Skip to main content
Top
Published in: European Journal of Epidemiology 2/2015

01-02-2015 | CARDIOVASCULAR DISEASE

Plasma fibroblast growth factor 23 and risk of cardiovascular disease: results from the EPIC-Germany case-cohort study

Authors: Romina di Giuseppe, Tilmann Kühn, Frank Hirche, Brian Buijsse, Jutta Dierkes, Andreas Fritsche, Rudolf Kaaks, Heiner Boeing, Gabriele I. Stangl, Cornelia Weikert

Published in: European Journal of Epidemiology | Issue 2/2015

Login to get access

Abstract

Increased fibroblast growth factor 23 (FGF23) concentrations have emerged as a novel risk factor for heart failure and stroke but not for myocardial infarction (MI). Yet, most studies on MI were conducted in coronary artery disease (CAD) patients and the elderly. Evidence is unclear in subjects without CAD and for stroke subtypes. We investigated the relationships between FGF23 and overall major cardiovascular endpoints, incident MI, ischemic (IS) and haemorrhagic stroke (HS) in middle-aged adults without pre-existing cardiovascular disease. We used a case-cohort study nested within the European Prospective Investigation into Cancer and Nutrition-Germany, including a randomly drawn subcohort (n = 1,978), incident MI (n = 463) and stroke cases (n = 359 IS; n = 88 HS) identified during a mean follow-up of 8.2 years. Compared with participants with FGF23 levels in the lowest quartile, those in the highest quartile had a 36 % increased risk for cardiovascular events [hazard ratio: 1.36, 95 % confidence interval (CI): 1.02–1.82] after adjustment for established cardiovascular risk factors, patahyroid hormone and 25-hydroxyvitamin D3 levels, dietary calcium and phosphorus intake, and kidney function. However, sub-analyses revealed significant relationships with risk of MI and HS, but not IS. Compared with the lowest quartile, individuals in the top two FGF23 quartiles had a 1.62 (95 % CI 1.07–2.45) fold increased risk for MI and a 2.61 (95 % CI 1.23–5.52) fold increase for HS. Increased FGF23 emerged as a risk factor for both MI and HS. Further studies are warranted to confirm these results and to identify underlying mechanisms.
Literature
3.
go back to reference Krajisnik T, Bjorklund P, Marsell R, Ljunggren O, Akerstrom G, Jonsson KB, et al. Fibroblast growth factor-23 regulates parathyroid hormone and 1alpha-hydroxylase expression in cultured bovine parathyroid cells. J Endocrinol. 2007;195(1):125–31.CrossRefPubMed Krajisnik T, Bjorklund P, Marsell R, Ljunggren O, Akerstrom G, Jonsson KB, et al. Fibroblast growth factor-23 regulates parathyroid hormone and 1alpha-hydroxylase expression in cultured bovine parathyroid cells. J Endocrinol. 2007;195(1):125–31.CrossRefPubMed
4.
go back to reference Kovesdy CP, Quarles LD. Fibroblast growth factor-23: what we know, what we don’t know, and what we need to know. Nephrol Dial Transplant. 2013. doi:10.1093/ndt/gft065. Kovesdy CP, Quarles LD. Fibroblast growth factor-23: what we know, what we don’t know, and what we need to know. Nephrol Dial Transplant. 2013. doi:10.​1093/​ndt/​gft065.
8.
go back to reference Arnlov J, Carlsson AC, Sundstrom J, Ingelsson E, Larsson A, Lind L, et al. Serum FGF23 and risk of cardiovascular events in relation to mineral metabolism and cardiovascular pathology. Clin J Am Soc Nephrol CJASN. 2013;8(5):781–6. doi:10.2215/CJN.09570912.CrossRef Arnlov J, Carlsson AC, Sundstrom J, Ingelsson E, Larsson A, Lind L, et al. Serum FGF23 and risk of cardiovascular events in relation to mineral metabolism and cardiovascular pathology. Clin J Am Soc Nephrol CJASN. 2013;8(5):781–6. doi:10.​2215/​CJN.​09570912.CrossRef
9.
go back to reference Udell JA, O’Donnell T, Morrow D, Jarolim P, Omland T, Sloan S, et al. Association of fibroblast growth factor (FGF)-23 levels with risk of cardiovascular events in patients with stable coronary artery disease. J Am Coll Cardiol. 2012;59(13):E1480. doi:10.1016/S0735-1097(12)61481-8.CrossRef Udell JA, O’Donnell T, Morrow D, Jarolim P, Omland T, Sloan S, et al. Association of fibroblast growth factor (FGF)-23 levels with risk of cardiovascular events in patients with stable coronary artery disease. J Am Coll Cardiol. 2012;59(13):E1480. doi:10.​1016/​S0735-1097(12)61481-8.CrossRef
10.
go back to reference di Giuseppe R, Buijsse B, Hirche F, Wirth J, Arregui M, Westphal S, et al. Plasma fibroblast growth factor 23, parathyroid hormone, 25-HydroxyvitaminD3 and risk of heart failure: a prospective, case-cohort study. J Clin Endocrinol Metab. 2013. doi:10.1210/jc.2013-2963.PubMed di Giuseppe R, Buijsse B, Hirche F, Wirth J, Arregui M, Westphal S, et al. Plasma fibroblast growth factor 23, parathyroid hormone, 25-HydroxyvitaminD3 and risk of heart failure: a prospective, case-cohort study. J Clin Endocrinol Metab. 2013. doi:10.​1210/​jc.​2013-2963.PubMed
13.
go back to reference Heine GH, Seiler S, Fliser D. FGF-23: the rise of a novel cardiovascular risk marker in CKD. Nephrology, dialysis, transplantation : official publication of the European dialysis and transplant association—European renal association. 2012;27(8):3072–81. doi:10.1093/ndt/gfs259.CrossRef Heine GH, Seiler S, Fliser D. FGF-23: the rise of a novel cardiovascular risk marker in CKD. Nephrology, dialysis, transplantation : official publication of the European dialysis and transplant association—European renal association. 2012;27(8):3072–81. doi:10.​1093/​ndt/​gfs259.CrossRef
14.
go back to reference Riboli E, Hunt KJ, Slimani N, Ferrari P, Norat T, Fahey M, et al. European prospective investigation into cancer and nutrition (EPIC): study populations and data collection. Public Health Nutr. 2002;5(6B):1113–24. doi:10.1079/PHN2002394.CrossRefPubMed Riboli E, Hunt KJ, Slimani N, Ferrari P, Norat T, Fahey M, et al. European prospective investigation into cancer and nutrition (EPIC): study populations and data collection. Public Health Nutr. 2002;5(6B):1113–24. doi:10.​1079/​PHN2002394.CrossRefPubMed
15.
go back to reference Riboli E, Kaaks R. The EPIC project: rationale and study design. European prospective investigation into cancer and nutrition. Int J Epidemiol. 1997;26(Suppl 1):S6–14.CrossRefPubMed Riboli E, Kaaks R. The EPIC project: rationale and study design. European prospective investigation into cancer and nutrition. Int J Epidemiol. 1997;26(Suppl 1):S6–14.CrossRefPubMed
16.
go back to reference Boeing H, Wahrendorf J, Becker N. EPIC-Germany—a source for studies into diet and risk of chronic diseases. European investigation into cancer and nutrition. Ann Nutr Metab. 1999;43(4):195–204.CrossRefPubMed Boeing H, Wahrendorf J, Becker N. EPIC-Germany—a source for studies into diet and risk of chronic diseases. European investigation into cancer and nutrition. Ann Nutr Metab. 1999;43(4):195–204.CrossRefPubMed
17.
go back to reference Boeing H, Korfmann A, Bergmann MM. Recruitment procedures of EPIC-Germany. European investigation into cancer and nutrition. Ann Nutr Metab. 1999;43(4):205–15.CrossRefPubMed Boeing H, Korfmann A, Bergmann MM. Recruitment procedures of EPIC-Germany. European investigation into cancer and nutrition. Ann Nutr Metab. 1999;43(4):205–15.CrossRefPubMed
18.
go back to reference Bergmann MM, Bussas U, Boeing H. Follow-up procedures in EPIC-Germany—data quality aspects. European prospective investigation into cancer and nutrition. Ann Nutr Metab. 1999;43(4):225–34.CrossRefPubMed Bergmann MM, Bussas U, Boeing H. Follow-up procedures in EPIC-Germany—data quality aspects. European prospective investigation into cancer and nutrition. Ann Nutr Metab. 1999;43(4):225–34.CrossRefPubMed
19.
go back to reference Prentice LR. A case-cohort design for epidemiologic cohort studies and disease prevention trials. Biometrika. 1986;73:1–11.CrossRef Prentice LR. A case-cohort design for epidemiologic cohort studies and disease prevention trials. Biometrika. 1986;73:1–11.CrossRef
20.
go back to reference InterAct C, Langenberg C, Sharp S, Forouhi NG, Franks PW, Schulze MB, et al. Design and cohort description of the interact project: an examination of the interaction of genetic and lifestyle factors on the incidence of type 2 diabetes in the EPIC study. Diabetologia. 2011;54(9):2272–82. doi:10.1007/s00125-011-2182-9.CrossRef InterAct C, Langenberg C, Sharp S, Forouhi NG, Franks PW, Schulze MB, et al. Design and cohort description of the interact project: an examination of the interaction of genetic and lifestyle factors on the incidence of type 2 diabetes in the EPIC study. Diabetologia. 2011;54(9):2272–82. doi:10.​1007/​s00125-011-2182-9.CrossRef
22.
go back to reference Weikert C, Berger K, Heidemann C, Bergmann MM, Hoffmann K, Klipstein-Grobusch K, et al. Joint effects of risk factors for stroke and transient ischemic attack in a German population: the EPIC potsdam study. J Neurol. 2007;254(3):315–21. doi:10.1007/s00415-006-0358-x.CrossRefPubMed Weikert C, Berger K, Heidemann C, Bergmann MM, Hoffmann K, Klipstein-Grobusch K, et al. Joint effects of risk factors for stroke and transient ischemic attack in a German population: the EPIC potsdam study. J Neurol. 2007;254(3):315–21. doi:10.​1007/​s00415-006-0358-x.CrossRefPubMed
23.
go back to reference Tunstall-Pedoe H, Kuulasmaa K, Amouyel P, Arveiler D, Rajakangas AM, Pajak A. Myocardial infarction and coronary deaths in the World Health Organization MONICA project. Registration procedures, event rates, and case-fatality rates in 38 populations from 21 countries in four continents. Circulation. 1994;90(1):583–612.CrossRefPubMed Tunstall-Pedoe H, Kuulasmaa K, Amouyel P, Arveiler D, Rajakangas AM, Pajak A. Myocardial infarction and coronary deaths in the World Health Organization MONICA project. Registration procedures, event rates, and case-fatality rates in 38 populations from 21 countries in four continents. Circulation. 1994;90(1):583–612.CrossRefPubMed
24.
go back to reference Kuhn T, Kaaks R, Teucher B, Hirche F, Dierkes J, Weikert C, et al. Plasma 25-hydroxyvitamin D and its genetic determinants in relation to incident myocardial infarction and stroke in the European prospective investigation into cancer and nutrition (EPIC)-Germany study. PLoS one. 2013;8(7):e69080. doi:10.1371/journal.pone.0069080.CrossRefPubMedCentralPubMed Kuhn T, Kaaks R, Teucher B, Hirche F, Dierkes J, Weikert C, et al. Plasma 25-hydroxyvitamin D and its genetic determinants in relation to incident myocardial infarction and stroke in the European prospective investigation into cancer and nutrition (EPIC)-Germany study. PLoS one. 2013;8(7):e69080. doi:10.​1371/​journal.​pone.​0069080.CrossRefPubMedCentralPubMed
25.
go back to reference Danesh J, Saracci R, Berglund G, Feskens E, Overvad K, Panico S, et al. EPIC-Heart: the cardiovascular component of a prospective study of nutritional, lifestyle and biological factors in 520,000 middle-aged participants from 10 European countries. Eur J Epidemiol. 2007;22(2):129–41. doi:10.1007/s10654-006-9096-8.CrossRefPubMed Danesh J, Saracci R, Berglund G, Feskens E, Overvad K, Panico S, et al. EPIC-Heart: the cardiovascular component of a prospective study of nutritional, lifestyle and biological factors in 520,000 middle-aged participants from 10 European countries. Eur J Epidemiol. 2007;22(2):129–41. doi:10.​1007/​s10654-006-9096-8.CrossRefPubMed
26.
go back to reference di Giuseppe R, Hirche F, Montonen J, Buijsse B, Dierkes J, Stangl GI, et al. Reliability of plasma fibroblast growth factor 23 as risk biomarker in epidemiological studies measured over a four-month period. Ann Clin Biochem. 2012;49(Pt 6):542–5. doi:10.1258/acb.2012.011273.CrossRefPubMed di Giuseppe R, Hirche F, Montonen J, Buijsse B, Dierkes J, Stangl GI, et al. Reliability of plasma fibroblast growth factor 23 as risk biomarker in epidemiological studies measured over a four-month period. Ann Clin Biochem. 2012;49(Pt 6):542–5. doi:10.​1258/​acb.​2012.​011273.CrossRefPubMed
27.
go back to reference Buijsse B, Boeing H, Hirche F, Weikert C, Schulze MB, Gottschald M, et al. Plasma 25-hydroxyvitamin D and its genetic determinants in relation to incident type 2 diabetes: a prospective case-cohort study. Eur J Epidemiol. 2013;28(9):743–52. doi:10.1007/s10654-013-9844-5.CrossRefPubMed Buijsse B, Boeing H, Hirche F, Weikert C, Schulze MB, Gottschald M, et al. Plasma 25-hydroxyvitamin D and its genetic determinants in relation to incident type 2 diabetes: a prospective case-cohort study. Eur J Epidemiol. 2013;28(9):743–52. doi:10.​1007/​s10654-013-9844-5.CrossRefPubMed
28.
go back to reference Cockcroft DW, Gault MH. Prediction of creatinine clearance from serum creatinine. Nephron. 1976;16(1):31–41.CrossRefPubMed Cockcroft DW, Gault MH. Prediction of creatinine clearance from serum creatinine. Nephron. 1976;16(1):31–41.CrossRefPubMed
29.
go back to reference Wareham NJ, Jakes RW, Rennie KL, Schuit J, Mitchell J, Hennings S, et al. Validity and repeatability of a simple index derived from the short physical activity questionnaire used in the European prospective investigation into cancer and nutrition (EPIC) study. Public health Nutr. 2003;6(4):407–13. doi:10.1079/PHN2002439.CrossRefPubMed Wareham NJ, Jakes RW, Rennie KL, Schuit J, Mitchell J, Hennings S, et al. Validity and repeatability of a simple index derived from the short physical activity questionnaire used in the European prospective investigation into cancer and nutrition (EPIC) study. Public health Nutr. 2003;6(4):407–13. doi:10.​1079/​PHN2002439.CrossRefPubMed
31.
go back to reference Hopke PK, Liu C, Rubin DB. Multiple imputation for multivariate data with missing and below-threshold measurements: time-series concentrations of pollutants in the Arctic. Biometrics. 2001;57(1):22–33.CrossRefPubMed Hopke PK, Liu C, Rubin DB. Multiple imputation for multivariate data with missing and below-threshold measurements: time-series concentrations of pollutants in the Arctic. Biometrics. 2001;57(1):22–33.CrossRefPubMed
32.
go back to reference Panwar B, Jenny N, Howard V, Wadley V, Muntner P, Judd S, et al. Abstract T P134: fibroblast growth factor 23 and risk of incident stroke in the regards study. Stroke. 2014;45(Suppl 1):ATP134. Panwar B, Jenny N, Howard V, Wadley V, Muntner P, Judd S, et al. Abstract T P134: fibroblast growth factor 23 and risk of incident stroke in the regards study. Stroke. 2014;45(Suppl 1):ATP134.
33.
go back to reference Lutsey PL, Selvin E, Misialek JR, Michos ED, Rebholz CM, Gottesman RF, et al. Abstract P222: serum fibroblast growth factor-23 and risk of incident stroke: the atherosclerosis risk in communities study (ARIC). Circulation. 2014;129(Suppl 1):AP222. Lutsey PL, Selvin E, Misialek JR, Michos ED, Rebholz CM, Gottesman RF, et al. Abstract P222: serum fibroblast growth factor-23 and risk of incident stroke: the atherosclerosis risk in communities study (ARIC). Circulation. 2014;129(Suppl 1):AP222.
34.
go back to reference Tuñón J, Cristóbal C, Tarin N, Gonzalez-Parra E, Aceña Á, Gonzalez-Casaus ML, et al. Fibroblast growth factor 23 and low 25 OH Vitamin D plasma levels are independent predictors of cardiovascular events in patients with chronic coronary artery disease. J Am Coll Cardiol. 2013. doi:10.1016/S0735-1097(13)61451-5. Tuñón J, Cristóbal C, Tarin N, Gonzalez-Parra E, Aceña Á, Gonzalez-Casaus ML, et al. Fibroblast growth factor 23 and low 25 OH Vitamin D plasma levels are independent predictors of cardiovascular events in patients with chronic coronary artery disease. J Am Coll Cardiol. 2013. doi:10.​1016/​S0735-1097(13)61451-5.
36.
go back to reference Mirza MA, Larsson A, Lind L, Larsson TE. Circulating fibroblast growth factor-23 is associated with vascular dysfunction in the community. Atherosclerosis. 2009;205(2):385–90.CrossRefPubMed Mirza MA, Larsson A, Lind L, Larsson TE. Circulating fibroblast growth factor-23 is associated with vascular dysfunction in the community. Atherosclerosis. 2009;205(2):385–90.CrossRefPubMed
38.
go back to reference de Borst MH, Vervloet MG, ter Wee PM, Navis G. Cross talk between the renin-angiotensin-aldosterone system and vitamin D-FGF-23-klotho in chronic kidney disease. J Am Soc Nephrol JASN. 2011;22(9):1603–9. doi:10.1681/ASN.2010121251.CrossRef de Borst MH, Vervloet MG, ter Wee PM, Navis G. Cross talk between the renin-angiotensin-aldosterone system and vitamin D-FGF-23-klotho in chronic kidney disease. J Am Soc Nephrol JASN. 2011;22(9):1603–9. doi:10.​1681/​ASN.​2010121251.CrossRef
42.
go back to reference Mirza MA, Larsson A, Melhus H, Lind L, Larsson TE. Serum intact FGF23 associate with left ventricular mass, hypertrophy and geometry in an elderly population. Atherosclerosis. 2009;207(2):546–51.CrossRefPubMed Mirza MA, Larsson A, Melhus H, Lind L, Larsson TE. Serum intact FGF23 associate with left ventricular mass, hypertrophy and geometry in an elderly population. Atherosclerosis. 2009;207(2):546–51.CrossRefPubMed
43.
go back to reference Bots ML, Nikitin Y, Salonen JT, Elwood PC, Malyutina S, de Freire Concalves A, et al. Left ventricular hypertrophy and risk of fatal and non-fatal stroke. EUROSTROKE: a collaborative study among research centres in Europe. J Epidemiol Community Health. 2002;56(Suppl 1):i8–13.CrossRefPubMedCentralPubMed Bots ML, Nikitin Y, Salonen JT, Elwood PC, Malyutina S, de Freire Concalves A, et al. Left ventricular hypertrophy and risk of fatal and non-fatal stroke. EUROSTROKE: a collaborative study among research centres in Europe. J Epidemiol Community Health. 2002;56(Suppl 1):i8–13.CrossRefPubMedCentralPubMed
45.
go back to reference Schoppet M, Hofbauer LC, Brinskelle-Schmal N, Varennes A, Goudable J, Richard M, et al. Serum level of the phosphaturic factor FGF23 is associated with abdominal aortic calcification in men: the STRAMBO study. J Clin Endocrinol Metab. 2012;97(4):E575–83. doi:10.1210/jc.2011-2836.CrossRefPubMed Schoppet M, Hofbauer LC, Brinskelle-Schmal N, Varennes A, Goudable J, Richard M, et al. Serum level of the phosphaturic factor FGF23 is associated with abdominal aortic calcification in men: the STRAMBO study. J Clin Endocrinol Metab. 2012;97(4):E575–83. doi:10.​1210/​jc.​2011-2836.CrossRefPubMed
46.
go back to reference Imazu M, Takahama H, Asanuma H, Funada A, Ohara T, Hasegawa T, et al. Clinical significance of serum fibroblast growth factor 23 as a surrogate marker of the cardiorenal hemodynamic state in patients with heart failure. Eur Heart J. 2013;34(suppl 1):P4242.CrossRef Imazu M, Takahama H, Asanuma H, Funada A, Ohara T, Hasegawa T, et al. Clinical significance of serum fibroblast growth factor 23 as a surrogate marker of the cardiorenal hemodynamic state in patients with heart failure. Eur Heart J. 2013;34(suppl 1):P4242.CrossRef
47.
go back to reference Greenland S, Pearl J, Robins JM. Causal diagrams for epidemiologic research. Epidemiology. 1999;10(1):37–48.CrossRefPubMed Greenland S, Pearl J, Robins JM. Causal diagrams for epidemiologic research. Epidemiology. 1999;10(1):37–48.CrossRefPubMed
Metadata
Title
Plasma fibroblast growth factor 23 and risk of cardiovascular disease: results from the EPIC-Germany case-cohort study
Authors
Romina di Giuseppe
Tilmann Kühn
Frank Hirche
Brian Buijsse
Jutta Dierkes
Andreas Fritsche
Rudolf Kaaks
Heiner Boeing
Gabriele I. Stangl
Cornelia Weikert
Publication date
01-02-2015
Publisher
Springer Netherlands
Published in
European Journal of Epidemiology / Issue 2/2015
Print ISSN: 0393-2990
Electronic ISSN: 1573-7284
DOI
https://doi.org/10.1007/s10654-014-9982-4

Other articles of this Issue 2/2015

European Journal of Epidemiology 2/2015 Go to the issue