Abstract
Objective:
To examine the associations of body fatness, metabolic and inflammatory markers with retinal vessel calibers among children.
Design:
We performed a population-based cohort study among 4145 school-age children. At the median age of 6.0 years (95% range 5.8, 8.0 years), we measured body mass index, total and abdominal fat mass, metabolic and inflammatory markers (blood levels of lipids, insulin and C-peptide and C-reactive protein) and retinal vascular calibers from retinal photographs.
Results:
We observed that compared with normal weight children, obese children had narrower retinal arteriolar caliber (difference −0.21 s.d. score (SDS; 95% confidence interval (CI) −0.35, −0.06)), but not venular caliber. Continuous analyses showed that higher body mass index and total body fat mass, but not android/gynoid fat mass ratio and pre-peritoneal fat mass, were associated with narrower retinal arteriolar caliber (P<0.05 for body mass index and total body fat mass), but not with retinal venular caliber. Lipid and insulin levels were not associated with retinal vessel calibers. Higher C-reactive protein was associated with only wider retinal venular caliber (difference 0.10 SDS (95% CI 0.06, 0.14) per SDS increase in C-reactive protein). This latter association was not influenced by body mass index.
Conclusions:
Higher body fatness is associated with narrower retinal arteriolar caliber, whereas increased C-reactive protein levels are associated with wider retinal venular caliber. Increased fat mass and inflammation correlate with microvascular development from school-age onwards.
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References
Freedman DS, Khan LK, Dietz WH, Srinivasan SR, Berenson GS . Relationship of childhood obesity to coronary heart disease risk factors in adulthood: the Bogalusa Heart Study. Pediatrics 2001; 108: 712–718.
Tounian P, Aggoun Y, Dubern B, Varille V, Guy-Grand B, Sidi D et al. Presence of increased stiffness of the common carotid artery and endothelial dysfunction in severely obese children: a prospective study. Lancet 2001; 358: 1400–1404.
de Jongh RT, Serne EH, RG IJ, de Vries G, Stehouwer CD . Impaired microvascular function in obesity: implications for obesity-associated microangiopathy, hypertension, and insulin resistance. Circulation 2004; 109: 2529–2535.
Wong TY, Duncan BB, Golden SH, Klein R, Couper DJ, Klein BE et al. Associations between the metabolic syndrome and retinal microvascular signs: the Atherosclerosis Risk In Communities study. Invest Ophthalmol Vis Sci 2004; 45: 2949–2954.
Wang JJ, Taylor B, Wong TY, Chua B, Rochtchina E, Klein R et al. Retinal vessel diameters and obesity: a population-based study in older persons. Obesity (Silver Spring) 2006; 14: 206–214.
Gopinath B, Baur LA, Teber E, Liew G, Wong TY, Mitchell P . Effect of obesity on retinal vascular structure in pre-adolescent children. Int J Pediatr Obes 2011; 6: e353–e359.
Hanssen H, Siegrist M, Neidig M, Renner A, Birzele P, Siclovan A et al. Retinal vessel diameter, obesity and metabolic risk factors in school children (JuvenTUM 3). Atherosclerosis 2012; 221: 242–248.
Savva SC, Tornaritis M, Savva ME, Kourides Y, Panagi A, Silikiotou N et al. Waist circumference and waist-to-height ratio are better predictors of cardiovascular disease risk factors in children than body mass index. Int J Obes Relat Metab Disord 2000; 24: 1453–1458.
Wong TY, Islam FM, Klein R, Klein BE, Cotch MF, Castro C et al. Retinal vascular caliber, cardiovascular risk factors, and inflammation: the multi-ethnic study of atherosclerosis (MESA). Invest Ophthalmol Vis Sci 2006; 47: 2341–2350.
Klein R, Klein BE, Knudtson MD, Wong TY, Tsai MY . Are inflammatory factors related to retinal vessel caliber? The Beaver Dam Eye Study. Arch Ophthalmol 2006; 124: 87–94.
Jaddoe VW, van Duijn CM, Franco OH, van der Heijden AJ, van Iizendoorn MH, de Jongste JC et al. The Generation R Study: design and cohort update 2012. Eur J Epidemiol 2012; 27: 739–756.
Gishti O, Gaillard R, Manniesing R, Abrahamse-Berkeveld M, van der Beek EM, Heppe DH et al. Fetal and infant growth patterns associated with total and abdominal fat distribution in school-age children. J Clin Endocrinol Metab 2014; 99: 2557–2566.
Cole TJ, Bellizzi MC, Flegal KM, Dietz WH . Establishing a standard definition for child overweight and obesity worldwide: international survey. BMJ 2000; 320: 1240–1243.
Kaul S, Rothney MP, Peters DM, Wacker WK, Davis CE, Shapiro MD et al. Dual-energy X-ray absorptiometry for quantification of visceral fat. Obesity (Silver Spring) 2012; 20: 1313–1318.
Helba M, Binkovitz LA . Pediatric body composition analysis with dual-energy X-ray absorptiometry. Pediatr Radiol 2009; 39: 647–656.
Mook-Kanamori DO, Holzhauer S, Hollestein LM, Durmus B, Manniesing R et al. Abdominal fat in children measured by ultrasound and computed tomography. Ultrasound Med Biol 2009; 35: 1938–1946.
Suzuki R, Watanabe S, Hirai Y, Akiyama K, Nishide T, Matsushima Y et al. Abdominal wall fat index, estimated by ultrasonography, for assessment of the ratio of visceral fat to subcutaneous fat in the abdomen. Am J Med 1993; 95: 309–314.
Mitchell P, Cheung N, de Haseth K, Taylor B, Rochtchina E, Islam FM et al. Blood pressure and retinal arteriolar narrowing in children. Hypertension 2007; 49: 1156–1162.
Hubbard LD, Brothers RJ, King WN, Clegg LX, Klein R, Cooper LS et al. Methods for evaluation of retinal microvascular abnormalities associated with hypertension/sclerosis in the Atherosclerosis Risk in Communities Study. Ophthalmology 1999; 106: 2269–2280.
Knudtson MD, Lee KE, Hubbard LD, Wong TY, Klein R, Klein BE . Revised formulas for summarizing retinal vessel diameters. Curr Eye Res 2003; 27: 143–149.
McCrory C, Layte R . Breastfeeding and risk of overweight and obesity at nine-years of age. Soc Sci Med 2012; 75: 323–330.
Beyerlein A, von Kries R . Breastfeeding and body composition in children: will there ever be conclusive empirical evidence for a protective effect against overweight? Am J Clin Nutr 2011; 94: 1772S–1775S.
Sterne JA, White IR, Carlin JB, Spratt M, Royston P, Kenward MG et al. Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls. BMJ 2009; 338: b2393.
Nohr EA, Frydenberg M, Henriksen TB, Olsen J . Does low participation in cohort studies induce bias? Epidemiology 2006; 17: 413–418.
Langsted A, Freiberg JJ, Nordestgaard BG . Fasting and nonfasting lipid levels: influence of normal food intake on lipids, lipoproteins, apolipoproteins, and cardiovascular risk prediction. Circulation 2008; 118: 2047–2056.
Wong TY, Knudtson MD, Klein R, Klein BE, Meuer SM, Hubbard LD . Computer-assisted measurement of retinal vessel diameters in the Beaver Dam Eye Study: methodology, correlation between eyes, and effect of refractive errors. Ophthalmology 2004; 111: 1183–1190.
Patton N, Maini R, MacGillivary T, Aslam TM, Deary IJ, Dhillon B . Effect of axial length on retinal vascular network geometry. Am J Ophthalmol 2005; 140: 648–653.
Wong TY, Wang JJ, Rochtchina E, Klein R, Mitchell P . Does refractive error influence the association of blood pressure and retinal vessel diameters? The Blue Mountains Eye Study. Am J Ophthalmol 2004; 137: 1050–1055.
Oren S, Grossman E, Frohlich ED . Arterial and venous compliance in obese and nonobese subjects. Am J Cardiol 1996; 77: 665–667.
Cheung N, Saw SM, Islam FM, Rogers SL, Shankar A, de Haseth K et al. BMI and retinal vascular caliber in children. Obesity (Silver Spring) 2007; 15: 209–215.
Franks PW, Hanson RL, Knowler WC, Sievers ML, Bennett PH, Looker HC . Childhood obesity, other cardiovascular risk factors, and premature death. N Engl J Med 2010; 362: 485–493.
Ikram MK, de Jong FJ, Bos MJ, Vingerling JR, Hofman A, Koudstaal PJ et al. Retinal vessel diameters and risk of stroke: the Rotterdam Study. Neurology 2006; 66: 1339–1343.
Wong TY, Shankar A, Klein R, Klein BE, Hubbard LD . Prospective cohort study of retinal vessel diameters and risk of hypertension. BMJ 2004; 329: 79.
Levy BI, Ambrosio G, Pries AR, Struijker-Boudier HA . Microcirculation in hypertension: a new target for treatment? Circulation 2001; 104: 735–740.
Smith W, Wang JJ, Wong TY, Rochtchina E, Klein R, Leeder SR et al. Retinal arteriolar narrowing is associated with 5-year incident severe hypertension: the Blue Mountains Eye Study. Hypertension 2004; 44: 442–447.
Wong TY, Klein R, Couper DJ, Cooper LS, Shahar E, Hubbard LD et al. Retinal microvascular abnormalities and incident stroke: the Atherosclerosis Risk in Communities Study. Lancet 2001; 358: 1134–1140.
Ikram MK, de Jong FJ, Vingerling JR, Witteman JC, Hofman A, Breteler MM et al. Are retinal arteriolar or venular diameters associated with markers for cardiovascular disorders? The Rotterdam Study. Invest Ophthalmol Vis Sci 2004; 45: 2129–2134.
Li LJ, Cheung CY, Chia A, Selvaraj P, Lin XY, Mitchell P et al. The relationship of body fatness indices and retinal vascular caliber in children. Int J Pediatr Obes 2011; 6: 267–274.
Leung H, Wang JJ, Rochtchina E, Wong TY, Klein R, Mitchell P . Dyslipidaemia and microvascular disease in the retina. Eye (Lond) 2005; 19: 861–868.
Kifley A, Wang JJ, Cugati S, Wong TY, Mitchell P . Retinal vascular caliber and the long-term risk of diabetes and impaired fasting glucose: the Blue Mountains Eye Study. Microcirculation 2008; 15: 373–377.
Wong TY, Klein R, Sharrett AR, Schmidt MI, Pankow JS, Couper DJ et al. Retinal arteriolar narrowing and risk of diabetes mellitus in middle-aged persons. JAMA 2002; 287: 2528–2533.
Balagopal PB, de Ferranti SD, Cook S, Daniels SR, Gidding SS, Hayman LL et al. Nontraditional risk factors and biomarkers for cardiovascular disease: mechanistic, research, and clinical considerations for youth: a scientific statement from the American Heart Association. Circulation 2011; 123: 2749–2769.
Greenberg AS, Obin MS . Obesity and the role of adipose tissue in inflammation and metabolism. Am J Clin Nutr 2006; 83: 461S–465S.
Vink H, Constantinescu AA, Spaan JA . Oxidized lipoproteins degrade the endothelial surface layer: implications for platelet-endothelial cell adhesion. Circulation 2000; 101: 1500–1502.
Tousoulis D, Kampoli AM, Tentolouris C, Papageorgiou N, Stefanadis C . The role of nitric oxide on endothelial function. Curr Vasc Pharmacol 2012; 10: 4–18.
Acknowledgements
The Generation R Study is conducted by the Erasmus Medical Center in close collaboration with the School of Law and Faculty of Social Sciences of the Erasmus University Rotterdam, the Municipal Health Service Rotterdam area, Rotterdam, the Rotterdam Homecare Foundation, Rotterdam and the Stichting Trombosedienst and Artsenlaboratorium Rijnmond (STAR), Rotterdam. We gratefully acknowledge the contribution of participating mothers, general practitioners, hospitals, midwives and pharmacies in Rotterdam. The Generation R Study is made possible by financial support from the Erasmus Medical Centre, Rotterdam, the Erasmus University Rotterdam and the Netherlands Organization for Health Research and Development. This research also received funding from the European Union's Seventh Framework Programme (FP7/2007-2013), project Early Nutrition under grant agreement no. 289346. Dr Jaddoe received an additional grant from the Netherlands Organization for Health Research and Development (ZonMw –VIDI 016.136.361). Dr Ikram received additional funding from the Singapore Ministry of Health's National Medical Research Council (NMRC/CSA/038/2013) and the Netherlands Organisation for Health Research and Development (ZonMW; VENI project number: 91612163). OG and RG completed the background literature search, contributed to the analysis protocol, completed the analyses, wrote the first draft of the paper and collated comments from other authors. VWVJ obtained funds, designed the study, had overall responsibility for managing the study. OG, RG and VWVJ are guarantors of the study and accept full responsibility for the work and the conduct of the study. AH, TYW, MKI contributed to the manuscript. All authors have access to all of the data and approved the final version of the manuscript.
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Gishti, O., Jaddoe, V., Hofman, A. et al. Body fat distribution, metabolic and inflammatory markers and retinal microvasculature in school-age children. The Generation R Study. Int J Obes 39, 1482–1487 (2015). https://doi.org/10.1038/ijo.2015.99
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DOI: https://doi.org/10.1038/ijo.2015.99
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