Loo S G, Dowse G K, Finch C, Zimmet P
Department of Mathematics, Monash University, Clayton, Victoria, Australia.
J Diabetes Complications. 1993 Apr-Jun;7(2):73-80. doi: 10.1016/1056-8727(93)90029-x.
Bimodality in the frequency distribution of plasma glucose 2 h after a 75-g oral glucose challenge has been demonstrated in only a few population groups, and the generalizability of the phenomenon remains unclear. Therefore, we have studied the distribution of 2-h glucose in 1813 Micronesians, aged 20 years and over, from an urbanized community of the Pacific Ocean Republic of Kiribati. The 2-h plasma glucose distributions were consistent with a mixture model comprising two lognormal components for age groups 30-39, 40-49 and 50+ years. The parameters of the mixture distribution were estimated by the method of maximum likelihood. The prevalence of non-insulin-dependent diabetes mellitus was 7.3% as defined by World Health Organization diagnostic criteria, and 4.7% when defined according to age-specific optimal cut-off values based on the minimization of the total number of misclassified individuals. Assuming that the fitted mixture distribution for each age group was the true plasma glucose distribution, the sensitivity and specificity of the World Health Organization diagnostic criteria and the age-specific optimal cut-off values were determined. Higher sensitivity with relatively little impairment of specificity resulted with the use of the former criteria. The prevalence of non-insulin-dependent diabetes mellitus increased with age as did the mean and standard deviation of the lower lognormal glucose component ("nondiabetics"). However, the mean and standard deviation of the "diabetic' upper component remained relatively constant and varied little with age.(ABSTRACT TRUNCATED AT 250 WORDS)
在75克口服葡萄糖耐量试验后2小时血浆葡萄糖频率分布的双峰现象仅在少数人群中得到证实,该现象的普遍性仍不清楚。因此,我们研究了来自太平洋基里巴斯共和国一个城市化社区的1813名20岁及以上密克罗尼西亚人的2小时血糖分布情况。对于30 - 39岁、40 - 49岁和50岁及以上年龄组,2小时血浆葡萄糖分布符合包含两个对数正态成分的混合模型。通过最大似然法估计混合分布的参数。按照世界卫生组织诊断标准,非胰岛素依赖型糖尿病的患病率为7.3%;根据基于最小化误分类个体总数的年龄特异性最佳临界值定义时,患病率为4.7%。假设每个年龄组拟合的混合分布是真实的血浆葡萄糖分布,确定了世界卫生组织诊断标准和年龄特异性最佳临界值的敏感性和特异性。使用前一种标准时,敏感性较高,而特异性的损害相对较小。非胰岛素依赖型糖尿病的患病率随年龄增加,“非糖尿病患者”较低对数正态血糖成分的均值和标准差也随年龄增加。然而,“糖尿病患者”较高成分的均值和标准差保持相对恒定,随年龄变化不大。(摘要截短至250字)