Beta cell function in type 1 diabetes determined from clinical and fasting biochemical variables

被引:22
作者
Wentworth, John M. [1 ,2 ,3 ]
Bediaga, Naiara G. [1 ,2 ]
Giles, Lynne C. [4 ]
Ehlers, Mario [5 ,6 ]
Gitelman, Stephen E. [7 ]
Geyer, Susan [8 ]
Evans-Molina, Carmella [9 ]
Harrison, Leonard C. [1 ,2 ]
机构
[1] Walter & Eliza Hall Inst Med Res, 1G Royal Parade, Parkville, Vic 3052, Australia
[2] Univ Melbourne, Dept Med Biol, Parkville, Vic 3010, Australia
[3] Univ Melbourne, Royal Melbourne Hosp, Dept Diabet & Endocrinol, Parkville, Vic, Australia
[4] Univ Adelaide, Sch Publ Hlth, Adelaide, SA, Australia
[5] Immune Tolerance Network, Clin Trials Grp, San Francisco, CA USA
[6] Eli Lilly & Co, San Diego, CA USA
[7] Univ Calif San Francisco, San Francisco, CA 94143 USA
[8] Univ S Florida, Tampa, FL USA
[9] Indiana Univ Sch Med, Indianapolis, IN 46202 USA
基金
美国国家卫生研究院; 英国医学研究理事会;
关键词
Adult; Beta cell function; Children; Clinical trial; Immune therapy; Immune Tolerance Network; Linear model; TrialNet; Type; 1; diabetes; C-PEPTIDE RESPONSES; DOUBLE-BLIND; INSULIN SENSITIVITY; RISK SCORE; ONSET; DIAGNOSIS; CHILDREN; THERAPY; MULTICENTER; DEFINITION;
D O I
10.1007/s00125-018-4722-z
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Aims/hypothesisBeta cell function in type 1 diabetes is commonly assessed as the average plasma C-peptide concentration over 2h following a mixed-meal test (CPAVE). Monitoring of disease progression and response to disease-modifying therapy would benefit from a simpler, more convenient and less costly measure. Therefore, we determined whether CPAVE could be reliably estimated from routine clinical variables.MethodsClinical and fasting biochemical data from eight randomised therapy trials involving participants with recently diagnosed type 1 diabetes were used to develop and validate linear models to estimate CPAVE and to test their accuracy in estimating loss of beta cell function and response to immune therapy.ResultsA model based on disease duration, BMI, insulin dose, HbA(1c), fasting plasma C-peptide and fasting plasma glucose most accurately estimated loss of beta cell function (area under the receiver operating characteristic curve [AUROC] 0.89 [95% CI 0.87, 0.92]) and was superior to the commonly used insulin-dose-adjusted HbA(1c) (IDAA1c) measure (AUROC 0.72 [95% CI 0.68, 0.76]). Model-estimated CPAVE (CPEST) reliably identified treatment effects in randomised trials. CPEST, compared with CPAVE, required only a modest (up to 17%) increase in sample size for equivalent statistical power.Conclusions/interpretationCP(EST), approximated from six variables at a single time point, accurately identifies loss of beta cell function in type 1 diabetes and is comparable to CPAVE for identifying treatment effects. CPEST could serve as a convenient and economical measure of beta cell function in the clinic and as a primary outcome measure in trials of disease-modifying therapy in type 1 diabetes.
引用
收藏
页码:33 / 40
页数:8
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