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Published in: Systematic Reviews 1/2024

Open Access 01-12-2024 | Arterial Diseases | Research

Mendelian randomization studies on coronary artery disease: a systematic review and meta-analysis

Authors: Sarah Silva, Segun Fatumo, Dorothea Nitsch

Published in: Systematic Reviews | Issue 1/2024

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Abstract

Background

Coronary artery disease (CAD) remains one of the leading causes of mortality worldwide. We aimed to summarize what is currently known with regard to causal modifiable risk factors associated with CAD in populations of diverse ancestries through conducting a systematic review and meta-analysis of Mendelian randomization (MR) studies on CAD.

Methods

The databases Embase, Medline, Cochrane Library and Web of Science were searched on the 19th and 20th of December 2022 for MR studies with CAD as a primary outcome; keywords of the search strategy included “coronary artery disease” and “mendelian randomization”. Studies were included if they were published in the English language, included only human participants, employed Mendelian randomization as the primary methodology and studied CAD as the outcome of interest. The exclusion criteria resulted in the removal of studies that did not align with the predefined inclusion criteria, as well as studies which were systematic reviews themselves, and used the same exposure and outcome source as another study.
An ancestry-specific meta-analysis was subsequently conducted on studies which investigated either body mass index, lipid traits, blood pressure or type 2 diabetes as an exposure variable. Assessment of publication bias and sensitivity analyses was conducted for risk of bias assessment in the included studies.

Results

A total of 1781 studies were identified through the database searches after de-duplication was performed, with 47 studies included in the quantitative synthesis after eligibility screening. Approximately 80% of all included study participants for MR studies on CAD were of European descent irrespective of the exposure of interest, while no study included individuals of African ancestry. We found no evidence of differences in terms of direction of causation between ancestry groups; however, the strength of the respective relationships between each exposure and CAD were different, with this finding most evident when blood pressure was the exposure of interest.

Conclusions

Findings from this review suggest that patterns regarding the causational relationship between modifiable risk factors and CAD do not differ in terms of direction when compared across diverse ancestry populations. Differences in the observed strengths of the respective relationships however are indicative of the value of increasing representation in non-European populations, as novel genetic pathways or functional SNPs relating to CAD may be uncovered through a more global analysis.

Systematic review registration

The protocol for this systematic review was registered to the International Prospective Register of Systematic Reviews (PROSPERO) and is publicly available online (CRD42021272726).
Appendix
Available only for authorised users
Literature
2.
go back to reference Aragam KG, Jiang T, Goel A, Kanoni S, Wolford BN, Atri DS, Weeks EM, Wang M, Hindy G, Zhou W, Grace C. Discovery and systematic characterization of risk variants and genes for coronary artery disease in over a million participants. Nat Genet. 2022;54(12):1803–15.PubMedPubMedCentralCrossRef Aragam KG, Jiang T, Goel A, Kanoni S, Wolford BN, Atri DS, Weeks EM, Wang M, Hindy G, Zhou W, Grace C. Discovery and systematic characterization of risk variants and genes for coronary artery disease in over a million participants. Nat Genet. 2022;54(12):1803–15.PubMedPubMedCentralCrossRef
3.
go back to reference Wang Z, Kang C, Xu P, Zhang S, Song JH, Wang D, Yuan S, Lee HJ, Zhang M, Wang Z, Sun H. Osteoarthritis and cardiovascular disease: a Mendelian randomization study. Front Cardiovasc Med. 2022;18(9):1025063.CrossRef Wang Z, Kang C, Xu P, Zhang S, Song JH, Wang D, Yuan S, Lee HJ, Zhang M, Wang Z, Sun H. Osteoarthritis and cardiovascular disease: a Mendelian randomization study. Front Cardiovasc Med. 2022;18(9):1025063.CrossRef
4.
go back to reference Ke W, Rand KA, Conti DV, Setiawan VW, Stram DO, Wilkens L, Le Marchand L, Assimes TL, Haiman CA. Evaluation of 71 coronary artery disease risk variants in a multiethnic cohort. Front Cardiovasc Med. 2018;14(5):19.CrossRef Ke W, Rand KA, Conti DV, Setiawan VW, Stram DO, Wilkens L, Le Marchand L, Assimes TL, Haiman CA. Evaluation of 71 coronary artery disease risk variants in a multiethnic cohort. Front Cardiovasc Med. 2018;14(5):19.CrossRef
5.
go back to reference Chen Z, Schunkert H. Genetics of coronary artery disease in the post-GWAS era. J Intern Med. 2021;290(5):980–92.PubMedCrossRef Chen Z, Schunkert H. Genetics of coronary artery disease in the post-GWAS era. J Intern Med. 2021;290(5):980–92.PubMedCrossRef
6.
go back to reference Yusuf S, Joseph P, Rangarajan S, Islam S, Mente A, Hystad P, Brauer M, Kutty VR, Gupta R, Wielgosz A, AlHabib KF. Modifiable risk factors, cardiovascular disease, and mortality in 155 722 individuals from 21 high-income, middle-income, and low-income countries (PURE): a prospective cohort study. The Lancet. 2020;395(10226):795–808.CrossRef Yusuf S, Joseph P, Rangarajan S, Islam S, Mente A, Hystad P, Brauer M, Kutty VR, Gupta R, Wielgosz A, AlHabib KF. Modifiable risk factors, cardiovascular disease, and mortality in 155 722 individuals from 21 high-income, middle-income, and low-income countries (PURE): a prospective cohort study. The Lancet. 2020;395(10226):795–808.CrossRef
7.
go back to reference Abbasi SH, Sundin Ö, Jalali A, Soares J, Macassa G. Ethnic differences in the risk factors and severity of coronary artery disease: a patient-based study in Iran. J Racial Ethn Health Disparities. 2018;5:623–31.PubMedCrossRef Abbasi SH, Sundin Ö, Jalali A, Soares J, Macassa G. Ethnic differences in the risk factors and severity of coronary artery disease: a patient-based study in Iran. J Racial Ethn Health Disparities. 2018;5:623–31.PubMedCrossRef
10.
go back to reference Bondemark L, Ruf S. Randomized controlled trial: the gold standard or an unobtainable fallacy? Eur J Orthod. 2015;37(5):457–61.PubMedCrossRef Bondemark L, Ruf S. Randomized controlled trial: the gold standard or an unobtainable fallacy? Eur J Orthod. 2015;37(5):457–61.PubMedCrossRef
11.
go back to reference Mutie PM, Pomares-Milan H, Atabaki-Pasdar N, Coral D, Fitipaldi H, Tsereteli N, Tajes JF, Franks PW, Giordano GN. Investigating the causal relationships between excess adiposity and cardiometabolic health in men and women. Diabetologia. 2023;66(2):321–35.PubMedCrossRef Mutie PM, Pomares-Milan H, Atabaki-Pasdar N, Coral D, Fitipaldi H, Tsereteli N, Tajes JF, Franks PW, Giordano GN. Investigating the causal relationships between excess adiposity and cardiometabolic health in men and women. Diabetologia. 2023;66(2):321–35.PubMedCrossRef
12.
go back to reference Lee SH, Lee JY, hui Kim G, Jung KJ, Lee S, Kim HC, Jee SH. Two-sample Mendelian randomization study of lipid levels and ischemic heart disease. Korean Circ J. 2020;50(10):940–8.PubMedPubMedCentralCrossRef Lee SH, Lee JY, hui Kim G, Jung KJ, Lee S, Kim HC, Jee SH. Two-sample Mendelian randomization study of lipid levels and ischemic heart disease. Korean Circ J. 2020;50(10):940–8.PubMedPubMedCentralCrossRef
13.
go back to reference White J, Sofat R, Hemani G, Shah T, Engmann J, Dale C, Shah S, Kruger FA, Giambartolomei C, Swerdlow DI, Palmer T. Plasma urate concentration and risk of coronary heart disease: a Mendelian randomisation analysis. Lancet Diabetes Endocrinol. 2016;4(4):327–36.PubMedPubMedCentralCrossRef White J, Sofat R, Hemani G, Shah T, Engmann J, Dale C, Shah S, Kruger FA, Giambartolomei C, Swerdlow DI, Palmer T. Plasma urate concentration and risk of coronary heart disease: a Mendelian randomisation analysis. Lancet Diabetes Endocrinol. 2016;4(4):327–36.PubMedPubMedCentralCrossRef
14.
go back to reference Larsson SC, Burgess S, Mason AM, Michaëlsson K. Alcohol consumption and cardiovascular disease: a Mendelian randomization study. Circ Genom Precis Med. 2020;13(3):e002814.PubMedPubMedCentralCrossRef Larsson SC, Burgess S, Mason AM, Michaëlsson K. Alcohol consumption and cardiovascular disease: a Mendelian randomization study. Circ Genom Precis Med. 2020;13(3):e002814.PubMedPubMedCentralCrossRef
15.
go back to reference Si S, Tewara MA, Li Y, Li W, Chen X, Yuan T, Liu C, Li J, Wang B, Li H, Hou L. Causal pathways from body components and regional fat to extensive metabolic phenotypes: a Mendelian randomization study. Obesity. 2020;28(8):1536–49.PubMedCrossRef Si S, Tewara MA, Li Y, Li W, Chen X, Yuan T, Liu C, Li J, Wang B, Li H, Hou L. Causal pathways from body components and regional fat to extensive metabolic phenotypes: a Mendelian randomization study. Obesity. 2020;28(8):1536–49.PubMedCrossRef
16.
go back to reference Ross S, Gerstein HC, Eikelboom J, Anand SS, Yusuf S, Paré G. Mendelian randomization analysis supports the causal role of dysglycaemia and diabetes in the risk of coronary artery disease. Eur Heart J. 2015;36(23):1454–62.PubMedCrossRef Ross S, Gerstein HC, Eikelboom J, Anand SS, Yusuf S, Paré G. Mendelian randomization analysis supports the causal role of dysglycaemia and diabetes in the risk of coronary artery disease. Eur Heart J. 2015;36(23):1454–62.PubMedCrossRef
17.
go back to reference Liu B, Mason AM, Sun L, Di Angelantonio E, Gill D, Burgess S. Genetically predicted type 2 diabetes mellitus liability, glycated hemoglobin and cardiovascular diseases: a wide-angled Mendelian randomization study. Genes. 2021;12(10):1644.PubMedPubMedCentralCrossRef Liu B, Mason AM, Sun L, Di Angelantonio E, Gill D, Burgess S. Genetically predicted type 2 diabetes mellitus liability, glycated hemoglobin and cardiovascular diseases: a wide-angled Mendelian randomization study. Genes. 2021;12(10):1644.PubMedPubMedCentralCrossRef
18.
go back to reference Zhang Q, Liu HM, Lv WQ, He JY, Xia X, Zhang WD, Deng HW, Sun CQ. Additional common variants associated with type 2 diabetes and coronary artery disease detected using a pleiotropic cFDR method. J Diabetes Complications. 2018;32(12):1105–12.PubMedPubMedCentralCrossRef Zhang Q, Liu HM, Lv WQ, He JY, Xia X, Zhang WD, Deng HW, Sun CQ. Additional common variants associated with type 2 diabetes and coronary artery disease detected using a pleiotropic cFDR method. J Diabetes Complications. 2018;32(12):1105–12.PubMedPubMedCentralCrossRef
19.
go back to reference Lyall DM, Celis-Morales C, Ward J, Iliodromiti S, Anderson JJ, Gill JM, Smith DJ, Ntuk UE, Mackay DF, Holmes MV, Sattar N. Association of body mass index with cardiometabolic disease in the UK Biobank: a Mendelian randomization study. JAMA cardiology. 2017;2(8):882–9.PubMedPubMedCentralCrossRef Lyall DM, Celis-Morales C, Ward J, Iliodromiti S, Anderson JJ, Gill JM, Smith DJ, Ntuk UE, Mackay DF, Holmes MV, Sattar N. Association of body mass index with cardiometabolic disease in the UK Biobank: a Mendelian randomization study. JAMA cardiology. 2017;2(8):882–9.PubMedPubMedCentralCrossRef
20.
go back to reference Thomas DG, Wei Y, Tall AR. Lipid and metabolic syndrome traits in coronary artery disease: a Mendelian randomization study. J Lipid Res. 2021;1:62. Thomas DG, Wei Y, Tall AR. Lipid and metabolic syndrome traits in coronary artery disease: a Mendelian randomization study. J Lipid Res. 2021;1:62.
22.
go back to reference Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, Shamseer L, Tetzlaff JM, Akl EA, Brennan SE, Chou R, Moher D. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. BMJ. 2021;372(71):1–9. Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, Shamseer L, Tetzlaff JM, Akl EA, Brennan SE, Chou R, Moher D. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. BMJ. 2021;372(71):1–9.
23.
go back to reference Skrivankova VW, Richmond RC, Woolf BA, Davies NM, Swanson SA, VanderWeele TJ, Timpson NJ, Higgins JP, Dimou N, Langenberg C, Loder EW. Strengthening the reporting of observational studies in epidemiology using Mendelian randomisation (STROBE-MR): explanation and elaboration. BMJ. 2021;375:n2233.PubMedPubMedCentralCrossRef Skrivankova VW, Richmond RC, Woolf BA, Davies NM, Swanson SA, VanderWeele TJ, Timpson NJ, Higgins JP, Dimou N, Langenberg C, Loder EW. Strengthening the reporting of observational studies in epidemiology using Mendelian randomisation (STROBE-MR): explanation and elaboration. BMJ. 2021;375:n2233.PubMedPubMedCentralCrossRef
25.
go back to reference Balduzzi S, Rücker G, Schwarzer G. How to perform a meta-analysis with R: a practical tutorial. BMJ Ment Health. 2019;22(4):153–60. Balduzzi S, Rücker G, Schwarzer G. How to perform a meta-analysis with R: a practical tutorial. BMJ Ment Health. 2019;22(4):153–60.
26.
go back to reference Ahmad OS, Morris JA, Mujammami M, Forgetta V, Leong A, Li R, Turgeon M, Greenwood CM, Thanassoulis G, Meigs JB, Sladek R. A Mendelian randomization study of the effect of type-2 diabetes on coronary heart disease. Nat Commun. 2015;6(1):7060.PubMedCrossRef Ahmad OS, Morris JA, Mujammami M, Forgetta V, Leong A, Li R, Turgeon M, Greenwood CM, Thanassoulis G, Meigs JB, Sladek R. A Mendelian randomization study of the effect of type-2 diabetes on coronary heart disease. Nat Commun. 2015;6(1):7060.PubMedCrossRef
27.
go back to reference Allara E, Morani G, Carter P, Gkatzionis A, Zuber V, Foley CN, Rees JM, Mason AM, Bell S, Gill D, Lindström S. Genetic determinants of lipids and cardiovascular disease outcomes: a wide-angled Mendelian randomization investigation. Circ Genom Precis Med. 2019;12(12):e002711.PubMedPubMedCentralCrossRef Allara E, Morani G, Carter P, Gkatzionis A, Zuber V, Foley CN, Rees JM, Mason AM, Bell S, Gill D, Lindström S. Genetic determinants of lipids and cardiovascular disease outcomes: a wide-angled Mendelian randomization investigation. Circ Genom Precis Med. 2019;12(12):e002711.PubMedPubMedCentralCrossRef
28.
go back to reference Cole CB, Nikpay M, Stewart AF, McPherson R. Increased genetic risk for obesity in premature coronary artery disease. Eur J Hum Genet. 2016;24(4):587–91.PubMedCrossRef Cole CB, Nikpay M, Stewart AF, McPherson R. Increased genetic risk for obesity in premature coronary artery disease. Eur J Hum Genet. 2016;24(4):587–91.PubMedCrossRef
29.
go back to reference Dale CE, Fatemifar G, Palmer TM, White J, Prieto-Merino D, Zabaneh D, Engmann JE, Shah T, Wong A, Warren HR, McLachlan S. 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.PubMedPubMedCentralCrossRef Dale CE, Fatemifar G, Palmer TM, White J, Prieto-Merino D, Zabaneh D, Engmann JE, Shah T, Wong A, Warren HR, McLachlan S. 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.PubMedPubMedCentralCrossRef
30.
go back to reference Fang X, Zuo J, Zhou J, Cai J, Chen C, Xiang E, Li H, Cheng X, Chen P. Childhood obesity leads to adult type 2 diabetes and coronary artery diseases: a 2-sample Mendelian randomization study. Medicine. 2019;98(32):e16825.PubMedPubMedCentralCrossRef Fang X, Zuo J, Zhou J, Cai J, Chen C, Xiang E, Li H, Cheng X, Chen P. Childhood obesity leads to adult type 2 diabetes and coronary artery diseases: a 2-sample Mendelian randomization study. Medicine. 2019;98(32):e16825.PubMedPubMedCentralCrossRef
31.
go back to reference Gan W, Bragg F, Walters RG, Millwood IY, Lin K, Chen Y, Guo Y, Vaucher J, Bian Z, Bennett D, Lv J. Genetic predisposition to type 2 diabetes and risk of subclinical atherosclerosis and cardiovascular diseases among 160,000 Chinese adults. Diabetes. 2019;68(11):2155–64.PubMedPubMedCentralCrossRef Gan W, Bragg F, Walters RG, Millwood IY, Lin K, Chen Y, Guo Y, Vaucher J, Bian Z, Bennett D, Lv J. Genetic predisposition to type 2 diabetes and risk of subclinical atherosclerosis and cardiovascular diseases among 160,000 Chinese adults. Diabetes. 2019;68(11):2155–64.PubMedPubMedCentralCrossRef
32.
go back to reference Geng T, Smith CE, Li C, Huang T. Childhood BMI and adult type 2 diabetes, coronary artery diseases, chronic kidney disease, and cardiometabolic traits: a Mendelian randomization analysis. Diabetes Care. 2018;41(5):1089–96.PubMedCrossRef Geng T, Smith CE, Li C, Huang T. Childhood BMI and adult type 2 diabetes, coronary artery diseases, chronic kidney disease, and cardiometabolic traits: a Mendelian randomization analysis. Diabetes Care. 2018;41(5):1089–96.PubMedCrossRef
33.
go back to reference Gill D, Zuber V, Dawson J, Pearson-Stuttard J, Carter AR, Sanderson E, Karhunen V, Levin MG, Wootton RE, Klarin D, Tsao PS. Risk factors mediating the effect of body mass index and waist-to-hip ratio on cardiovascular outcomes: Mendelian randomization analysis. Int J Obes. 2021;45(7):1428–38.CrossRef Gill D, Zuber V, Dawson J, Pearson-Stuttard J, Carter AR, Sanderson E, Karhunen V, Levin MG, Wootton RE, Klarin D, Tsao PS. Risk factors mediating the effect of body mass index and waist-to-hip ratio on cardiovascular outcomes: Mendelian randomization analysis. Int J Obes. 2021;45(7):1428–38.CrossRef
34.
go back to reference Gordillo-Marañón M, Zwierzyna M, Charoen P, Drenos F, Chopade S, Shah T, Engmann J, Chaturvedi N, Papacosta O, Wannamethee G, Wong A. Validation of lipid-related therapeutic targets for coronary heart disease prevention using human genetics. Nat Commun. 2021;12(1):6120.PubMedPubMedCentralCrossRef Gordillo-Marañón M, Zwierzyna M, Charoen P, Drenos F, Chopade S, Shah T, Engmann J, Chaturvedi N, Papacosta O, Wannamethee G, Wong A. Validation of lipid-related therapeutic targets for coronary heart disease prevention using human genetics. Nat Commun. 2021;12(1):6120.PubMedPubMedCentralCrossRef
35.
go back to reference Grace C, Hopewell JC, Watkins H, Farrall M, Goel A. Robust estimates of heritable coronary disease risk in individuals with type 2 diabetes. Genet Epidemiol. 2022;46(1):51–62.PubMedCrossRef Grace C, Hopewell JC, Watkins H, Farrall M, Goel A. Robust estimates of heritable coronary disease risk in individuals with type 2 diabetes. Genet Epidemiol. 2022;46(1):51–62.PubMedCrossRef
36.
go back to reference Haase CL, Tybjærg-Hansen A, Ali Qayyum A, Schou J, Nordestgaard BG, Frikke-Schmidt R. LCAT, HDL cholesterol and ischemic cardiovascular disease: a Mendelian randomization study of HDL cholesterol in 54,500 individuals. J Clin Endocrinol Metab. 2012;97(2):E248–56.PubMedCrossRef Haase CL, Tybjærg-Hansen A, Ali Qayyum A, Schou J, Nordestgaard BG, Frikke-Schmidt R. LCAT, HDL cholesterol and ischemic cardiovascular disease: a Mendelian randomization study of HDL cholesterol in 54,500 individuals. J Clin Endocrinol Metab. 2012;97(2):E248–56.PubMedCrossRef
37.
go back to reference Hägg S, Fall T, Ploner A, Mägi R, Fischer K, Draisma HH, Kals M, de Vries PS, Dehghan A, Willems SM, Sarin AP. Adiposity as a cause of cardiovascular disease: a Mendelian randomization study. Int J Epidemiol. 2015;44(2):578–86.PubMedPubMedCentralCrossRef Hägg S, Fall T, Ploner A, Mägi R, Fischer K, Draisma HH, Kals M, de Vries PS, Dehghan A, Willems SM, Sarin AP. Adiposity as a cause of cardiovascular disease: a Mendelian randomization study. Int J Epidemiol. 2015;44(2):578–86.PubMedPubMedCentralCrossRef
38.
go back to reference Helgadottir A, Thorleifsson G, Snaebjarnarson A, Stefansdottir L, Sveinbjornsson G, Tragante V, Björnsson E, Steinthorsdottir V, Gretarsdottir S, Helgason H, Saemundsdottir J. Cholesterol not particle concentration mediates the atherogenic risk conferred by apolipoprotein B particles: a Mendelian randomization analysis. Eur J Prev Cardiol. 2022;29(18):2374–85.PubMedCrossRef Helgadottir A, Thorleifsson G, Snaebjarnarson A, Stefansdottir L, Sveinbjornsson G, Tragante V, Björnsson E, Steinthorsdottir V, Gretarsdottir S, Helgason H, Saemundsdottir J. Cholesterol not particle concentration mediates the atherogenic risk conferred by apolipoprotein B particles: a Mendelian randomization analysis. Eur J Prev Cardiol. 2022;29(18):2374–85.PubMedCrossRef
39.
go back to reference Holmes MV, Lange LA, Palmer T, Lanktree MB, North KE, Almoguera B, Buxbaum S, Chandrupatla HR, Elbers CC, Guo Y, Hoogeveen RC. Causal effects of body mass index on cardiometabolic traits and events: a Mendelian randomization analysis. Am J Hum Genet. 2014;94(2):198–208.PubMedPubMedCentralCrossRef Holmes MV, Lange LA, Palmer T, Lanktree MB, North KE, Almoguera B, Buxbaum S, Chandrupatla HR, Elbers CC, Guo Y, Hoogeveen RC. Causal effects of body mass index on cardiometabolic traits and events: a Mendelian randomization analysis. Am J Hum Genet. 2014;94(2):198–208.PubMedPubMedCentralCrossRef
40.
go back to reference Holmes MV, Asselbergs FW, Palmer TM, Drenos F, Lanktree MB, Nelson CP, Dale CE, Padmanabhan S, Finan C, Swerdlow DI, Tragante V. Mendelian randomization of blood lipids for coronary heart disease. Eur Heart J. 2015;36(9):539–50.PubMedCrossRef Holmes MV, Asselbergs FW, Palmer TM, Drenos F, Lanktree MB, Nelson CP, Dale CE, Padmanabhan S, Finan C, Swerdlow DI, Tragante V. Mendelian randomization of blood lipids for coronary heart disease. Eur Heart J. 2015;36(9):539–50.PubMedCrossRef
41.
go back to reference Hu X, Zhuang XD, Mei WY, Liu G, Du ZM, Liao XX, Li Y. Exploring the causal pathway from body mass index to coronary heart disease: a network Mendelian randomization study. Ther Adv Chronic Dis. 2020;11:2040622320909040.PubMedPubMedCentralCrossRef Hu X, Zhuang XD, Mei WY, Liu G, Du ZM, Liao XX, Li Y. Exploring the causal pathway from body mass index to coronary heart disease: a network Mendelian randomization study. Ther Adv Chronic Dis. 2020;11:2040622320909040.PubMedPubMedCentralCrossRef
42.
go back to reference Huang M, Laina-Nicaise LD, Zha L, Tang T, Cheng X. Causal association of type 2 diabetes Mellitus and glycemic traits with cardiovascular diseases and lipid traits: a Mendelian randomization study. Front Endocrinol. 2022;13:840579.CrossRef Huang M, Laina-Nicaise LD, Zha L, Tang T, Cheng X. Causal association of type 2 diabetes Mellitus and glycemic traits with cardiovascular diseases and lipid traits: a Mendelian randomization study. Front Endocrinol. 2022;13:840579.CrossRef
43.
go back to reference Huang QQ, Sallah N, Dunca D, Trivedi B, Hunt KA, Hodgson S, Lambert SA, Arciero E, Wright J, Griffiths C, Trembath RC. Transferability of genetic loci and polygenic scores for cardiometabolic traits in British Pakistani and Bangladeshi individuals. Nat Commun. 2022;13(1):4664.PubMedPubMedCentralCrossRef Huang QQ, Sallah N, Dunca D, Trivedi B, Hunt KA, Hodgson S, Lambert SA, Arciero E, Wright J, Griffiths C, Trembath RC. Transferability of genetic loci and polygenic scores for cardiometabolic traits in British Pakistani and Bangladeshi individuals. Nat Commun. 2022;13(1):4664.PubMedPubMedCentralCrossRef
44.
go back to reference Jansen SA, Huiskens B, Trompet S, Jukema J, Mooijaart SP, van Willems Dijk K, van Heemst D, Noordam R. Classical risk factors for primary coronary artery disease from an aging perspective through Mendelian randomization. Geroscience. 2022;44(3):1703–13.PubMedCrossRef Jansen SA, Huiskens B, Trompet S, Jukema J, Mooijaart SP, van Willems Dijk K, van Heemst D, Noordam R. Classical risk factors for primary coronary artery disease from an aging perspective through Mendelian randomization. Geroscience. 2022;44(3):1703–13.PubMedCrossRef
45.
go back to reference Jia Y, Wang R, Guo D, Sun L, Shi M, Zhang K, Yang P, Zang Y, Wang Y, Liu F, Zhang Y. Contribution of metabolic risk factors and lifestyle behaviors to cardiovascular disease: a Mendelian randomization study. Nutr Metab Cardiovasc Dis. 2022;32(8):1972–81.PubMedCrossRef Jia Y, Wang R, Guo D, Sun L, Shi M, Zhang K, Yang P, Zang Y, Wang Y, Liu F, Zhang Y. Contribution of metabolic risk factors and lifestyle behaviors to cardiovascular disease: a Mendelian randomization study. Nutr Metab Cardiovasc Dis. 2022;32(8):1972–81.PubMedCrossRef
46.
go back to reference Larsson SC, Bäck M, Rees JM, Mason AM, Burgess S. Body mass index and body composition in relation to 14 cardiovascular conditions in UK Biobank: a Mendelian randomization study. Eur Heart J. 2020;41(2):221–6.PubMedCrossRef Larsson SC, Bäck M, Rees JM, Mason AM, Burgess S. Body mass index and body composition in relation to 14 cardiovascular conditions in UK Biobank: a Mendelian randomization study. Eur Heart J. 2020;41(2):221–6.PubMedCrossRef
47.
go back to reference Le NN, Tran TQ, Lip S, McCallum L, McClure J, Dominiczak AF, Gill D, Padmanabhan S. Unravelling the distinct effects of systolic and diastolic blood pressure using Mendelian randomisation. Genes. 2022;13(7):1226.PubMedPubMedCentralCrossRef Le NN, Tran TQ, Lip S, McCallum L, McClure J, Dominiczak AF, Gill D, Padmanabhan S. Unravelling the distinct effects of systolic and diastolic blood pressure using Mendelian randomisation. Genes. 2022;13(7):1226.PubMedPubMedCentralCrossRef
48.
go back to reference Leyden GM, Shapland CY, Smith GD, Sanderson E, Greenwood MP, Murphy D, Richardson TG. Harnessing tissue-specific genetic variation to dissect putative causal pathways between body mass index and cardiometabolic phenotypes. Am J Hum Genet. 2022;109(2):240–52.PubMedPubMedCentralCrossRef Leyden GM, Shapland CY, Smith GD, Sanderson E, Greenwood MP, Murphy D, Richardson TG. Harnessing tissue-specific genetic variation to dissect putative causal pathways between body mass index and cardiometabolic phenotypes. Am J Hum Genet. 2022;109(2):240–52.PubMedPubMedCentralCrossRef
49.
go back to reference Lv WQ, Zhang X, Fan K, Xia X, Zhang Q, Liu HM, Jiang BY, Zhang WD, Deng HW. Genetically driven adiposity traits increase the risk of coronary artery disease independent of blood pressure, dyslipidaemia, glycaemic traits. Eur J Hum Genet. 2018;26(10):1547–53.PubMedPubMedCentralCrossRef Lv WQ, Zhang X, Fan K, Xia X, Zhang Q, Liu HM, Jiang BY, Zhang WD, Deng HW. Genetically driven adiposity traits increase the risk of coronary artery disease independent of blood pressure, dyslipidaemia, glycaemic traits. Eur J Hum Genet. 2018;26(10):1547–53.PubMedPubMedCentralCrossRef
50.
go back to reference Malik R, Georgakis MK, Vujkovic M, Damrauer SM, Elliott P, Karhunen V, Giontella A, Fava C, Hellwege JN, Shuey MM, Edwards TL. Relationship between blood pressure and incident cardiovascular disease: linear and nonlinear Mendelian randomization analyses. Hypertension. 2021;77(6):2004–13.PubMedCrossRef Malik R, Georgakis MK, Vujkovic M, Damrauer SM, Elliott P, Karhunen V, Giontella A, Fava C, Hellwege JN, Shuey MM, Edwards TL. Relationship between blood pressure and incident cardiovascular disease: linear and nonlinear Mendelian randomization analyses. Hypertension. 2021;77(6):2004–13.PubMedCrossRef
51.
go back to reference Merino J, Leong A, Posner DC, Porneala B, Masana L, Dupuis J, Florez JC. Genetically driven hyperglycemia increases risk of coronary artery disease separately from type 2 diabetes. Diabetes Care. 2017;40(5):687–93.PubMedPubMedCentralCrossRef Merino J, Leong A, Posner DC, Porneala B, Masana L, Dupuis J, Florez JC. Genetically driven hyperglycemia increases risk of coronary artery disease separately from type 2 diabetes. Diabetes Care. 2017;40(5):687–93.PubMedPubMedCentralCrossRef
52.
go back to reference Nordestgaard BG, Palmer TM, Benn M, Zacho J, Tybjaerg-Hansen A, Davey Smith G, Timpson NJ. The effect of elevated body mass index on ischemic heart disease risk: causal estimates from a Mendelian randomisation approach. PLoS Med. 2012;9(5):e1001212.PubMedPubMedCentralCrossRef Nordestgaard BG, Palmer TM, Benn M, Zacho J, Tybjaerg-Hansen A, Davey Smith G, Timpson NJ. The effect of elevated body mass index on ischemic heart disease risk: causal estimates from a Mendelian randomisation approach. PLoS Med. 2012;9(5):e1001212.PubMedPubMedCentralCrossRef
53.
go back to reference Richardson TG, Sanderson E, Palmer TM, Ala-Korpela M, Ference BA, Davey Smith G, Holmes MV. Evaluating the relationship between circulating lipoprotein lipids and apolipoproteins with risk of coronary heart disease: a multivariable Mendelian randomisation analysis. PLoS Med. 2020;17(3):e1003062.PubMedPubMedCentralCrossRef Richardson TG, Sanderson E, Palmer TM, Ala-Korpela M, Ference BA, Davey Smith G, Holmes MV. Evaluating the relationship between circulating lipoprotein lipids and apolipoproteins with risk of coronary heart disease: a multivariable Mendelian randomisation analysis. PLoS Med. 2020;17(3):e1003062.PubMedPubMedCentralCrossRef
54.
go back to reference Si S, Hou L, Chen X, Li W, Liu X, Liu C, Li Y, Yuan T, Li J, Wang B, Li H. Exploring the causal roles of circulating remnant lipid profile on cardiovascular and cerebrovascular diseases: Mendelian randomization study. J Epidemiol. 2022;32(5):205–14.PubMedPubMedCentralCrossRef Si S, Hou L, Chen X, Li W, Liu X, Liu C, Li Y, Yuan T, Li J, Wang B, Li H. Exploring the causal roles of circulating remnant lipid profile on cardiovascular and cerebrovascular diseases: Mendelian randomization study. J Epidemiol. 2022;32(5):205–14.PubMedPubMedCentralCrossRef
55.
go back to reference Tragante V, Asselbergs FW, Swerdlow DI, Palmer TM, Moore JH, de Bakker PI, Keating BJ, Holmes MV. Harnessing publicly available genetic data to prioritize lipid modifying therapeutic targets for prevention of coronary heart disease based on dysglycemic risk. Hum Genet. 2016;135(5):453–67.PubMedPubMedCentralCrossRef Tragante V, Asselbergs FW, Swerdlow DI, Palmer TM, Moore JH, de Bakker PI, Keating BJ, Holmes MV. Harnessing publicly available genetic data to prioritize lipid modifying therapeutic targets for prevention of coronary heart disease based on dysglycemic risk. Hum Genet. 2016;135(5):453–67.PubMedPubMedCentralCrossRef
56.
go back to reference Trinder M, Zekavat SM, Uddin MM, Pampana A, Natarajan P. Apolipoprotein B is an insufficient explanation for the risk of coronary disease associated with lipoprotein (a). Cardiovasc Res. 2021;117(5):1245–7.PubMedPubMedCentralCrossRef Trinder M, Zekavat SM, Uddin MM, Pampana A, Natarajan P. Apolipoprotein B is an insufficient explanation for the risk of coronary disease associated with lipoprotein (a). Cardiovasc Res. 2021;117(5):1245–7.PubMedPubMedCentralCrossRef
57.
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.PubMedCrossRef 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.PubMedCrossRef
58.
go back to reference Verkouter I, de Mutsert R, Smit RA, Trompet S, Rosendaal FR, van Heemst D, van Willems Dijk K, Noordam R. The contribution of tissue-grouped BMI-associated gene sets to cardiometabolic-disease risk: a Mendelian randomization study. Int J Epidemiol. 2020;49(4):1246–56.PubMedPubMedCentralCrossRef Verkouter I, de Mutsert R, Smit RA, Trompet S, Rosendaal FR, van Heemst D, van Willems Dijk K, Noordam R. The contribution of tissue-grouped BMI-associated gene sets to cardiometabolic-disease risk: a Mendelian randomization study. Int J Epidemiol. 2020;49(4):1246–56.PubMedPubMedCentralCrossRef
59.
go back to reference Voight BF, Peloso GM, Orho-Melander M, Frikke-Schmidt R, Barbalic M, Jensen MK, Hindy G, Hólm H, Ding EL, Johnson T, Schunkert H. Plasma HDL cholesterol and risk of myocardial infarction: a Mendelian randomisation study. The Lancet. 2012;380(9841):572–80.CrossRef Voight BF, Peloso GM, Orho-Melander M, Frikke-Schmidt R, Barbalic M, Jensen MK, Hindy G, Hólm H, Ding EL, Johnson T, Schunkert H. Plasma HDL cholesterol and risk of myocardial infarction: a Mendelian randomisation study. The Lancet. 2012;380(9841):572–80.CrossRef
60.
go back to reference Wan EY, Fung WT, Schooling CM, Au Yeung SL, Kwok MK, Yu EY, Wang Y, Chan EW, Wong IC, Lam CL. Blood pressure and risk of cardiovascular disease in UK biobank: a Mendelian randomization study. Hypertension. 2021;77(2):367–75.PubMedCrossRef Wan EY, Fung WT, Schooling CM, Au Yeung SL, Kwok MK, Yu EY, Wang Y, Chan EW, Wong IC, Lam CL. Blood pressure and risk of cardiovascular disease in UK biobank: a Mendelian randomization study. Hypertension. 2021;77(2):367–75.PubMedCrossRef
61.
go back to reference Wang K, Shi X, Zhu Z, Hao X, Chen L, Cheng S, Foo RS, Wang C. Mendelian randomization analysis of 37 clinical factors and coronary artery disease in East Asian and European populations. Genome medicine. 2022;14(1):1–5.CrossRef Wang K, Shi X, Zhu Z, Hao X, Chen L, Cheng S, Foo RS, Wang C. Mendelian randomization analysis of 37 clinical factors and coronary artery disease in East Asian and European populations. Genome medicine. 2022;14(1):1–5.CrossRef
62.
go back to reference White J, Swerdlow DI, Preiss D, Fairhurst-Hunter Z, Keating BJ, Asselbergs FW, Sattar N, Humphries SE, Hingorani AD, Holmes MV. Association of lipid fractions with risks for coronary artery disease and diabetes. JAMA Cardiol. 2016;1(6):692–9.PubMedPubMedCentralCrossRef White J, Swerdlow DI, Preiss D, Fairhurst-Hunter Z, Keating BJ, Asselbergs FW, Sattar N, Humphries SE, Hingorani AD, Holmes MV. Association of lipid fractions with risks for coronary artery disease and diabetes. JAMA Cardiol. 2016;1(6):692–9.PubMedPubMedCentralCrossRef
63.
go back to reference Xu L, Borges MC, Hemani G, Lawlor DA. The role of glycaemic and lipid risk factors in mediating the effect of BMI on coronary heart disease: a two-step, two-sample Mendelian randomisation study. Diabetologia. 2017;60(11):2210–20.PubMedPubMedCentralCrossRef Xu L, Borges MC, Hemani G, Lawlor DA. The role of glycaemic and lipid risk factors in mediating the effect of BMI on coronary heart disease: a two-step, two-sample Mendelian randomisation study. Diabetologia. 2017;60(11):2210–20.PubMedPubMedCentralCrossRef
64.
go back to reference Zhang X, Lv WQ, Qiu B, Zhang LJ, Qin J, Tang FJ, Wang HT, Li HJ, Hao YR. Assessing causal estimates of the association of obesity-related traits with coronary artery disease using a Mendelian randomization approach. Sci Rep. 2018;8(1):7146.PubMedPubMedCentralCrossRef Zhang X, Lv WQ, Qiu B, Zhang LJ, Qin J, Tang FJ, Wang HT, Li HJ, Hao YR. Assessing causal estimates of the association of obesity-related traits with coronary artery disease using a Mendelian randomization approach. Sci Rep. 2018;8(1):7146.PubMedPubMedCentralCrossRef
65.
go back to reference Lu X, Huang J, Wang L, Chen S, Yang X, Li J, Cao J, Chen J, Li Y, Zhao L, Li H. Genetic predisposition to higher blood pressure increases risk of incident hypertension and cardiovascular diseases in Chinese. Hypertension. 2015;66(4):786–92.PubMedCrossRef Lu X, Huang J, Wang L, Chen S, Yang X, Li J, Cao J, Chen J, Li Y, Zhao L, Li H. Genetic predisposition to higher blood pressure increases risk of incident hypertension and cardiovascular diseases in Chinese. Hypertension. 2015;66(4):786–92.PubMedCrossRef
66.
go back to reference Yusuf S, Hawken S, Ôunpuu S, Dans T, Avezum A, Lanas F, McQueen M, Budaj A, Pais P, Varigos J, Lisheng L. Effect of potentially modifiable risk factors associated with myocardial infarction in 52 countries (the INTERHEART study): case-control study. Lancet. 2004;364(9438):937–52.PubMedCrossRef Yusuf S, Hawken S, Ôunpuu S, Dans T, Avezum A, Lanas F, McQueen M, Budaj A, Pais P, Varigos J, Lisheng L. Effect of potentially modifiable risk factors associated with myocardial infarction in 52 countries (the INTERHEART study): case-control study. Lancet. 2004;364(9438):937–52.PubMedCrossRef
67.
go back to reference Peterson RE, Kuchenbaecker K, Walters RK, Chen CY, Popejoy AB, Periyasamy S, Lam M, Iyegbe C, Strawbridge RJ, Brick L, Carey CE. Genome-wide association studies in ancestrally diverse populations: opportunities, methods, pitfalls, and recommendations. Cell. 2019;179(3):589–603.PubMedPubMedCentralCrossRef Peterson RE, Kuchenbaecker K, Walters RK, Chen CY, Popejoy AB, Periyasamy S, Lam M, Iyegbe C, Strawbridge RJ, Brick L, Carey CE. Genome-wide association studies in ancestrally diverse populations: opportunities, methods, pitfalls, and recommendations. Cell. 2019;179(3):589–603.PubMedPubMedCentralCrossRef
68.
go back to reference Cheema AN, Pirim D, Wang X, Ali J, Bhatti A, John P, Feingold E, Demirci FY, Kamboh MI. Association study of coronary artery disease-associated genome-wide significant SNPs with coronary stenosis in Pakistani population. Dis Markers. 2020;27:2020. Cheema AN, Pirim D, Wang X, Ali J, Bhatti A, John P, Feingold E, Demirci FY, Kamboh MI. Association study of coronary artery disease-associated genome-wide significant SNPs with coronary stenosis in Pakistani population. Dis Markers. 2020;27:2020.
69.
go back to reference Tan ST, Scott W, Panoulas V, Sehmi J, Zhang W, Scott J, Elliott P, Chambers J, Kooner JS. Coronary heart disease in Indian Asians. Glob Cardiol Sci Pract. 2014;2014(1):4.CrossRef Tan ST, Scott W, Panoulas V, Sehmi J, Zhang W, Scott J, Elliott P, Chambers J, Kooner JS. Coronary heart disease in Indian Asians. Glob Cardiol Sci Pract. 2014;2014(1):4.CrossRef
70.
go back to reference Gijsberts CM, Groenewegen KA, Hoefer IE, Eijkemans MJ, Asselbergs FW, Anderson TJ, Britton AR, Dekker JM, Engström G, Evans GW, de Graaf J. Race/ethnic differences in the associations of the Framingham risk factors with carotid IMT and cardiovascular events. PLoS ONE. 2015;10(7):e0132321.PubMedPubMedCentralCrossRef Gijsberts CM, Groenewegen KA, Hoefer IE, Eijkemans MJ, Asselbergs FW, Anderson TJ, Britton AR, Dekker JM, Engström G, Evans GW, de Graaf J. Race/ethnic differences in the associations of the Framingham risk factors with carotid IMT and cardiovascular events. PLoS ONE. 2015;10(7):e0132321.PubMedPubMedCentralCrossRef
71.
go back to reference Meadows TA, Bhatt DL, Cannon CP, Gersh BJ, Röther J, Goto S, Liau CS, Wilson PW, Salette G, Smith SC, Steg PG. Ethnic differences in cardiovascular risks and mortality in atherothrombotic disease: insights from the Reduction of Atherothrombosis for Continued Health (REACH) registry. Mayo Clinic Proceedings. Elsevier. 2011;86(10):960–7. Meadows TA, Bhatt DL, Cannon CP, Gersh BJ, Röther J, Goto S, Liau CS, Wilson PW, Salette G, Smith SC, Steg PG. Ethnic differences in cardiovascular risks and mortality in atherothrombotic disease: insights from the Reduction of Atherothrombosis for Continued Health (REACH) registry. Mayo Clinic Proceedings. Elsevier. 2011;86(10):960–7.
72.
go back to reference Joshi P, Islam S, Pais P, Reddy S, Dorairaj P, Kazmi K, Pandey MR, Haque S, Mendis S, Rangarajan S, Yusuf S. Risk factors for early myocardial infarction in South Asians compared with individuals in other countries. JAMA. 2007;297(3):286–94.PubMedCrossRef Joshi P, Islam S, Pais P, Reddy S, Dorairaj P, Kazmi K, Pandey MR, Haque S, Mendis S, Rangarajan S, Yusuf S. Risk factors for early myocardial infarction in South Asians compared with individuals in other countries. JAMA. 2007;297(3):286–94.PubMedCrossRef
73.
go back to reference Anand SS, Yusuf S, Vuksan V, Devanesen S, Teo KK, Montague PA, Kelemen L, Yi C, Lonn E, Gerstein H, Hegele RA. Differences in risk factors, atherosclerosis, and cardiovascular disease between ethnic groups in Canada: the Study of Health Assessment and Risk in Ethnic groups (SHARE). The lancet. 2000;356(9226):279–84.CrossRef Anand SS, Yusuf S, Vuksan V, Devanesen S, Teo KK, Montague PA, Kelemen L, Yi C, Lonn E, Gerstein H, Hegele RA. Differences in risk factors, atherosclerosis, and cardiovascular disease between ethnic groups in Canada: the Study of Health Assessment and Risk in Ethnic groups (SHARE). The lancet. 2000;356(9226):279–84.CrossRef
Metadata
Title
Mendelian randomization studies on coronary artery disease: a systematic review and meta-analysis
Authors
Sarah Silva
Segun Fatumo
Dorothea Nitsch
Publication date
01-12-2024
Publisher
BioMed Central
Published in
Systematic Reviews / Issue 1/2024
Electronic ISSN: 2046-4053
DOI
https://doi.org/10.1186/s13643-023-02442-8

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