Department of Statistics, University of Virginia, Charlottesville, VA, USA.
Am J Physiol Endocrinol Metab. 2012 Aug 1;303(3):E397-409. doi: 10.1152/ajpendo.00494.2011. Epub 2012 Jun 5.
The present analysis tests the hypothesis that quantifiable disruption of the glucose-stimulated insulin-secretion dose-response pathway mediates impaired fasting glycemia (IFG) and type 2 diabetes mellitus (DM). To this end, adults with normal and impaired fasting glycemia (NFG, n = 30), IFG (n = 32), and DM (n = 14) were given a mixed meal containing 75 g glucose. C-peptide and glucose were measured over 4 h, 13 times in NFG and IFG and 16 times in DM (age range 50-57 yr, body mass index 28-32 kg/m(2)). Wavelet-based deconvolution analysis was used to estimate time-varying C-peptide secretion rates. Logistic dose-response functions were constructed analytically of the sensitivity, potency, and efficacy (in the pharmacological sense of slope, one-half maximal stimulation, and maximal effect) of glucose's stimulation of prehepatic insulin (C-peptide) secretion. A hysteresis changepoint time, demarcating unequal glucose potencies for onset and recovery pathways, was estimated simultaneously. According to this methodology, NFG subjects exhibited distinct onset and recovery potencies of glucose in stimulating C-peptide secretion (6.5 and 8.5 mM), thereby defining in vivo hysteresis (potency shift -2.0 mM). IFG patients manifested reduced glucose onset potency (8.6 mM), and diminished C-peptide hysteretic shift (-0.80 mM). DM patients had markedly decreased glucose potency (18.8 mM), reversal of C-peptide's hysteretic shift (+4.5 mM), and 30% lower C-peptide sensitivity to glucose stimulation. From these data, we conclude that a dynamic dose-response model of glucose-dependent control of C-peptide secretion can identify disruption of in vivo hysteresis in patients with IFG and DM. Pathway-defined analytic models of this kind may aid in the search for prediabetes biomarkers.
本分析检验了一个假设,即葡萄糖刺激胰岛素分泌剂量反应途径的可量化破坏介导了空腹血糖受损(IFG)和 2 型糖尿病(DM)。为此,将 30 名空腹血糖正常和受损(NFG)、32 名 IFG 和 14 名 DM 患者给予含有 75g 葡萄糖的混合餐。在 NFG 和 IFG 中测量了 13 次,在 DM 中测量了 16 次(年龄范围 50-57 岁,体重指数 28-32kg/m(2)),共 4 小时 13 次测量 C 肽和葡萄糖。采用基于小波的去卷积分析估计时变 C 肽分泌率。通过分析构建了葡萄糖刺激前肝胰岛素(C 肽)分泌的敏感性、效力和功效(药理学意义上的斜率、半最大刺激和最大效应)的对数剂量反应函数。同时估计了一个滞后变点时间,该时间区分了葡萄糖对起始和恢复途径的不同效力。根据该方法,NFG 受试者的葡萄糖刺激 C 肽分泌的起始和恢复效力明显不同(6.5 和 8.5mM),从而定义了体内滞后(效力变化-2.0mM)。IFG 患者表现出葡萄糖起始效力降低(8.6mM),C 肽滞后变化减少(-0.80mM)。DM 患者的葡萄糖效力明显降低(18.8mM),C 肽滞后变化反转(+4.5mM),C 肽对葡萄糖刺激的敏感性降低 30%。从这些数据中,我们得出结论,葡萄糖依赖性 C 肽分泌控制的动态剂量反应模型可以识别 IFG 和 DM 患者体内滞后的破坏。这种基于途径的分析模型可能有助于寻找糖尿病前期的生物标志物。