Progression to type 2 diabetes characterized by moderate then rapid glucose increases

被引:59
作者
Mason, Clinton C.
Hanson, Robert L.
Knowler, William C.
机构
[1] NIDDKD, Diabet Epidemiol & Clin Res Sect, NIH, Phoenix, AZ 85014 USA
[2] Arizona State Univ, Dept Math & Stat, Tempe, AZ USA
关键词
D O I
10.2337/db07-0053
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objective-The transition of an individual from non-noglycemia to diabetes has generally been thought to involve either moderate or rapid changes in glucose over time, although few studies have analyzed these changes. We sought to determine whether a general pattern of glucose change exists in most individuals who become diabetic. Research design and methods-We examined longitudinal data from Pima Indians who developed diabetes after several biennial examinations to characterize changes in 2-h plasma glucose. A distinct pattern of glucose change was apparent in the time course of most individuals, an initial linear trend followed by a steeper rise in glucose values. A model consisting of additive linear and exponential functions was hypothesized to account for this pattern and was tested for goodness of fit on 55 individuals who became diabetic after at least 10 previous examinations. Results-The combined linear and exponential model provided a significantly better fit than linear or exponential models alone in 40 of the 55 cases (P < 10(-38)). Using this model, the timeframe over which glucose values rose suddenly was estimated, having a median time to onset of <4.5 years from the time at which the exponential effect had contributed a modest increase of 10 mg/dl to the initial linear trend. Conclusions-We conclude that there are two distinct processes affecting glucose levels in most individuals who progress to type 2 diabetes and that the rapid glucose rise identified in these people may be an important period for physiologic and preventive research.
引用
收藏
页码:2054 / 2061
页数:8
相关论文
共 21 条
  • [1] [Anonymous], 1988, Nonlinear regression analysis and its applications, DOI DOI 10.1002/9780470316757
  • [2] Deteriorating beta-cell function in type 2 diabetes: a long-term model
    Bagust, A
    Beale, S
    [J]. QJM-AN INTERNATIONAL JOURNAL OF MEDICINE, 2003, 96 (04) : 281 - 288
  • [3] BENNETT PH, 1982, INSERM S, V22, P65
  • [4] VARIABILITY OF CAPILLARY PLASMA-GLUCOSE IN HEALTHY-INDIVIDUALS IN REPEATED 75 G ORAL GLUCOSE-TOLERANCE TESTS
    CUMMINGS, ST
    FRASER, CG
    [J]. ANNALS OF CLINICAL BIOCHEMISTRY, 1988, 25 : 634 - 637
  • [5] Clinical outcomes and cost-effectiveness of strategies for managing people at high risk for diabetes
    Eddy, DM
    Schlessinger, L
    Kahn, R
    [J]. ANNALS OF INTERNAL MEDICINE, 2005, 143 (04) : 251 - 264
  • [6] Trying to predict the future for people with diabetes: A tough but important task
    Engelgau, MM
    [J]. ANNALS OF INTERNAL MEDICINE, 2005, 143 (04) : 301 - 302
  • [7] Mode of onset of type 2 diabetes from normal or impaired glucose tolerance
    Ferrannini, E
    Nannipieri, M
    Williams, K
    Gonzales, C
    Haffner, SM
    Stern, MP
    [J]. DIABETES, 2004, 53 (01) : 160 - 165
  • [8] The cost-effectiveness of lifestyle modification or metformin in preventing type 2 diabetes in adults with impaired glucose tolerance
    Herman, WH
    Hoerger, TJ
    Brandle, M
    Hicks, K
    Sorensen, S
    Zhang, P
    Hamman, RF
    Ackermann, RT
    Engelgau, MM
    Ratner, RE
    [J]. ANNALS OF INTERNAL MEDICINE, 2005, 142 (05) : 323 - 332
  • [9] DIABETES INCIDENCE IN PIMA-INDIANS - CONTRIBUTIONS OF OBESITY AND PARENTAL DIABETES
    KNOWLER, WC
    PETTITT, DJ
    SAVAGE, PJ
    BENNETT, PH
    [J]. AMERICAN JOURNAL OF EPIDEMIOLOGY, 1981, 113 (02) : 144 - 156
  • [10] Knowler WC, 2002, NEW ENGL J MED, V346, P393, DOI 10.1056/NEJMoa012512