| Literature DB >> 29860430 |
Ruben H Willemsen1,2, Keith Burling3, Peter Barker3, Fran Ackland4, Renuka P Dias5,6,7, Julie Edge8, Anne Smith4, John Todd9, Boryana Lopez10, Adrian P Mander10, Catherine Guy1, David B Dunger1,11.
Abstract
Objective: To evaluate an approach to measure β-cell function by frequent testing of C-peptide concentrations in dried blood spots (DBSs). Patients: Thirty-two children, aged 7 to 17 years, with a recent diagnosis of type 1 diabetes. Design: Mixed-meal tolerance test (MMTT) within 6 and again at 12 months after diagnosis, with paired venous and DBS C-peptide sampling at 0 and 90 minutes. Weekly DBS C-peptide before and after standardized breakfasts collected at home.Entities:
Mesh:
Substances:
Year: 2018 PMID: 29860430 PMCID: PMC6126892 DOI: 10.1210/jc.2018-00500
Source DB: PubMed Journal: J Clin Endocrinol Metab ISSN: 0021-972X Impact factor: 5.958
Figure 1.Study design.
Baseline Data at MMTT Visits 1 and 2
| Visit 1 | Visit 2 |
| |
|---|---|---|---|
| N | 32 | 28 | — |
| Ethnicity | Asian 3 | Asian 3 | — |
| Mixed 3 | Mixed 3 | ||
| White 26 | White 22 | ||
| Age at diagnosis, y | 12.0 (2.9) | 11.9 (3.1) | — |
| Age at visit, y | 12.4 (2.9) | 12.9 (3.1) | <0.001 |
| Sex, male/female | 12/20 | 9/19 | — |
| Duration of diabetes, d | 154 (65) | 365 (9) | <0.001 |
| HbA1c, mmol/mol | 51 (12) | 59 (20) | <0.05 |
| Height SDS | 0.19 (1.0) | 0.15 (1.0) | NS |
| BMI SDS | 0.62 (1.0) | 0.64 (1.2) | NS |
| Insulin regimen | |||
| Basal bolus | 27 | 18 | — |
| Pump | 5 | 9 | — |
| ≤3 Injections | 0 | 1 | — |
| Insulin dose, U/kg/d | 0.57 (0.23) | 0.64 (0.28) | NS |
| Fasting glucose, mmol/L | 6.5 (2.3) | 8.1 (2.8) | <0.01 |
| Fasting DBS C-peptide, pmol/L | 379 (396) | 245 (240) | <0.05 |
| 90-min glucose, mmol/L | 15.4 (4.0) | 19.0 (3.9) | <0.001 |
| 90-min DBS C-peptide, pmol/L | 948 (727) | 493 (641) | <0.001 |
| Mean AUC C-peptide, pmol/L | 0.59 (1.76) | 0.34 (0.45) | <0.001 |
| Peak C-peptide in MMTT, pmol/L | 794 (582) | 422 (660) | <0.001 |
Abbreviations: NS, not significant; SDS, SD score.
Values reported as median (IQR); all other values reported as mean (SD).
Figure 2.Correlation between plasma and DBS MMTT C-peptide levels. Fasting and postprandial values indicated by green and blue circles, respectively. N = 115; r = 0.91; P < 0.001.
Figure 3.Bland-Altman plot for the comparison of the DBS and plasma C-peptide assay, performed on paired plasma and DBS samples during MMTT.
Figure 4.Bland-Altman plot for the comparison of the slopes in β-cell function across the two different methods (AUC C-peptide during MMTT vs postprandial home DBS C-peptide).
Covariates of Fasting and Postprandial DBS C-Peptide
| Fasting DBS C-Peptide | ||||||||
|---|---|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 4 | |||||
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|
|
|
|
| |
| Diabetes duration, d | −0.57 | <0.001 | −0.57 | <0.001 | −1.2 | <0.01 | −1.8 | <0.001 |
| Fasting glucose, mmol/L | 17.6 | <0.001 | 17.9 | <0.001 | 45.1 | <0.001 | 43.5 | <0.001 |
| Age at diagnosis, y | 25.7 | 0.025 | 17.2 | 0.037 | 16.8 | 0.044 | 7.4 | 0.433 |
| Baseline plasma C-peptide, pmol/L | 0.61 | <0.001 | 0.60 | <0.001 | 0.60 | <0.001 | ||
| Diabetes duration × fasting glucose | −0.10 | <0.001 | −0.10 | <0.001 | ||||
| Diabetes duration × diabetes duration | 0.003 | <0.001 | 0.003 | <0.001 | ||||
| Diabetes duration × age at diagnosis | 0.04 | 0.051 | ||||||
| Akaike information criterion | 8941 | 8920 | 8903 | 8901 | ||||
Interaction terms: To investigate the effects of covariates on DBS C-peptide, we used a series of mixed-effects regression models with random intercepts to account for the repeat measurements per person. The interaction terms in these models indicate whether the coefficient of a covariate changes with longer diabetes duration. For example, a negative coefficient for the interaction term “diabetes duration × glucose” indicates that the (positive) effect of glucose on DBS C-peptide decreases with longer duration of diabetes. To examine whether there was a change in glucose responsiveness with longer duration of diabetes, we tested whether there was an interaction between diabetes duration and glucose levels. To examine whether there was a more pronounced decline in C-peptide with longer diabetes duration in younger children, we tested whether there was an interaction between age at diagnosis and diabetes duration.
Covariates of DBS C-Peptide Increment After Breakfast
| Model 1 | Model 2 | |||
|---|---|---|---|---|
|
|
|
|
| |
| Diabetes duration, d | −1.0 | <0.001 | −0.69 | <0.001 |
| Delta glucose, mmol/L | 16.3 | <0.001 | 48.3 | <0.001 |
| Fasting DBS C-peptide, pmol/L | −0.44 | <0.001 | −0.45 | <0.001 |
| Diabetes duration × delta glucose | −0.12 | <0.001 | ||
| Akaike information criterion | 8709 | 8694 | ||
Interaction terms: To investigate the effects of covariates on DBS C-peptide, we used a series of mixed-effects regression models with random intercepts to account for the repeat measurements per person. The interaction terms in these models indicate whether the coefficient of a covariate changes with longer diabetes duration. For example, a negative coefficient for the interaction term “diabetes duration × glucose” indicates that the (positive) effect of glucose on DBS C-peptide decreases with longer duration of diabetes. To examine whether there was a change in glucose responsiveness with longer duration of diabetes, we tested whether there was an interaction between diabetes duration and glucose levels. To examine whether there was a more pronounced decline in C-peptide with longer diabetes duration in younger children, we tested whether there was an interaction between age at diagnosis and diabetes duration.
Tables 2 and 3 show results for fasting DBS C-peptide and postprandial DBS C-peptide (Table 2) and the DBS C-peptide increment (Table 3), respectively.