, Clark D, Martin S, Jones SR, Quispe R, Donnellan E, Nicholls SJ, et al. Remnant cholesterol, coronary atheroma progression and clinical events in statin-treated patients with coronary artery disease. Eur J Prev Cardiol. 2020;27(10):1091–100.CrossRefPubMed
42.
go back to reference Das Pradhan A, Glynn RJ, Fruchart JC, MacFadyen JG, Zaharris ES, Everett BM, Campbell SE, Oshima R, Amarenco P, Blom DJ, et al. Triglyceride lowering with Pemafibrate to Reduce Cardiovascular Risk. N Engl J Med. 2022;387(21):1923–34.CrossRefPubMed Das Pradhan A, Glynn RJ, Fruchart JC, MacFadyen JG, Zaharris ES, Everett BM, Campbell SE, Oshima R, Amarenco P, Blom DJ, et al. Triglyceride lowering with Pemafibrate to Reduce Cardiovascular Risk. N Engl J Med. 2022;387(21):1923–34.CrossRefPubMed
43.
go back to reference Würtz P, Wang Q, Soininen P, Kangas AJ, Fatemifar G, Tynkkynen T, Tiainen M, Perola M, Tillin T, Hughes AD, et al. Metabolomic profiling of statin use and genetic inhibition of HMG-CoA reductase. J Am Coll Cardiol. 2016;67(10):1200–10.CrossRefPubMedPubMedCentral Würtz P, Wang Q, Soininen P, Kangas AJ, Fatemifar G, Tynkkynen T, Tiainen M, Perola M, Tillin T, Hughes AD, et al. Metabolomic profiling of statin use and genetic inhibition of HMG-CoA reductase. J Am Coll Cardiol. 2016;67(10):1200–10.CrossRefPubMedPubMedCentral
Metadata
Title
Causal associations of remnant cholesterol with cardiometabolic diseases and risk factors: a mendelian randomization analysis
Authors
Baoyi Guan
Anlu Wang
Hao Xu
Publication date
01-12-2023
Publisher
BioMed Central
Published in
Cardiovascular Diabetology / Issue 1/2023
Electronic ISSN: 1475-2840
DOI
https://doi.org/10.1186/s12933-023-01927-z

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