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Published in: Diabetologia 11/2017

Open Access 01-11-2017 | Article

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

Published in: Diabetologia | Issue 11/2017

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Abstract

Aims/hypothesis

The extent to which effects of BMI on CHD are mediated by glycaemic and lipid risk factors is unclear. In this study we examined the effects of these traits using genetic evidence.

Methods

We used two-sample Mendelian randomisation to determine: (1) the causal effect of BMI on CHD (60,801 case vs 123,504 control participants), type 2 diabetes (34,840 case vs 114,981 control participants), fasting glucose (n = 46,186), insulin (n = 38,238), HbA1c (n = 46,368) and LDL-cholesterol, HDL-cholesterol and triacylglycerols (n = 188,577); (2) the causal effects of glycaemic and lipids traits on CHD; and (3) the extent to which these traits mediate any effect of BMI on CHD.

Results

One SD higher BMI (~ 4.5 kg/m2) was associated with higher risk of CHD (OR 1.45 [95% CI 1.27, 1.66]) and type 2 diabetes (1.96 [95% CI 1.35, 2.83]), higher levels of fasting glucose (0.07 mmol/l [95% CI 0.03, 0.11]), HbA1c (0.05% [95% CI 0.01, 0.08]), fasting insulin (0.18 log pmol/l [95% CI 0.14, 0.22]) and triacylglycerols (0.20 SD [95% CI 0.14, 0.26]) and lower levels of HDL-cholesterol (−0.23 SD [95% CI −0.32, −0.15]). There was no evidence for a causal relation between BMI and LDL-cholesterol. The causal associations of higher triacylglycerols, HbA1c and diabetes risk with CHD risk remained after performing sensitivity analyses that considered different models of horizontal pleiotropy. The BMI–CHD effect reduced from 1.45 to 1.16 (95% CI 0.99, 1.36) and to 1.36 (95% CI 1.19, 1.57) with genetic adjustment for triacylglycerols or HbA1c, respectively, and to 1.09 (95% CI 0.94, 1.27) with adjustment for both.

Conclusions/interpretation

Increased triacylglycerol levels and poor glycaemic control appear to mediate much of the effect of BMI on CHD.
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Literature
1.
go back to reference Courcoulas AP, Christian NJ, Belle SH et al (2013) Weight change and health outcomes at 3 years after bariatric surgery among individuals with severe obesity. JAMA 310:2416–2425PubMedPubMedCentral Courcoulas AP, Christian NJ, Belle SH et al (2013) Weight change and health outcomes at 3 years after bariatric surgery among individuals with severe obesity. JAMA 310:2416–2425PubMedPubMedCentral
2.
go back to reference Cholesterol Treatment Trialists Collaborators (2012) The effects of lowering LDL cholesterol with statin therapy in people at low risk of vascular disease: meta-analysis of individual data from 27 randomised trials. Lancet 380:581–590CrossRef Cholesterol Treatment Trialists Collaborators (2012) The effects of lowering LDL cholesterol with statin therapy in people at low risk of vascular disease: meta-analysis of individual data from 27 randomised trials. Lancet 380:581–590CrossRef
3.
go back to reference Gerstein HC, Miller ME, Ismail-Beigi F et al (2014) Effects of intensive glycaemic control on ischaemic heart disease: analysis of data from the randomised, controlled ACCORD trial. Lancet 384:1936–1941CrossRefPubMedPubMedCentral Gerstein HC, Miller ME, Ismail-Beigi F et al (2014) Effects of intensive glycaemic control on ischaemic heart disease: analysis of data from the randomised, controlled ACCORD trial. Lancet 384:1936–1941CrossRefPubMedPubMedCentral
4.
go back to reference Baron RM, Kenny DA (1986) The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J Pers Soc Psychol 51:1173–1182CrossRefPubMed Baron RM, Kenny DA (1986) The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J Pers Soc Psychol 51:1173–1182CrossRefPubMed
5.
go back to reference Richmond RC, Hemani G, Tilling K, Davey Smith G, Relton CL (2016) Challenges and novel approaches for investigating molecular mediation. Hum Mol Genet 25:R149–R156CrossRefPubMedPubMedCentral Richmond RC, Hemani G, Tilling K, Davey Smith G, Relton CL (2016) Challenges and novel approaches for investigating molecular mediation. Hum Mol Genet 25:R149–R156CrossRefPubMedPubMedCentral
6.
go back to reference Hemani G, Tilling K, Davey Smith G (2017) Orienting the causal relationship between imprecisely measured traits using genetic instruments. bioRxiv. doi:10.1101/117101 Hemani G, Tilling K, Davey Smith G (2017) Orienting the causal relationship between imprecisely measured traits using genetic instruments. bioRxiv. doi:10.​1101/​117101
7.
go back to reference Smith GD, Lawlor DA, Harbord R, Timpson N, Day I, Ebrahim S (2007) Clustered environments and randomized genes: a fundamental distinction between conventional and genetic epidemiology. PLoS Med 4:e352CrossRefPubMedPubMedCentral Smith GD, Lawlor DA, Harbord R, Timpson N, Day I, Ebrahim S (2007) Clustered environments and randomized genes: a fundamental distinction between conventional and genetic epidemiology. PLoS Med 4:e352CrossRefPubMedPubMedCentral
8.
go back to reference Lawlor DA, Harbord RM, Sterne JA, Timpson N, Davey Smith G (2008) Mendelian randomization: using genes as instruments for making causal inferences in epidemiology. Stat Med 27:1133–1163CrossRefPubMed Lawlor DA, Harbord RM, Sterne JA, Timpson N, Davey Smith G (2008) Mendelian randomization: using genes as instruments for making causal inferences in epidemiology. Stat Med 27:1133–1163CrossRefPubMed
9.
go back to reference Ference BA, Majeed F, Penumetcha R, Flack JM, Brook RD (2015) Effect of naturally random allocation to lower low-density lipoprotein cholesterol on the risk of coronary heart disease mediated by polymorphisms in NPC1L1, HMGCR, or both: a 2 x 2 factorial Mendelian randomization study. J Am Coll Cardiol 65:1552–1561CrossRefPubMed Ference BA, Majeed F, Penumetcha R, Flack JM, Brook RD (2015) Effect of naturally random allocation to lower low-density lipoprotein cholesterol on the risk of coronary heart disease mediated by polymorphisms in NPC1L1, HMGCR, or both: a 2 x 2 factorial Mendelian randomization study. J Am Coll Cardiol 65:1552–1561CrossRefPubMed
10.
go back to reference Ference BA, Julius S, Mahajan N, Levy PD, Williams KA Sr, Flack JM (2014) Clinical effect of naturally random allocation to lower systolic blood pressure beginning before the development of hypertension. Hypertension 63:1182–1188CrossRefPubMed Ference BA, Julius S, Mahajan N, Levy PD, Williams KA Sr, Flack JM (2014) Clinical effect of naturally random allocation to lower systolic blood pressure beginning before the development of hypertension. Hypertension 63:1182–1188CrossRefPubMed
11.
12.
go back to reference Holmes MV, Lange LA, Palmer T et al (2014) Causal effects of body mass index on cardiometabolic traits and events: a Mendelian randomization analysis. Am J Hum Genet 94:198–208CrossRefPubMedPubMedCentral Holmes MV, Lange LA, Palmer T et al (2014) Causal effects of body mass index on cardiometabolic traits and events: a Mendelian randomization analysis. Am J Hum Genet 94:198–208CrossRefPubMedPubMedCentral
13.
go back to reference Nordestgaard BG, Palmer TM, Benn M et al (2012) The effect of elevated body mass index on ischemic heart disease risk: causal estimates from a Mendelian randomisation approach. PLoS Med 9:e1001212CrossRefPubMedPubMedCentral Nordestgaard BG, Palmer TM, Benn M et al (2012) The effect of elevated body mass index on ischemic heart disease risk: causal estimates from a Mendelian randomisation approach. PLoS Med 9:e1001212CrossRefPubMedPubMedCentral
14.
go back to reference Varbo A, Benn M, Smith GD, Timpson NJ, Tybjaerg-Hansen A, Nordestgaard BG (2015) Remnant cholesterol, low-density lipoprotein cholesterol, and blood pressure as mediators from obesity to ischemic heart disease. Circ Res 116:665–673CrossRefPubMed Varbo A, Benn M, Smith GD, Timpson NJ, Tybjaerg-Hansen A, Nordestgaard BG (2015) Remnant cholesterol, low-density lipoprotein cholesterol, and blood pressure as mediators from obesity to ischemic heart disease. Circ Res 116:665–673CrossRefPubMed
15.
go back to reference Bowden J, Davey Smith G, Burgess S (2015) Mendelian randomization with invalid instruments: effect estimation and bias detection through egger regression. Int J Epidemiol 44:512–525CrossRefPubMedPubMedCentral Bowden J, Davey Smith G, Burgess S (2015) Mendelian randomization with invalid instruments: effect estimation and bias detection through egger regression. Int J Epidemiol 44:512–525CrossRefPubMedPubMedCentral
18.
go back to reference Morris AP, Voight BF, Teslovich TM et al (2012) Large-scale association analysis provides insights into the genetic architecture and pathophysiology of type 2 diabetes. Nat Genet 44:981–990CrossRefPubMedPubMedCentral Morris AP, Voight BF, Teslovich TM et al (2012) Large-scale association analysis provides insights into the genetic architecture and pathophysiology of type 2 diabetes. Nat Genet 44:981–990CrossRefPubMedPubMedCentral
19.
go back to reference Dupuis J, Langenberg C, Prokopenko I et al (2010) New genetic loci implicated in fasting glucose homeostasis and their impact on type 2 diabetes risk. Nat Genet 42:105–116CrossRefPubMedPubMedCentral Dupuis J, Langenberg C, Prokopenko I et al (2010) New genetic loci implicated in fasting glucose homeostasis and their impact on type 2 diabetes risk. Nat Genet 42:105–116CrossRefPubMedPubMedCentral
20.
go back to reference Global Lipids Genetics Consortium (2013) Discovery and refinement of loci associated with lipid levels. Nat Genet 45:1274–1283CrossRef Global Lipids Genetics Consortium (2013) Discovery and refinement of loci associated with lipid levels. Nat Genet 45:1274–1283CrossRef
21.
go back to reference Schunkert H, Konig IR, Kathiresan S et al (2011) Large-scale association analysis identifies 13 new susceptibility loci for coronary artery disease. Nat Genet 43:333–338CrossRefPubMedPubMedCentral Schunkert H, Konig IR, Kathiresan S et al (2011) Large-scale association analysis identifies 13 new susceptibility loci for coronary artery disease. Nat Genet 43:333–338CrossRefPubMedPubMedCentral
22.
go back to reference Nikpay M, Goel A, Won HH et al (2015) A comprehensive 1,000 genomes-based genome-wide association meta-analysis of coronary artery disease. Nat Genet 47:1121–1130CrossRefPubMedPubMedCentral Nikpay M, Goel A, Won HH et al (2015) A comprehensive 1,000 genomes-based genome-wide association meta-analysis of coronary artery disease. Nat Genet 47:1121–1130CrossRefPubMedPubMedCentral
23.
go back to reference Burgess S, Dudbridge F, Thompson SG (2015) Re: “multivariable Mendelian randomization: the use of pleiotropic genetic variants to estimate causal effects”. Am J Epidemiol 181:290–291CrossRefPubMed Burgess S, Dudbridge F, Thompson SG (2015) Re: “multivariable Mendelian randomization: the use of pleiotropic genetic variants to estimate causal effects”. Am J Epidemiol 181:290–291CrossRefPubMed
24.
25.
go back to reference Millard LA, Davies NM, Timpson NJ, Tilling K, Flach PA, Davey Smith G (2015) MR-PheWAS: hypothesis prioritization among potential causal effects of body mass index on many outcomes, using Mendelian randomization. Sci Rep 5:16645CrossRefPubMedPubMedCentral Millard LA, Davies NM, Timpson NJ, Tilling K, Flach PA, Davey Smith G (2015) MR-PheWAS: hypothesis prioritization among potential causal effects of body mass index on many outcomes, using Mendelian randomization. Sci Rep 5:16645CrossRefPubMedPubMedCentral
26.
27.
go back to reference Martins C, Strommen M, Stavne OA, Nossum R, Marvik R, Kulseng B (2011) Bariatric surgery versus lifestyle interventions for morbid obesity--changes in body weight, risk factors and comorbidities at 1 year. Obes Surg 21:841–849CrossRefPubMed Martins C, Strommen M, Stavne OA, Nossum R, Marvik R, Kulseng B (2011) Bariatric surgery versus lifestyle interventions for morbid obesity--changes in body weight, risk factors and comorbidities at 1 year. Obes Surg 21:841–849CrossRefPubMed
28.
go back to reference Herrera MF, Pantoja JP, Velazquez-Fernandez D et al (2010) Potential additional effect of omentectomy on metabolic syndrome, acute-phase reactants, and inflammatory mediators in grade III obese patients undergoing laparoscopic roux-en-Y gastric bypass: a randomized trial. Diabetes Care 33:1413–1418CrossRefPubMedPubMedCentral Herrera MF, Pantoja JP, Velazquez-Fernandez D et al (2010) Potential additional effect of omentectomy on metabolic syndrome, acute-phase reactants, and inflammatory mediators in grade III obese patients undergoing laparoscopic roux-en-Y gastric bypass: a randomized trial. Diabetes Care 33:1413–1418CrossRefPubMedPubMedCentral
29.
go back to reference Ahmad OS, Morris JA, Mujammami M et al (2015) A Mendelian randomization study of the effect of type-2 diabetes on coronary heart disease. Nat Commun 6:7060CrossRefPubMedPubMedCentral Ahmad OS, Morris JA, Mujammami M et al (2015) A Mendelian randomization study of the effect of type-2 diabetes on coronary heart disease. Nat Commun 6:7060CrossRefPubMedPubMedCentral
30.
go back to reference Ross S, Gerstein HC, Eikelboom J, Anand SS, Yusuf S, Pare G (2015) Mendelian randomization analysis supports the causal role of dysglycaemia and diabetes in the risk of coronary artery disease. Eur Heart J 36:1454–1462CrossRefPubMed Ross S, Gerstein HC, Eikelboom J, Anand SS, Yusuf S, Pare G (2015) Mendelian randomization analysis supports the causal role of dysglycaemia and diabetes in the risk of coronary artery disease. Eur Heart J 36:1454–1462CrossRefPubMed
31.
go back to reference Holmes MV, Asselbergs FW, Palmer TM et al (2015) Mendelian randomization of blood lipids for coronary heart disease. Eur Heart J 36:539–550CrossRefPubMed Holmes MV, Asselbergs FW, Palmer TM et al (2015) Mendelian randomization of blood lipids for coronary heart disease. Eur Heart J 36:539–550CrossRefPubMed
32.
go back to reference Jansen H, Samani NJ, Schunkert H (2014) Mendelian randomization studies in coronary artery disease. Eur Heart J 35:1917–1924CrossRefPubMed Jansen H, Samani NJ, Schunkert H (2014) Mendelian randomization studies in coronary artery disease. Eur Heart J 35:1917–1924CrossRefPubMed
33.
go back to reference Mensinger JL, Calogero RM, Stranges S, Tylka TL (2016) A weight-neutral versus weight-loss approach for health promotion in women with high BMI: a randomized-controlled trial. Appetite 105:364–374CrossRefPubMed Mensinger JL, Calogero RM, Stranges S, Tylka TL (2016) A weight-neutral versus weight-loss approach for health promotion in women with high BMI: a randomized-controlled trial. Appetite 105:364–374CrossRefPubMed
34.
go back to reference The Look AHEAD Research Group (2013) Cardiovascular effects of intensive lifestyle intervention in type 2 diabetes. N Engl J Med 369:145–154CrossRefPubMedCentral The Look AHEAD Research Group (2013) Cardiovascular effects of intensive lifestyle intervention in type 2 diabetes. N Engl J Med 369:145–154CrossRefPubMedCentral
35.
go back to reference Miller M, Stone NJ, Ballantyne C et al (2011) Triglycerides and cardiovascular disease: a scientific statement from the American Heart Association. Circulation 123:2292–2333CrossRefPubMed Miller M, Stone NJ, Ballantyne C et al (2011) Triglycerides and cardiovascular disease: a scientific statement from the American Heart Association. Circulation 123:2292–2333CrossRefPubMed
36.
go back to reference Perk J, De Backer G, Gohlke H, et al (2012) European guidelines on cardiovascular disease prevention in clinical practice (version 2012): the fifth joint task force of the European Society of Cardiology and Other Societies on cardiovascular disease prevention in clinical practice (constituted by representatives of nine societies and by invited experts). Developed with the special contribution of the European Association for Cardiovascular Prevention & rehabilitation (EACPR). Eur Heart J 33:1635–1701 Perk J, De Backer G, Gohlke H, et al (2012) European guidelines on cardiovascular disease prevention in clinical practice (version 2012): the fifth joint task force of the European Society of Cardiology and Other Societies on cardiovascular disease prevention in clinical practice (constituted by representatives of nine societies and by invited experts). Developed with the special contribution of the European Association for Cardiovascular Prevention & rehabilitation (EACPR). Eur Heart J 33:1635–1701
37.
go back to reference Wurtz P, Wang Q, Soininen P et al (2016) Metabolomic profiling of statin use and genetic inhibition of HMG-CoA reductase. J Am Coll Cardiol 67:1200–1210CrossRefPubMedPubMedCentral Wurtz P, Wang Q, Soininen P et al (2016) Metabolomic profiling of statin use and genetic inhibition of HMG-CoA reductase. J Am Coll Cardiol 67:1200–1210CrossRefPubMedPubMedCentral
38.
go back to reference Timpson NJ, Walter K, Min JL et al (2014) A rare variant in APOC3 is associated with plasma triglyceride and VLDL levels in Europeans. Nat Commun 5:4871CrossRefPubMedPubMedCentral Timpson NJ, Walter K, Min JL et al (2014) A rare variant in APOC3 is associated with plasma triglyceride and VLDL levels in Europeans. Nat Commun 5:4871CrossRefPubMedPubMedCentral
39.
go back to reference Drenos F, Smith GD, Ala-Korpela M et al (2016) Metabolic characterization of a rare genetic variation within APOC3 and its lipoprotein lipase independent effects. Circ Cardiovasc Genet 9:231–239 Drenos F, Smith GD, Ala-Korpela M et al (2016) Metabolic characterization of a rare genetic variation within APOC3 and its lipoprotein lipase independent effects. Circ Cardiovasc Genet 9:231–239
40.
go back to reference Fontbonne A, Diouf I, Baccara-Dinet M, Eschwege E, Charles MA (2009) Effects of 1-year treatment with metformin on metabolic and cardiovascular risk factors in non-diabetic upper-body obese subjects with mild glucose anomalies: a post-hoc analysis of the BIGPRO1 trial. Diabete Metab 35:385–391CrossRefPubMed Fontbonne A, Diouf I, Baccara-Dinet M, Eschwege E, Charles MA (2009) Effects of 1-year treatment with metformin on metabolic and cardiovascular risk factors in non-diabetic upper-body obese subjects with mild glucose anomalies: a post-hoc analysis of the BIGPRO1 trial. Diabete Metab 35:385–391CrossRefPubMed
41.
go back to reference Eppinga RN, Hartman MH, van Veldhuisen DJ et al (2016) Effect of metformin treatment on lipoprotein subfractions in non-diabetic patients with acute myocardial infarction: a glycometabolic intervention as adjunct to primary coronary intervention in ST elevation myocardial infarction (GIPS-III) trial. PLoS One 11:e0145719CrossRefPubMedPubMedCentral Eppinga RN, Hartman MH, van Veldhuisen DJ et al (2016) Effect of metformin treatment on lipoprotein subfractions in non-diabetic patients with acute myocardial infarction: a glycometabolic intervention as adjunct to primary coronary intervention in ST elevation myocardial infarction (GIPS-III) trial. PLoS One 11:e0145719CrossRefPubMedPubMedCentral
42.
go back to reference Charles MA, Morange P, Eschwege E, Andre P, Vague P, Juhan-Vague I (1998) Effect of weight change and metformin on fibrinolysis and the von Willebrand factor in obese nondiabetic subjects: the BIGPRO1 study. Biguanides and the prevention of the risk of obesity. Diabetes Care 21:1967–1972CrossRefPubMed Charles MA, Morange P, Eschwege E, Andre P, Vague P, Juhan-Vague I (1998) Effect of weight change and metformin on fibrinolysis and the von Willebrand factor in obese nondiabetic subjects: the BIGPRO1 study. Biguanides and the prevention of the risk of obesity. Diabetes Care 21:1967–1972CrossRefPubMed
43.
go back to reference Skretteberg PT, Grytten AN, Gjertsen K et al (2013) Triglycerides-diabetes association in healthy middle-aged men: modified by physical fitness? A long term follow-up of 1962 Norwegian men in the Oslo ischemia study. Diabetes Res Clin Pract 101:201–209CrossRefPubMed Skretteberg PT, Grytten AN, Gjertsen K et al (2013) Triglycerides-diabetes association in healthy middle-aged men: modified by physical fitness? A long term follow-up of 1962 Norwegian men in the Oslo ischemia study. Diabetes Res Clin Pract 101:201–209CrossRefPubMed
44.
go back to reference Hjellvik V, Sakshaug S, Strom H (2012) Body mass index, triglycerides, glucose, and blood pressure as predictors of type 2 diabetes in a middle-aged Norwegian cohort of men and women. Clin Epidemiol 4:213–224CrossRefPubMedPubMedCentral Hjellvik V, Sakshaug S, Strom H (2012) Body mass index, triglycerides, glucose, and blood pressure as predictors of type 2 diabetes in a middle-aged Norwegian cohort of men and women. Clin Epidemiol 4:213–224CrossRefPubMedPubMedCentral
45.
go back to reference Mahamat A, Richard F, Arveiler D et al (2003) Body mass index, hypertension and 5-year coronary heart disease incidence in middle aged men: the PRIME study. J Hypertens 21:519–524CrossRefPubMed Mahamat A, Richard F, Arveiler D et al (2003) Body mass index, hypertension and 5-year coronary heart disease incidence in middle aged men: the PRIME study. J Hypertens 21:519–524CrossRefPubMed
46.
go back to reference Prospective Studies Collaboration, Whitlock G, Lewington S, et al (2009) Body-mass index and cause-specific mortality in 900 000 adults: collaborative analyses of 57 prospective studies. Lancet 373:1083–1096CrossRef Prospective Studies Collaboration, Whitlock G, Lewington S, et al (2009) Body-mass index and cause-specific mortality in 900 000 adults: collaborative analyses of 57 prospective studies. Lancet 373:1083–1096CrossRef
47.
Metadata
Title
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
Publication date
01-11-2017
Published in
Diabetologia / Issue 11/2017
Print ISSN: 0012-186X
Electronic ISSN: 1432-0428
DOI
https://doi.org/10.1007/s00125-017-4396-y

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