Analysis of risk factors for carotid intima-media thickness in patients with type 2 diabetes mellitus in Western China assessed by logistic regression combined with a decision tree model

被引:15
作者
Zhou, Yuan-Yuan [1 ,2 ]
Qiu, Hong-Mei [2 ]
Yang, Ying [1 ]
Han, Yuan-Yuan [3 ]
机构
[1] Kunming Med Univ, Peoples Hosp Yunnan Prov 2, Affiliated Hosp 4, Dept Endocrinol & Metab, Kunming 650021, Yunnan, Peoples R China
[2] Kunming Med Univ, Peoples Hosp, Affiliated Hosp 6, Dept Endocrinol & Metab, Yuxi 653100, Peoples R China
[3] Chinese Acad Med Sci & Peking Union Med Coll, Inst Med Biol, Ctr Tree Shrew Germplasm Resources, Kunming 650021, Yunnan, Peoples R China
关键词
Type; 2; diabetes; Carotid intima-media thickness; Visceral fat area; Decision tree; ASSOCIATION TASK-FORCE; CORONARY-HEART-DISEASE; CARDIOVASCULAR RISK; SUBCLINICAL HYPOTHYROIDISM; AMERICAN-COLLEGE; FAT ACCUMULATION; MENOPAUSE; GLUCOSE; WOMEN; METAANALYSIS;
D O I
10.1186/s13098-020-0517-8
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background Cardiovascular disease (CVD) is the leading cause of morbidity and mortality in patients with type 2 diabetes (T2DM). Carotid intima-media thickness (CIMT) is considered a preclinical stage of atherosclerosis. Therefore, it is necessary to identify the related risk factors for CIMT to facilitate the early prevention of CVD. Previous studies have shown that visceral fat area (VFA) is a risk factor for T2DM and CVD. However, few studies have focused on the effects of VFA on CIMT associated with T2DM. Moreover, considering that the body fat distribution shows regional and racial heterogeneity, the purpose of this study was to investigate the predictive value of VFA and other risk factors for CIMT associated with T2DM in Western China. Methods In a cross-sectional study, a total of 1372 patients with T2DM were divided into the CIMT (-) group (n = 965) and the CIMT (+) group (n = 407) based on CIMT values. In addition to the univariate analyses, logistic regression analysis and a decision tree model were simultaneously performed to establish a correlation factor model for CIMT. Results Univariate analyses showed that sex, smoking status, age, heart rate, systolic blood pressure (SBP), diastolic blood pressure (DBP), height, weight, body mass index (BMI), waist circumference, hip circumference, waist-hip ratio, VFA, subcutaneous fat area, and the levels of 2-h C-peptide, serum creatinine, urea nitrogen and uric acid were significantly different between the two groups (all p < 0.05). Smoking, increased VFA, female sex and increased BMI were risk factors in the logistic regression analyses (OR = 5.759, OR = 1.364, OR = 2.239, OR = 1.186, respectively). In the decision tree model, smoking was the root node, followed by sex, waist circumference, VFA and chronic kidney disease (CKD) in order of importance. Conclusions In addition to smoking, sex and BMI, VFA has a significant effect on CIMT associated with T2DM in the Chinese Han population in Western China. In addition, the decision tree model could help clinicians make more effective decisions, with its simplicity and intuitiveness, making it worth promoting in future medical research.
引用
收藏
页数:13
相关论文
共 75 条
[61]   Association between carotid intima-media thickness and index of central fat distribution in middle-aged and elderly Chinese [J].
Ren, Chenxi ;
Zhang, Jie ;
Xu, Yu ;
Xu, Baihui ;
Sun, Wanwan ;
Sun, Jichao ;
Wang, Tiange ;
Xu, Min ;
Lu, Jieli ;
Wang, Weiqing ;
Bi, Yufang ;
Chen, Yuhong .
CARDIOVASCULAR DIABETOLOGY, 2014, 13 :1-8
[62]   Menopause and cardiovascular disease: the evidence [J].
Rosano, G. M. C. ;
Vitale, C. ;
Marazzi, G. ;
Volterrani, M. .
CLIMACTERIC, 2007, 10 :19-24
[63]   Diabetes mellitus, fasting blood glucose concentration, and risk of vascular disease: a collaborative meta-analysis of 102 prospective studies [J].
Sarwar, N. ;
Gao, P. ;
Seshasai, S. R. Kondapally ;
Gobin, R. ;
Kaptoge, S. ;
Di Angelantonio, E. ;
Ingelsson, E. ;
Lawlor, D. A. ;
Selvin, E. ;
Stampfer, M. ;
Stehouwer, C. D. A. ;
Lewington, S. ;
Pennells, L. ;
Thompson, A. ;
Sattar, N. ;
White, I. R. ;
Ray, K. K. ;
Danesh, J. ;
Tipping, R. W. ;
Ford, C. E. ;
Pressel, S. L. ;
Folsom, A. R. ;
Chambless, L. E. ;
Wagenknecht, L. E. ;
Panagiotakos, D. B. ;
Pitsavos, C. ;
Chrysohoou, C. ;
Stefanadis, C. ;
Knuiman, M. ;
Whincup, P. H. ;
Wannamethee, S. G. ;
Morris, R. W. ;
Kiechl, S. ;
Willeit, J. ;
Oberhollenzer, F. ;
Mayr, A. ;
Wald, N. ;
Ebrahim, S. ;
Yarnell, J. W. ;
Gallacher, J. ;
Casiglia, E. ;
Tikhonoff, V. ;
Nietert, P. J. ;
Sutherland, S. E. ;
Bachman, D. L. ;
Keil, J. E. ;
de Boer, I. H. ;
Kizer, J. R. ;
Mukamal, K. J. ;
Tybjaerg-Hansen, A. .
LANCET, 2010, 375 (9733) :2215-2222
[64]   Menopause and diabetes: EMAS clinical guide [J].
Slopien, Radoslaw ;
Wender-Ozegowska, Ewa ;
Rogowicz-Frontczak, Anita ;
Meczekalski, Blazej ;
Zozulinska-Ziolkiewicz, Dorota ;
Jaremek, Jesse D. ;
Cano, Antonio ;
Chedraui, Peter ;
Goulis, Dimitrios G. ;
Lopes, Patrice ;
Mishra, Gita ;
Mueck, Alfred ;
Rees, Margaret ;
Senturk, Levent M. ;
Simoncini, Tommaso ;
Stevenson, John C. ;
Stute, Petra ;
Tuomikoski, Pauliina ;
Paschou, Stavroula A. ;
Anagnostis, Panagiotis ;
Lambrinoudaki, Irene .
MATURITAS, 2018, 117 :6-10
[65]   Age- and Gender-Associated Determinants of Carotid Intima-Media Thickness: A Community-Based Study [J].
Su, Ta-Chen ;
Chien, Kuo-Liong ;
Jeng, Jiann-Shing ;
Chen, Ming-Fong ;
Hsu, Hsiu-Ching ;
Torng, Pao-Ling ;
Sung, Fung-Chang ;
Lee, Yuan-Teh .
JOURNAL OF ATHEROSCLEROSIS AND THROMBOSIS, 2012, 19 (09) :872-880
[66]  
The branch of the CMA endocrinology obesity group, 2011, CHIN J ENDOCRINOL ME, V27, P711, DOI DOI 10.3760/cma.j.issn.1000-6699.2011.09.003
[67]   Mannheim Carotid Intima-Media Thickness and Plaque Consensus (2004-2006-2011) An Update on Behalf of the Advisory Board of the 3rd, 4th and 5th Watching the Risk Symposia, at the 13th, 15th and 20th European Stroke Conferences, Mannheim, Germany, 2004, Brussels, Belgium, 2006, and Hamburg, Germany, 2011 [J].
Touboul, P. -J. ;
Hennerici, M. G. ;
Meairs, S. ;
Adams, H. ;
Amarenco, P. ;
Bornstein, N. ;
Csiba, L. ;
Desvarieux, M. ;
Ebrahim, S. ;
Hernandez, R. Hernandez ;
Jaff, M. ;
Kownator, S. ;
Naqvi, T. ;
Prati, P. ;
Rundek, T. ;
Sitzer, M. ;
Schminke, U. ;
Tardif, J. -C. ;
Taylor, A. ;
Vicaut, E. ;
Woo, K. S. .
CEREBROVASCULAR DISEASES, 2012, 34 (04) :290-296
[68]   Common Carotid Artery Intima-Media Thickness: The Cardiovascular Risk Factor Multiple Evaluation in Latin America (CARMELA) Study Results [J].
Touboul, Pierre-Jean ;
Vicaut, Eric ;
Labreuche, Julien ;
Acevedo, Monica ;
Torres, Victor ;
Ramirez-Martinez, Jesus ;
Vinueza, Raul ;
Silva, Honorio ;
Champagne, Beatriz ;
Hernandez-Hernandez, Rafael ;
Wilson, Elinor ;
Schargrodsky, Herman .
CEREBROVASCULAR DISEASES, 2011, 31 (01) :43-50
[69]   Relation between age and carotid artery intima-medial thickness: a systematic review [J].
van den Munckhof, Inge C. L. ;
Jones, Helen ;
Hopman, Maria T. E. ;
de Graaf, Jacqueline ;
Nyakayiru, Jean ;
van Dijk, Bart ;
Eijsvogels, Thijs M. H. ;
Thijssen, Dick H. J. .
CLINICAL CARDIOLOGY, 2018, 41 (05) :698-704
[70]   Contribution of visceral fat accumulation to carotid intima-media thickness in a Chinese population [J].
Wang, Y. ;
Ma, X. ;
Zhou, M. ;
Zong, W. ;
Zhang, L. ;
Hao, Y. ;
Zhu, J. ;
Xiao, Y. ;
Li, D. ;
Bao, Y. ;
Jia, W. .
INTERNATIONAL JOURNAL OF OBESITY, 2012, 36 (09) :1203-1208