Logo

Factors associated with incidence of type II diabetes in pre-diabetic women using Bayesian Model Averaging

Author(s):
maryam mahdavimaryam mahdavi, Mehrabi YadollahMehrabi YadollahMehrabi Yadollah ORCID,*, davood khalilidavood khalili, Ahmad Reza BaghestaniAhmad Reza Baghestani, farideh bagherzadeh khiabanifarideh bagherzadeh khiabani, samaneh mansoorisamaneh mansoori

Koomesh:Vol. 19, issue 3; 591-602
Published online:Sep 08, 2017
Article type:Research Article
Received:Jul 02, 2016
Accepted:Apr 08, 2017
How to Cite:maryam mahdaviMehrabi Yadollahdavood khaliliAhmad Reza Baghestanifarideh bagherzadeh khiabanisamaneh mansooriet al.Factors associated with incidence of type II diabetes in pre-diabetic women using Bayesian Model Averaging.koomesh.19(3):e152905.

Abstract

References

  • 1.
    Rathmann W, Giani G. Global prevalence of diabetes: estimates for the year 2000 and projections for 2030. Diabetes Care 2004; 27: 2568-2569.
  • 2.
    Azimi-Nezhad M, Ghayour-Mobarhan M, Parizadeh M, Safarian M, Esmaeili H, Parizadeh S, et al. Prevalence of type 2 diabetes mellitus in Iran and its relationship with gender, urbanisation, education, marital status and occupation. Singapore Med J 2008; 49: 571.
  • 3.
    Hajihasani A, Bahrpeyma F, Bakhtiari A. Effects of eccentric and concentric exercises on postural sway in type 2 diabetic patients. Koomesh 2016; 17: 493-500 (Persian).
  • 4.
    Masaeli N, Attari A, Molavi H, Najafi M, Siavash M. Normative data and psychometric properties of the quality of life questionnaire for patients with diabetes mellitus. Koomesh 2010; 11: 263-269 (Persian).
  • 5.
    Roche MM, Wang PP. Factors associated with a diabetes diagnosis and late diabetes diagnosis for males and females. J Clin Translat Endocrinol 2014; 1: 77-84.
  • 6.
    Esmaeil-Nasab N, Abdolrahimzadeh A, Ebrahimi A. The cross-sectional study of effective factors on type 2 diabetes control in a diabetes care center in Sanandaj. Iran Epidemiol J 2010; 6: 39-45 (Persian).
  • 7.
    Sajadi F. The prevalence of type 2 diabetes and its relation with CVD risk factors in the population of Isfahan. Med J Mashhad Univ 2003; 46: 68-73 (Persian).
  • 8.
    Navaei L. Study of the prevalence of diabetes and impaired glucose tolerance in rural areas of Tehran province. 2001; 4: 92-99. (Persian).
  • 9.
    Mansoori F, Namdaritabar H, Shahrezaee A, Rezaei R, Alikhani A, Montazer MJ, Gazerpoor F. Diabetes mellitus in over-thirty-year-old individuals in Kermanshah province (2002). J Kermanshah Univ Med Sci 2004; 8. (Persian).
  • 10.
    Barnett KN, Ogston SA, McMurdo ME, Morris AD, Evans J. A 12year followup study of allcause and cardiovascular mortality among 10 532 people newly diagnosed with Type 2 diabetes in Tayside, Scotland. Diabeti Med 2010; 27: 1124-1129.
  • 11.
    Fahimfar N, Khalili D, Mohebi R, Azizi F, Hadaegh F. Risk factors for ischemic stroke; results from 9 years of follow-up in a population based cohort of Iran. BMC Neurol 2012; 12: 117.
  • 12.
    Annest A, Bumgarner RE, Raftery AE, Yeung KY. Iterative bayesian model averaging: A method for the application of survival analysis to high-dimensional microarray data. BMC Bioinformatics 2009; 10: 72.
  • 13.
    Noble Jr RB. Multivariate applications of Bayesian model averaging [dissertation]. Citeseer; 2000.
  • 14.
    Wiegand RE. Performance of using multiple stepwise algorithms for variable selection. Stat Med 2010; 29: 1647-1659.
  • 15.
    Hoeting JA, Madigan D, Raftery AE, Volinsky CT. Bayesian model averaging: a tutorial. Stat Sci 1999; 14: 382-401.
  • 16.
    Hoeting J, Raftery AE, Madigan D. A method for simultaneous variable selection and outlier identification in linear regression. Computational Statistics & Data Analysis. 1996; 22(3): 251-270.
  • 17.
    Genell A, Nemes S, Steineck G, Dickman PW. Model selection in medical research: a simulation study comparing Bayesian model averaging and stepwise regression. BMC Med Res Methodol 2010; 10: 108.
  • 18.
    Wang D, Zhang W, Bakhai A. Comparison of Bayesian model averaging and stepwise methods for model selection in logistic regression. Stat Med 2004; 23: 3451-3467.
  • 19.
    Azizi F, Madjid M, Rahmani M, Emami H, Mirmiran P, Hadjipour R. Tehran lipid and glucose study (TLGS): rationale and design. Iran J Endoc Metab 2000; 2: 77-86 (Persian).
  • 20.
    Stekhoven DJ. MissForest: nonparametric missing value imputation using random forest. Astrophysics Source Code Library 2015; 1: 05011.
  • 21.
    Filzmoser P, Gschwandtner M, Filzmoser MP, LazyData T. Package mvoutlier; 2015.
  • 22.
    Leamer EE. Regression selection strategies and revealed priors. J Am Stat Assoc 1978; 73: 580-587.
  • 23.
    Madigan D, Raftery AE. Model selection and accounting for model uncertainty in graphical models using Occam's window. J Am Stat Assoc 1994; 89: 1535-1546.
  • 24.
    Raftery AE. Bayesian model selection in social research. Soc method 1995; 25: 111-163.
  • 25.
    Furnival GM, Wilson RW. Regressions by leaps and bounds. Technometrics 1974; 16: 499-511.
  • 26.
    Raftery A, Hoeting J, Madigan D. Model selection and accounting for model uncertainty in linear regression models: Citeseer; 1993.
  • 27.
    Kass RE, Raftery AE. Bayes factors. J Am Stat Assoc 1995; 90: 773-795.
  • 28.
    Kass RE, Wasserman L. A reference Bayesian test for nested hypotheses and its relationship to the Schwarz criterion. J Am Stat Assoc 1995; 90: 928-934.
  • 29.
    Jeffreys H. The theory of probability: OUP Oxford; 1998.
  • 30.
    Thompson WR. Variable selection of correlated predictors in logistic regression: investigating the diet-heart hypothesis [dissertation]. Florida State Univ; 2009.
  • 31.
    Clyde M. Bayesian model averaging and model search strategies. Bayesian Statistics 6 JM Bernardo, JO Berger, AP Dawid and AFM Smith. Oxford: University Press; 1999; 157-185.
  • 32.
    TAY PL. Iterative Bayesian Model Averaging For Patients Survival Analysis [dissertation]. Universiti Teknologi Malaysia; 2010.
  • 33.
    Lipkovich IA. Bayesian model averaging and variable selection in multivariate ecological models [dissertation]. Virginia Tach Univ; 2002.
  • 34.
    Montgomery JM, Nyhan B. Bayesian model averaging: Theoretical developments and practical applications. Politic Anal 2010; 18: 245-270.
  • 35.
    Bagherzadeh-Khiabani F, Ramezankhani A, Azizi F, Hadaegh F, Steyerberg EW, Khalili D. A tutorial on variable selection for clinical prediction models: feature selection methods in data mining could improve the results. J Clin Epidemiol 2016; 71: 76-85.
  • 36.
    Flack VF, Chang PC. Frequency of selecting noise variables in subset regression analysis: a simulation study. Am Stat 1987; 41: 84-86.
  • 37.
    Mohamadi SM, Rashidi M, Afkhami Ardakani M. Risk factors for type 2 diabetes. J Shahid Sadoughi Unive Med Sci 2011; 19: 266-280 (Persian).
  • 38.
    Mehrabi Y, Khadem-Maboudi A, Hadaegh F, Sarbakhsh P. Prediction of diabetes using logic regression. Iran J Endocrinol Metab 2010; 12: 16-24 (Persian).
  • 39.
    Kaykha M, Ghorbani MJ, Amini M. The prevalence of type 2 diabetes, pre-diabetes and metabolic syndrome risk factors in first-degree relatives of patients with type 2 diabetes. J Kerman Univ Med Sci 2013; 20: 115-128 (Persian).
  • 40.
    Soori R, Rashidi M, Choobineh S, Ravasi AA, Baesi K, Rashidy-Pour A. Effects of 12 weeks resistant training on MTNR1B gene expression in the pancreas and glucose and insulin levels in type 2 diabetic rats. Koomesh 2017; 19: 46-55 (Persian).##.
comments

Leave a comment here

Share on
Metrics

Purchasing Reprints

  • Copyright Clearance Center (CCC) handles bulk orders for article reprints for Brieflands. To place an order for reprints, please click here (   https://www.copyright.com/landing/reprintsinquiryform/ ). Clicking this link will bring you to a CCC request form where you can provide the details of your order. Once complete, please click the ‘Submit Request’ button and CCC’s Reprints Services team will generate a quote for your review.
Search Relations

Author(s):

Related Articles