Observational Study
Copyright ©The Author(s) 2025.
World J Diabetes. Feb 15, 2025; 16(2): 94976
Published online Feb 15, 2025. doi: 10.4239/wjd.v16.i2.94976
Table 1 Clinical characteristics of included participants before propensity score matching

Insulin
OAD
Insulin + OAD
P value
Patients (n)105321319-
Men, n (%)47 (44.8)164 (51.1)142 (44.5)0.365
Age (year)67.2 ± 5.869.3 ± 5.868.1 ± 5.80.269
BMI (kg/m2)24.4 ± 3.324.4 ± 3.325.6 ± 3.80.289
Weight65.9 ± 6.665.1 ± 7.568.3 ± 6.70.189
Waist (cm)85.8 ± 9.785.7 ± 10.489.6 ± 10.60.176
SBP (mmHg)150.1 ± 21.8141 ± 23.3143.2 ± 21.80.021
DBP (mmHg)81.2 ± 12.575.6 ± 12.175.9 ± 12.30.012
Hypertension (%)70.149.168.10.027
HbA1c (%)8.6 ± 2.87.8 ± 2.39.6 ± 2.60.018
HDL-C (mmol/L)1.27 ± 0.41.24 ± 0.351.23 ± 0.330.738
LDL-C (mmol/L)3.72 ± 1.193.57 ± 0.973.42 ± 0.90.515
Total cholesterol (mmol/L)5.7 ± 1.385.59 ± 1.175.4 ± 1.10.525
Triglycerides (mmol/L)1.64 ± 1.011.83 ± 1.481.67 ± 1.010.018
Plasma creatinine (μmol/L)178.43 ± 114.27142.24 ± 88.74265.87 ± 167.94< 0.001
Plasma urea (mmol/L)6.0 ± 3.85.7 ± 3.26.4 ± 3.90.013
eGFR [mL/(min·1.73m2)]84.4 ± 15.299.5 ± 16.377.1 ± 17.50.011
Fasting glucose (mmol/L)8.34 ± 2.696.91 ± 2.99.1 ± 4.30.023
Fasting insulin (pmol/L)51.2 (30.3-91.9)55.6 (30.5-92.7)53.3 (23.1-93.0)0.712
Fasting c peptide (nmol/L)0.64 (0.46-1.0)0.8 (0.5-1.12)0.58 (0.4-0.88)0.002
Postprandial glucose (mmol/L)11.8 ± 4.912.2 ± 4.513.6 ± 5.30.019
Postprandial insulin (pmol/L)152.6 (70.2-305)184.5 (90.2-351.9)128.3 (68.4-318.9)0.036
Postprandial c peptide (nmol/L)1.48 (0.78-1.89)1.79 (1.18-2.59)1.2 (0.68-1.78)< 0.001
Log HOMA-β5.48 ± 0.175.98 ± 0.085.49 ± 0.080.019
Log HOMA-IR2.66 ± 0.132.78 ± 0.082.76 ± 0.070.625
Diabetic nephrology, n (%)20 (19.0)99 (30.8)102 (31.9)
Diabetic retinopathy, n (%)15 (14.2)45 (14.0)77 (24.1)
Diabetic neuropathy, n (%)25 (23.8)71 (22.1)82 (25.7)
Any diabetic vascular disease, n (%)35 (33.3)156 (48.6)150 (47.0)
Table 2 Clinical characteristics of included participants after propensity score matching
OAD vs insulin
OAD vs insulin + OAD
Insulin vs insulin + OAD
Insulin
OAD
P value
Insulin
Insulin + OAD
P value
OAD
Insulin + OAD
P value
Patients (n)96961891898888
Men, n (%)44 (45.8)46 (47.9)0.77279 (41.7)74 (39.1)0.60137 (42.0)41 (46.5)0.544
Age (year)58.3 ± 4.857.3 ± 5.50.48460.2 ± 13.459.1 ± 12.80.75558.1 ± 4.859.3 ± 4.40.526
BMI (kg/m2)23.4 ± 2.323.0 ± 3.30.44824.6 ± 4.625.1 ±4.20.78824.2 ± 3.524.9 ± 3.60.852
Weight65.1 ± 7.565.9 ± 6.60.59665.3 ± 6.764.8 ± 6.60.45868.3 ± 6.765.1 ± 7.50.336
Waist (cm)84.7 ± 11.485.2 ± 10.70.23486.6 ± 9.687.4 ± 10.70.63588.6 ± 11.689.7 ± 10.50.452
SBP (mmHg)140 ± 22.3138.1 ± 22.80.288137.3 ± 24.1139.1 ± 20.20.189140.2 ± 23.2139 ± 19.30.793
DBP (mmHg)81.6 ± 12.181.2 ± 11.50.93878.5 ± 12.579.2 ± 11.20.17181.9 ± 12.381.6 ± 10.10.549
Hypertension (%)43.736.40.50139.740.70.8424239.80.891
HbA1c (%)8.9± 2.38.6 ± 2.20.2389.40 ± 2.199.43 ± 2.30.8699.4 ± 3.99.6 ± 3.50.384
HDL-C (mmol/L)1.34 ± 0.511.37 ± 0.430.6631.25 ± 0.361.25 ± 0.460.3251.33 ± 0.751.31 ± 0.660.874
LDL-C (mmol/L)3.47 ± 0.883.42 ± 1.090.2363.62 ± 0.993.832 ± 1.190.3313.44 ± 1.153.67 ± 1.360.589
Total cholesterol (mmol/L)5.44 ± 1.085.41 ± 1.420.1325.66 ± 1.215.71 ± 1.390.2655.51 ± 1.065.69 ± 1.090.874
Triglycerides (mmol/L)1.63 ± 1.331.69 ± 1.210.7851.88 ± 1.111.89 ± 1.250.8361.77 ± 1.361.98 ± 1.480.458
Plasma creatinine (μmol/L)136.24 ± 87.6148.43 ± 110.60.321185.87 ± 95.4198.43 ± 104.30.451165.87 ± 76.6162.24 ± 88.60.541
Plasma urea (mmol/L)5.61 ± 1.35.66 ± 1.80.6546.53 ± 1.96.36 ± 1.70.5465.89 ± 2.06.32 ± 2.60.359
eGFR [mL/(min·1.73m2)]101.5 ± 12.497.4 ± 13.60.21384.5 ± 18.675.1 ± 17.60.33688.4 ± 15.578.1 ± 16.40.125
Fasting glucose (mmol/L)7.97 ± 2.137.89 ± 2.470.3658.56 ± 3.028.61 ± 3.000.8368.64 ± 2.159.27 ± 3.130.381
Fasting insulin (pmol/L)60.6 (36.5-65.7)57.2 (29.3-75.9)0.81759.3 (33.1-69.0)65.2 (36.3-69.9)0.93860.3 (31-68)66.6 (29.5-68.7)0.918
Fasting c peptide (nmol/L)0.73 (0.54-0.86)0.77 (0.50-1.07)0.5440.72 (0.50-0.90)0.68 (0.47-0.88)0.5410.73 (0.51-0.85)0.67 (0.45-0.79)0.496
Postprandial glucose (mmol/L)12.3 ± 4.712.2 ± 4.10.84713.3 ± 5.313.3 ± 4.90.98113.6 ± 5.314.0 ± 4.50.977
Postprandial insulin (pmol/L)232.5 (123.2-232.9)232.6 (131.2-254)0.501222.3 (111-238.9)222.6 (97.2-225)0.403194.3 (121.4-194.9)194.5 (66.2-194.9)0.411
Postprandial c peptide (nmol/L)1.79 (0.98-0.91)1.69 (1.11-2.38)0.2981.62 (1.03-1.93)1.43 (0.82-1.81)0.0891.41 (0.86-1.71)1.36 (0.75-1.87)0.58
Log HOMA-β5.60 ± 775.57 ± 0.910.8645.41 ± 0.865.43 ± 0.840.9915.31 ± 0.725.17 ± 0.910.277
Log HOMA-IR2.63 ± 0.792.60 ± 0.910.8662.69 ± 0.912.67 ± 0.780.9062.65 ± 0.822.71 ± 0.750.511
Diabetic nephrology, n (%)20 (20.8)21 (21.8)0.88763 (0.33)56 (0.29)0.57515 (17.1)27 (30.6)0.095
Diabetic retinopathy, n (%)14 (14.6)11 (11.4)0.57234 (0.18)46 (0.24)0.22313 (14.7)21 (23.8)0.201
Diabetic neuropathy, n (%)23 (23.9)20 (20.8)0.67942 (0.22)50 (0.26)0.45523 (26.1)24(27.3)0.896
Any diabetic vascular disease, n (%)35 (36.4)40 (41.6)0.62495 (0.50)94 (0.49)0.95630 (34.1)38 (43.1)0.409
Table 3 Comparisons of β-cell function before and after anti-diabetic treatments

Insulin
OAD
Insulin + OAD
P value
Fasting glucose (mmol/L)
    Before8.34 ± 2.696.91 ± 2.99.11 ± 4.30.023
    After7.62 ± 3.186.39 ± 2.77.99 ± 3.3< 0.001
    P value0.8760.9410.475
Postprandial glucose (mmol/L)
    Before11.8 ± 4.912.2 ± 4.513.6 ± 5.30.019
    After12.6 ± 5.711.7 ± 3.912.7 ± 5.20.009
    P value0.2950.9750.169
HbA1c (%)
    Before8.6 ± 2.87.8 ± 2.39.6 ± 2.60.018
    After8.1 ± 2.27.7 ± 2.09.2 ± 2.3< 0.001
    P value0.0470.0240.246
AUC glucose (mmol/L/h)
    Before43.5 (35.8-50.1)40.5 (32.3-49.6)46.6 (35.2-57.3)0.031
    After42.6 (30.6-52.8)39.5 (33.1-48.6)45.3 (35.0-60.2)0.003
    P value0.6210.7580.384
Fasting C peptide (nmol/L/h)
    Before0.64 (0.46-1.0)0.8 (0.5-1.12)0.58 (0.4-0.88)0.002
    After0.51 (0.37-0.79)0.71 (0.63-1.24)0.47 (0.35-0.79)< 0.001
    P value0.0020.026< 0.001
AUC C peptide (nmol/L/h)
    Before4.45 (2.73-5.81)5.52 (3.65-8.06)3.74 (2.16-5.42)< 0.001
    After3.85 (3.32-5.22)4.92 (4.28-8.02)3.1 (2.04-4.73)< 0.001
    P value0.1530.2940.047
AUC C peptide/glucose
    Before0.1 (0.06-0.17)0.14 (0.08-0.23)0.08 (0.05-0.125)< 0.001
    After0.08 (0.04-0.13)0.15 (0.1-0.21)0.07 (0.05-0.1)< 0.001
    P value0.5320.7350.405
Table 4 Changes of β-cell function after different anti-diabetic treatments according to disease duration
Treatment
Disease
duration
(years)
Fasting insulin (pmol/L/h)
Fasting C-peptide (nmol/L/h)
AUC insulin (pmol/L/h)
AUC C-peptide (nmol/L/h)
Ins0-165.4 ± 6.60.88 ± 0.08695.7 ± 105.55.58 ± 0.57
1-5104.0 ± 33.60.68 ± 0.05731.0 ± 111.25.16 ± 0.43
5-1095.5 ± 28.90.69 ± 0.06628.3 ± 125.04.22 ± 0.34
10-2072.6.0 ± 24.90.70 ± 0.07550.6 ± 122.93.91 ± 0.37
20-3093.1 ± 31.60.73 ± 0.15605.7 ± 131.73.68 ± 0.51
OAD0-164.7 ± 5.80.87 ± 0.04696.9 ± 54.66.14 ± 0.27
1-577.0 ± 6.60.98 ± 0.07761.1 ± 39.86.65 ± 0.25
5-1062.7 ± 3.40.88 ± 0.03687.8 ± 40.16.05 ± 0.25
10-2098.8 ± 18.80.81 ± 0.03740.1 ± 84.45.14 ± 0.20
20-3096.8 ± 26.11.00 ± 0.13709.5 ± 139.45.74 ± 0.65
Ins + OAD0-180.6 ± 13.60.80 ± 0.07715.2 ± 95.95.12 ± 0.48
1-576.6 ± 8.90.78 ± 0.03597.1 ± 53.24.47 ± 0.23
5-1089.2 ± 17.30.66 ± 0.02638.0 ± 92.73.85 ± 0.17
10-2084.4 ± 7.80.70 ± 0.05533.9 ± 33.43.85 ± 0.16
20-30204.2 ± 93.20.75 ± 0.06542.0 ± 67.63.94 ± 0.31
P value0-10.6310.0950.8050.002
1-50.4020.0010.0010.001
5-100.3690.0010.0020.001
10-200.1320.0010.0050.001
20-300.1610.0410.0390.002
Table 5 Comparisons of β-cell response, insulin sensitivity and insulin resistance before and after different anti-diabetic treatments

Insulin
OAD
Insulin + OAD
P value
C peptide index [ΔC30/ΔG30]
    Before0.095 (0.025-0.14)0.103 (0.04-0.17)0.076 (0-0.07)0.235
    After0.125 (0.03-0.182)0.1 (0.03-0.27)0.067 (0.02-0.12)< 0.001
Log HOMA-β
    Before5.92 ± 0.175.91 ± 0.085.49 ± 0.08< 0.001
    After5.47 ± 0.115.73 ± 0.085.32 ± 0.08< 0.001
Log HOMA-IR
    Before2.63 ± 0.132.68 ± 0.082.76 ± 0.070.933
    After2.89 ± 0.152.79 ± 0.092.886 ± 0.080.175
Matsuda index (ISI)
    Before17.89 ± 7.613.4 ± 316.24 ± 4< 0.001
    After14.43 ± 6.111.9 ± 2.814.1 ± 11.3< 0.001