Fasting Blood Sugar Levels and Associated Factors among Diabetes Patients in East Shewa, Ethiopia: Bayesian Approach

Biruk Shalmeno Tusa
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Abstract

Introduction: Majority of diabetes patients fail to achieve adequate level of fasting blood sugar. Therefore, the pre Department of Epidemiology & Biostatistics, Collage of Health and Medical Sciences, Haramaya University, Haramaya, Ethiopia sent study uses a Bayesian framework to identify factors associated with level of fasting blood sugar. Methods: Institution based cross-sectional study was employed. Markov chain Monte Carlo (MCMC) simulation was used to estimate the model parameters. Summary statistic including mean, standard deviation (SD) and 95% credible intervals (CI) of unknown parameters was calculated from stored MCMC samples. Result: The mean (±SD) fasting blood sugar level was 151.07 (±38.21) mg/dl. Good Diabetic self-care activities (β=-8.78; HPD CI: (-16.63, -0.93)), having chronic illness other than diabetes mellitus (DM) (β=9.89; HPD CI: (1.39- 18.38)), taking insulin (β=16.82; HPD CI: (4.82, 28.83)) and both insulin and oral anti-diabetic medication (β=32.31; HPD CI: (15.20, 49.37)) and having serious psychological distress (β=15.46; HPD CI: (1.70 – 29.17)) were significantly associated with level of fasting blood sugar. Conclusions: Diabetic self-care activities, chronic illness other than DM, treatment regimen and depression were strong predictors of fasting blood sugar level among DM patients. Therefore, we recommend that integration of screening & treating for depression & comorbidities and give counseling on diabetic self-care activity along with the already existing DM treatment.
埃塞俄比亚东谢瓦糖尿病患者的空腹血糖水平及其相关因素:贝叶斯方法
导读:大多数糖尿病患者的空腹血糖不能达到适当的水平。因此,埃塞俄比亚哈拉马亚大学卫生与医学科学学院流行病学与生物统计系的前期研究使用贝叶斯框架来确定与空腹血糖水平相关的因素。方法:采用基于机构的横断面研究。采用马尔可夫链蒙特卡罗(MCMC)仿真方法估计模型参数。从储存的MCMC样本中计算未知参数的均值、标准差(SD)和95%可信区间(CI)的汇总统计量。结果:空腹血糖平均值(±SD)为151.07(±38.21)mg/dl。良好的糖尿病自我护理活动(β=-8.78;HPD CI:(-16.63, -0.93)),患有非糖尿病(DM)的慢性疾病(β=9.89;HPD CI:(1.39- 18.38)),服用胰岛素(β=16.82;HPD CI:(4.82, 28.83))和胰岛素和口服降糖药联合使用(β=32.31;HPD CI:(15.20, 49.37)),有严重的心理困扰(β=15.46;HPD CI:(1.70 - 29.17))与空腹血糖水平显著相关。结论:糖尿病自我护理活动、非糖尿病慢性疾病、治疗方案和抑郁情绪是糖尿病患者空腹血糖水平的重要预测因素。因此,我们建议将抑郁症和合并症的筛查和治疗结合起来,并在已有的糖尿病治疗的同时,对糖尿病患者的自我保健活动进行咨询。
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