Mechanisms Associated with Type 2 Diabetes Occurrences: Structural Equation Confirmatory Model

David Delgado; Gus Bergonzoli

Authors

David Delgado Statistician-Epidemiologist, Coordinador del Proceso de Investigación, ESE Hospital Tomas Uribe Uribe de Tuluá, Valle del Cauca, Colombia Author
Gus Bergonzoli Epidemiologist, Director Knowledge Production and Management Foundation, Cali, Valle del Cauca. Colombia; Coordinador del Grupo de Gestión del Conocimiento e Innovación (GECOI), ESE Hospital Tomas Uribe Uribe de Tuluá, Valle del Cauca, Colombia Author

Keywords:

Diabetes production mechanism, Structural equations model, Confirmatory statistical model

Abstract

Graphical abstract

Mechanisms Associated with Type 2 Diabetes Occurrences: Structural Equation Confirmatory Model

References

Hu, FB. (2011) Globalization of diabetes: The role of diet, lifestyle, and genes. Diabetes Care, 34(6): 1249–1257.

http://www.who.int/healthinfo/global_burden_disease/ GlobalHealthRisks_report_full.pdf

International Diabetes Federation (2015) IDF Diabetes Atlas Seventh Edition [Internet].

Bhupathiraju, SN., Hu, FB. (2016) Epidemiology of obesity and diabetes and their cardiovascular complications. Circ Res, 118(11): 1723–1735.

Shen, X., Vaidya, A., Wu, S., Gao, X. (2016) The Diabetes Epidemic in China: An Integrated Review of National Surveys. Physiol Behav, 22(9): 1119–1129.

Zimmet, PZ., Alberti, KGMM. (2016) Epidemiology of diabetes - Status of a pandemic and issues around metabolic surgery. Diabetes Care, 39(6): 878–883.

Vargas-Uricoechea, H., Casas-Figueroa, LÁ. (2015) An Epidemiologic Analysis of Diabetes in Colombia. Ann Glob Heal [Internet], 81(6): 742–753.

Liebl, A., Khunti, K., Orozco-Beltran, D., Yale, JF. (2015) Health economic evaluation of type 2 diabetes mellitus: A clinical practice focused review. Clin Med Insights Endocrinol Diabetes, 8: 13–19.

Dall, TM., Yang, W., Halder, P., Pang, B., Massoudi, M., Wintfeld, N., et al. (2014) The economic burden of elevated blood glucose levels in 2012: Diagnosed and undiagnosed diabetes, gestational diabetes mellitus, and prediabetes. Diabetes Care, 37(12): 3172–3179.

Haenlein, M., Kaplan, AM. (2004) A Beginner’s Guide to Partial Least Squares Analysis. Underst Stat, 3(4): 283– 297.

Ezzati, M., Lopez, AD., Rodgers, A., Vander Hoorn, S., Murray, CJL. (2002) Selected major risk factors and global and regional burden of disease. Lancet, 360(9343): 1347– 1360.

Bassi, N., Karagodin, I., Wang, S., Vassallo, P., Priyanath, A., Massaro, E., et al. (2014) Lifestyle modification for metabolic syndrome: A systematic review. Am J Med [Internet], 127(12): 1242.e1-1242.e10.

Manjunath, D., Uthappa, CK., Kattula, SR., Allam, RR., Chava, N., Oruganti, G. (2014) Metabolic syndrome among urban indian young adults: Prevalence and associated risk factors. Metab Syndr Relat Disord, 12(7): 381–389.

González, E., Pascual, I., Laclaustra, M. (2005) Síndrome metabólico y diabetes mellitus. Rev Española Cardiolo Supl, 5: 30–37.

LaMonte, MJ., Barlow, CE., Jurca, R., Kampert, JB., Church, TS., Blair, SN. (2005) Cardiorespiratory fitness is inversely associated with the incidence of metabolic syndrome: A prospective study of men and women. Circulation, 112(4): 505–512.

Houti, L., Hamani-Medjaoui, I., Lardjam-Hetraf, SA., Ouhaibi-Djellouli, H., Chougrani, S., Goumidi, L., et al. (2016) Prevalence of metabolic syndrome and its related risk factors in the city of Oran, Algeria: The ISOR study. Ethn Dis, 26(1): 99–106.

Vieira, BA., Luft, VC., Schmidt, MI., Chambless, LE., Chor, D., Barreto, SM., et al. (2016) Timing and type of alcohol consumption and the metabolic syndrome - ELSA-Brasil. PLoS One, 11(9): 1–17.

Kline, RB. (2011) Principles and Practice of Structural Equation Modeling. Tercera. Vol. 53, Journal of Chemical Information and Modeling. New York: Guildford Publications; 1689–1699.

Finney, SJ., DiStefano, C. (2006) Non-normal and Categorical data in structural equation modeling. In: Structural Equation Modeling: A Second Course. Greenwich, 269– 314.

Rosseel, Y. (2012) lavaan: An R package for Structural Equation Modeling. J Stat Softw [Internet]. 48(2): 1–93.

Hu, FB., Manson, JE., Stampfer, MJ., Colditz, G., Liu, S., Solomon, CG., et al. (2001) Diet, lifestyle, and the risk of type 2 Diabetes Mellitus in Women. N Engl J Med, 345(11): 790–797.

Hu, FB., Li, TY., Colditz, GA., Willett, WC., Manson, JAE. (2003) Television Watching and Other Sedentary Behaviors in Relation to Risk of Obesity and Type 2 Diabetes Mellitus in Women. J Am Med Assoc, 289(14): 1785–1791.

Schulze, M., Manson, J., Ludwig, D., Colditz, G., Stampfer, M,, Willett, W. (2004) Sugar-Sweetened Beverages, Weight Gain, and Incidence of Type 2 Diabetes in Young and Middle-Aged Women. J Am Med Assoc, 292(8): 927–934.

Knowler, WC., Barrett-Connor, E., Fowler, SE., Hamman, RF., Lachin, JM., Walker, EA., et al. (2002) Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin. N Engl J Med. 346(6): 393–403.

Wilson, PWF., Meigs, JB., Sullivan, L., Fox, CS., Nathan, DM., D’Agostino, RB. (2007) Prediction of incident diabetes mellitus in middle-aged adults: The framingham offspring study. Arch Intern Med. 167(10): 1068–1074.

van der Berg, JD., Stehouwer, CDA., Bosma, H., van der Velde, JHPM., Willems, PJB., Savelberg, HHCM., et al. (2016) Associations of total amount and patterns of sedentary behaviour with type 2 diabetes and the metabolic syndrome: The Maastricht Study. Diabetologia. 59(4): 709– 718.

Bardenheier, BH., Bullard, KMK., Caspersen, CJ., Cheng, YJ., Gregg, EW., Geiss, LS. (2013) Novel use of structural equation models to examine factors associated with prediabetes among adults aged 50 years and older: National health and nutrition examination survey 2001-2006. Diabetes Care, 36(9): 2655–2662.

Observatorio Nacional de Salud. Carga de enfermedad por Enfermedades Crónicas No Transmisibles y Discapacidad en Colombia. Informe Técnico. Bogota D.C; 2015.

Roman-Urrestarazu, A., Ali, FMH., Reka, H., Renwick, MJ., Roman, GD., Mossialos, E. (2016) Structural equation model for estimating risk factors in type 2 diabetes mellitus in a Middle Eastern setting: Evidence from the STEPS Qatar. BMJ Open Diabetes Res Care, 4(1).

Maheux, P., Jeppesen, J., Sheu, WHH., Hollenbeck, CB., Clinkingbeard, C., Greenfield, MS., et al. (1994) Additive effects of obesity, hypertension, and type 2 diabetes on insulin resistance. Hypertension, 24(6): 695–698.

Chiuve, SE., Cook, NR., Shay, CM., Rexrode, KM., Albert, CM., Manson, JAE., et al. (2014) Lifestyle-based prediction model for the prevention of CVD: The healthy heart score. J Am Heart Assoc, 3(6): 1–12.