| Literature DB >> 24843717 |
Daisuke Fujiwara1, Kenji Takahashi1, Takahiro Suzuki1, Masakazu Shii1, Yukako Nakashima1, Sato Takekawa1, Atsushi Yoshida1, Takashi Matsuoka1.
Abstract
AIMS/Entities:
Keywords: C‐peptide; Meal load; Multiple daily insulin injection
Year: 2013 PMID: 24843717 PMCID: PMC4020258 DOI: 10.1111/jdi.12103
Source DB: PubMed Journal: J Diabetes Investig ISSN: 2040-1116 Impact factor: 4.232
Baseline clinical characteristics of patients enrolled in the study (n =291)
| Male/female | 181/110 |
| Age (years) | 63.1 ± 11.1 |
| Period from diagnosis of diabetes (years) | 12.4 ± 10.1 |
| BMI (kg/m2) | 21.7 ± 2.2 |
| FPG (mg/dL) | 184 ± 59 |
| HbA1c (%, NGSP) | 10.3 ± 1.9 |
| FCPR (ng/mL) | 1.32 ± 0.86 |
| ΔCPR (ng/mL) | 1.83 ± 1.18 |
| CPR2h (ng/mL) | 3.70 ± 2.11 |
| CPI (ng/mg) | 0.78 ± 0.57 |
| CPI2h (ng/mL) | 1.40 ± 1.03 |
| SUIT (%) | 20.1 ± 18.3 |
| Diabetes treatment, | |
| Diet only | 69 (23.7) |
| OHA alone | 160 (54.9) |
| Sulfonylurea ( | (115) |
| Insulin | 62 (21.3) |
| With OHA ( | (21) |
| Complicated diseases, | |
| Peripheral neuropathy | 154 (56.4) |
| Diabetic retinopathy | 137 (47.4) |
| Diabetic renal disease | 84 (28.9) |
| Ischemic heart disease | 47 (16.7) |
| Cerebral vascular disease | 24 (8.5) |
| Arteriosclerotic disease of the legs | 23 (8.3) |
Data are shown as mean ± standard deviation; number of patients and percentages in parenthesis. ΔCPR, increment of C‐peptide immunoreactivity during glucagon test; BMI, body mass index; CPI, C‐peptide index; CPI2h, C‐peptide index 2 h after breakfast; CPR2h, C‐peptide immunoreactivity 2 h after breakfast; FCPR, fasting C‐peptide; FPG, fasting plasma glucose; HbA1c, glycated hemoglobin; NGSP, National Glycohemoglobin Standardization Program; OHA, oral hypoglycemic agent; SUIT, secretory unit of islets in transplantation.
Baseline clinical profiles and C‐peptide immunoreactivity levels in each final therapy group
| Indices | OHA alone ( | BOT ( | MDI ( |
|---|---|---|---|
| Male/female | 67/36 | 37/19 | 77/55 |
| Age (years) | 63.5 ± 9.9 | 57.4 ± 12.8 | 65.2 ± 10.4 |
| Period from diagnosis (years) | 8.0 ± 8.7 | 10.4 ± 8.0 | 16.5 ± 10.2 |
| BMI (kg/m2) | 21.8 ± 2.0 | 22.8 ± 1.8 | 21.2 ± 2.4 |
| FPG (mg/dL) | 162 ± 39 | 204 ± 56 | 193 ± 67 |
| HbA1c (%; NGSP) | 10.0 ± 1.8 | 10.5 ± 1.9 | 10.3 ± 2.1 |
| FCPR (ng/mL) | 1.41 ± 0.61 | 1.55 ± 1.12 | 1.15 ± 0.86 |
| ΔCPR (ng/mL) | 2.28 ± 1.22 | 2.19 ± 1.18 | 1.33 ± 0.92 |
| CPR2h (ng/mL) | 4.43 ± 1.69 | 4.35 ± 2.16 | 2.86 ± 2.09 |
| CPI (ng/mg) | 0.91 ± 0.43 | 0.81 ± 0.63 | 0.66 ± 0.61 |
| CPI2h (ng/mg) | 1.87 ± 1.03 | 1.55 ± 0.93 | 0.97 ± 0.89 |
| SUIT (%) | 23.8 ± 13.2 | 19.5 ± 19.2 | 17.5 ± 20.8 |
Baseline clinical makers and C‐peptide immunoreactivity (CPR) levels in each final therapy group are shown. Data are presented as mean ± standard deviation. Statistical analyses were carried out by anova and post‐hoc comparison by the Bonferroni method.
*P < 0.05, **P < 0.01 vs oral hypoglycemic agent (OHA) alone; †P < 0.05, ††P < 0.01 vs basal insulin‐supported oral therapy (BOT).
ΔCPR, increment of C‐peptide immunoreactivity during glucagon test; BMI, body mass index; CPI, C‐peptide index; CPI2h, C‐peptide index 2 h after breakfast; CPR2h, C‐peptide immunoreactivity 2 h after breakfast; FCPR, fasting C‐peptide; FPG, fasting plasma glucose; HbA1c, glycated hemoglobin; MDI, multiple daily insulin injection; SUIT, secretory unit of islets in transplantation.
Comparison of clinical markers and C‐peptide immunoreactivity levels, before and after intensive insulin therapy, between the oral hypoglycemic agent (oral hypoglycemic agent alone + basal insulin‐supported oral therapy) and multiple daily insulin injection groups
| Indices | OHA alone + BOT ( | MDI ( | Non‐paired |
|---|---|---|---|
| Period from diagnosis (years) | 8.8 ± 8.5 | 16.5 ± 10.2 | <0.01 |
| BMI (kg/m2) | 22.2 ± 2.0 | 21.2 ± 2.4 | <0.01 |
| CPR levels before IIT | |||
| FCPR (ng/mL) | 1.46 ± 0.83 | 1.15 ± 0.86 | <0.01 |
| ΔCPR (ng/mL) | 2.25 ± 1.20 | 1.33 ± 0.92 | <0.01 |
| CPR2h (ng/mL) | 4.40 ± 1.86 | 2.86 ± 2.09 | <0.01 |
| CPI (ng/mg) | 0.87 ± 0.51 | 0.66 ± 0.61 | <0.01 |
| CPI2h (ng/mL) | 1.76 ± 1.00 | 0.97 ± 0.89 | <0.01 |
| SUIT (%) | 22.3 ± 15.6 | 17.5 ± 20.8 | <0.05 |
| CPR levels after IIT | |||
| FCPR | 1.33 ± 0.78 | 0.70 ± 0.48 | <0.01 |
| CPR2h (ng/mL) | 5.10 ± 2.16 | 2.10 ± 1.39 | <0.01 |
| CPI (ng/mg) | 1.13 ± 0.66 | 0.59 ± 0.39 | <0.01 |
| CPI2h (ng/mL) | 3.17 ± 1.46 | 1.20 ± 0.79 | <0.01 |
| SUIT (%) | 37.8 ± 23.3 | 19.7 ± 13.0 | <0.01 |
C‐peptide immunoreactivity (CPR) index levels, before and after intensive insulin therapy, and other markers in the oral hypoglycemic agent (OHA) alone + basal insulin‐supported oral therapy (BOT; OHA group) and multiple daily insulin injection (MDI) group are shown as mean ± standard deviation, respectively.
ΔCPR, increment of C‐peptide immunoreactivity during glucagon test; BMI, body mass index; CPI, C‐peptide index; CPI2h, C‐peptide index 2 h after breakfast; CPR2h, CPR 2 h after breakfast; FCPR, fasting C‐peptide; SUIT, secretory unit of islets in transplantation.
Receiver operating characteristic analysis of disease period and C‐peptide immunoreactivity indices for identifying patients who require multiple daily insulin injection therapy, using C‐peptide immunoreactivity data before intensive insulin therapy
| Indices | AUC (95% CI) | Cut‐off | Sensitivity (%) | Specificity (%) | |
|---|---|---|---|---|---|
| Disease period | 0.730 (0.672–0.787) | <0.001 | 15 (years) | 52.8 | 77.0 |
| ΔCPR | 0.742 (0.685–0.800) | <0.001 | 1.5 (ng/mL) | 66.7 | 69.2 |
| CPR2h | 0.752 (0.695–0.809) | <0.001 | 3.0 (ng/mL) | 61.4 | 82.4 |
| CPI | 0.692 (0.630–0.755) | <0.001 | 0.6 (ng/mg) | 65.2 | 68.6 |
| CPI 2 h | 0.779 (0.726–0.832) | <0.001 | 1.0 (ng/mg) | 62.1 | 79.2 |
| SUIT | 0.677 (0.614–0.739) | <0.001 | 15 (%) | 65.2 | 62.3 |
Results of receiver operating characteristic (ROC) analysis using the data before intensive insulin therapy (IIT) are shown (refer to Figure S2a).
ΔCPR, increment of C‐peptide immunoreactivity during glucagon test; AUC, area under the ROC curve; CPI, C‐peptide index; CPI2h, C‐peptide index 2 h after breakfast; CPR2h, C‐peptide immunoreactivity 2 h after breakfast; SUIT, secretory unit of islets in transplantation.
Receiver operating analysis of C‐peptide immunoreactivity indices for identifying patients who require multiple daily insulin injection therapy, using C‐peptide immunoreactivity data after intensive insulin therapy
| Indices | AUC (95% CI) | Cut‐off | Sensitivity (%) | Specificity (%) | |
|---|---|---|---|---|---|
| CPR2h | 0.902 (0.866–0.939) | <0.001 | 3.0 (ng/mL) | 78.0 | 86.8 |
| CPI | 0.811 (0.761–0.861) | <0.001 | 0.6 (ng/mg) | 65.2 | 81.8 |
| CPI2h | 0.912 (0.879–0.945) | <0.001 | 2.0 (ng/mg) | 87.1 | 76.1 |
| SUIT | 0.807 (0.757–0.857) | <0.001 | 20 (%) | 62.9 | 83.0 |
Results of receiver operating characteristic (ROC) analysis using the data after intensive insulin therapy (IIT) are shown (refer to Figure S2b).
ΔCPR, increment of C‐peptide immunoreactivity during glucagon test; AUC, area under the ROC curve; CPI, C‐peptide index; CPI2h, C‐peptide index 2 h after breakfast; CPR2h, C‐peptide immunoreactivity 2 h after breakfast; SUIT, secretory unit of islets in transplantation.
Summary of multiple logistic analyses of C‐peptide immunoreactivity indices using (a) before and (b) after intensive insulin therapy data for identifying patients who require multiple daily insulin injection therapy
| Parameters | Partial regression coefficient (95% CI) | Standardized partial regression coefficient | Odds ratio (95% CI) | |
|---|---|---|---|---|
|
| ||||
| ΔCPR | −0.6932 (−1.0071∼−0.3794) | −0.7892 | <0.01 | 0.4999 (0.3653∼0.6843) |
| CPR2h | −0.3786 (−0.5536∼−0.2037) | −0.7875 | <0.01 | 0.6848 (0.5749∼0.8157) |
| CPI | −0.6385 (−1.2051∼−0.0719) | −0.3520 | <0.05 | 0.5281 (0.2997∼0.9306) |
| CPI2h | −1.0778 (−1.5206∼−0.6350) | −1.0864 | <0.01 | 0.3403 (0.2186∼0.5300) |
| SUIT | −0.0155 (−0.0327∼−0.0017) | −0.2858 | 0.0776 | 0.9846 (0.9678∼1.0017) |
|
| ||||
| CPR2h | −1.0624 (−1.3329∼−0.7918) | −2.3746 | <0.01 | 0.3456 (0.2637∼0.4530) |
| CPI | −2.0601 (−2.8288∼−1.2914) | −1.2475 | <0.01 | 0.1274 (0.0591∼0.2749) |
| CPI2h | −1.8840 (−2.3879∼−1.3801) | −2.8252 | <0.01 | 0.1520 (0.0918∼0.2516) |
| SUIT | −0.6160 (−0.0853∼−0.0379) | −1.3216 | <0.01 | 0.9402 (0.9182∼0.9628) |
The summary of multiple‐logistically analyzed data of C‐peptide immunoreactivity (CPR) parameters cited from Tables S2a (a) and S2b (b) is shown.
ΔCPR, increment of C‐peptide immunoreactivity during glucagon test; CI, confidence interval; CPI, C‐peptide index; CPI2h, C‐peptide index 2 h after breakfast; CPR2h, C‐peptide immunoreactivity 2 h after breakfast; IIT, intensive insulin therapy; SUIT, secretory unit of islets in transplantation.