
Chinese General Practice ›› 2025, Vol. 28 ›› Issue (36): 4578-4585.DOI: 10.12114/j.issn.1007-9572.2024.0434
Special Issue: 内分泌代谢性疾病最新文章合辑
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Received:2024-06-25
Revised:2025-04-28
Published:2025-12-20
Online:2025-12-04
Contact:
WANG Qi
通讯作者:
王祺
作者简介:作者贡献:
范学明进行文章的构思和设计;杨宁宁进行结果的分析和解释;郑症进行研究数据的收集整理和统计学处理;吴玉梅、王祺进行论文的修订,对文章整体监督管理。
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| 指标 | 建模队列(n=220) | 验证队列(n=106) | t(χ2)值 | P值 |
|---|---|---|---|---|
| 性别(男/女) | 138/82 | 76/30 | 2.553a | 0.110 |
| 年龄(岁) | 68.7±9.1 | 68.9±9.1 | 0.028 | 0.978 |
| 吸烟史[例(%)] | 67(30.5) | 35(33.0) | 0.219a | 0.640 |
| 受教育程度[例(%)] | 0.046a | 0.830 | ||
| 高中及以下 | 92(41.8) | 43(40.6) | ||
| 大专及以上 | 128(58.2) | 63(49.4) | ||
| 家族慢性疾病史[例(%)] | 0.377a | 0.539 | ||
| 有 | 48(21.8) | 20(18.9) | ||
| 无 | 172(78.2) | 86(81.1) | ||
| 家庭月收入情况[例(%)] | 0.336a | 0.562 | ||
| ≤5 000元 | 86(39.1) | 45(42.5) | ||
| >5 000元 | 134(60.9) | 61(57.5) | ||
| BMI(kg/m2) | 22.44±2.56 | 22.58±2.53 | 0.464 | 0.643 |
| 糖尿病病程(年) | 6.80±1.33 | 6.95±1.35 | 0.949 | 0.343 |
| CRP(mg/L) | 7.34±1.37 | 7.29±1.28 | 0.315 | 0.753 |
| TyG | 9.34±1.26 | 9.30±1.32 | 0.264 | 0.792 |
| SBP(mmHg) | 129±14 | 126±10 | 1.683 | 0.093 |
| DBP(mmHg) | 84±8 | 83±8 | 1.037 | 0.300 |
| HDL-C(mmol/L) | 1.06±0.15 | 1.04±0.14 | 1.152 | 0.250 |
| LDL-C(mmol/L) | 2.73±0.31 | 2.78±0.29 | 1.393 | 0.165 |
| HbAlc(%) | 9.82±0.99 | 9.98±0.98 | 0.514 | 0.607 |
| FPG(mmol/L) | 8.49±1.31 | 8.53±1.33 | 0.257 | 0.797 |
| TC(mmol/L) | 6.26±0.88 | 6.23±0.85 | 0.292 | 0.771 |
| TG(mmol/L) | 4.24±0.57 | 4.30±0.59 | 0.880 | 0.379 |
| FIB-4 | 1.37±0.26 | 1.36±0.28 | 0.634 | 0.526 |
| NFS(分) | -0.45±0.57 | -0.40±0.53 | 0.455 | 0.649 |
| PT(s) | 11.21±2.15 | 11.26±2.18 | 0.196 | 0.845 |
| APTT(s) | 28.43±3.17 | 28.64±3.05 | 0.567 | 0.571 |
| TT(s) | 12.23±1.75 | 12.30±1.81 | 0.335 | 0.738 |
| AST(U/L) | 24.25±9.81 | 22.82±7.65 | 1.320 | 0.188 |
| ALT(U/L) | 27.93±6.54 | 27.16±6.10 | 1.017 | 0.310 |
| PLT(×109/L) | 144.55±10.49 | 147.16±20.69 | 1.512 | 0.131 |
| ALB(mg/L) | 12.57±1.18 | 12.79±1.11 | 1.607 | 0.109 |
Table 1 Comparison of baseline data between modeling queue and validation queue
| 指标 | 建模队列(n=220) | 验证队列(n=106) | t(χ2)值 | P值 |
|---|---|---|---|---|
| 性别(男/女) | 138/82 | 76/30 | 2.553a | 0.110 |
| 年龄(岁) | 68.7±9.1 | 68.9±9.1 | 0.028 | 0.978 |
| 吸烟史[例(%)] | 67(30.5) | 35(33.0) | 0.219a | 0.640 |
| 受教育程度[例(%)] | 0.046a | 0.830 | ||
| 高中及以下 | 92(41.8) | 43(40.6) | ||
| 大专及以上 | 128(58.2) | 63(49.4) | ||
| 家族慢性疾病史[例(%)] | 0.377a | 0.539 | ||
| 有 | 48(21.8) | 20(18.9) | ||
| 无 | 172(78.2) | 86(81.1) | ||
| 家庭月收入情况[例(%)] | 0.336a | 0.562 | ||
| ≤5 000元 | 86(39.1) | 45(42.5) | ||
| >5 000元 | 134(60.9) | 61(57.5) | ||
| BMI(kg/m2) | 22.44±2.56 | 22.58±2.53 | 0.464 | 0.643 |
| 糖尿病病程(年) | 6.80±1.33 | 6.95±1.35 | 0.949 | 0.343 |
| CRP(mg/L) | 7.34±1.37 | 7.29±1.28 | 0.315 | 0.753 |
| TyG | 9.34±1.26 | 9.30±1.32 | 0.264 | 0.792 |
| SBP(mmHg) | 129±14 | 126±10 | 1.683 | 0.093 |
| DBP(mmHg) | 84±8 | 83±8 | 1.037 | 0.300 |
| HDL-C(mmol/L) | 1.06±0.15 | 1.04±0.14 | 1.152 | 0.250 |
| LDL-C(mmol/L) | 2.73±0.31 | 2.78±0.29 | 1.393 | 0.165 |
| HbAlc(%) | 9.82±0.99 | 9.98±0.98 | 0.514 | 0.607 |
| FPG(mmol/L) | 8.49±1.31 | 8.53±1.33 | 0.257 | 0.797 |
| TC(mmol/L) | 6.26±0.88 | 6.23±0.85 | 0.292 | 0.771 |
| TG(mmol/L) | 4.24±0.57 | 4.30±0.59 | 0.880 | 0.379 |
| FIB-4 | 1.37±0.26 | 1.36±0.28 | 0.634 | 0.526 |
| NFS(分) | -0.45±0.57 | -0.40±0.53 | 0.455 | 0.649 |
| PT(s) | 11.21±2.15 | 11.26±2.18 | 0.196 | 0.845 |
| APTT(s) | 28.43±3.17 | 28.64±3.05 | 0.567 | 0.571 |
| TT(s) | 12.23±1.75 | 12.30±1.81 | 0.335 | 0.738 |
| AST(U/L) | 24.25±9.81 | 22.82±7.65 | 1.320 | 0.188 |
| ALT(U/L) | 27.93±6.54 | 27.16±6.10 | 1.017 | 0.310 |
| PLT(×109/L) | 144.55±10.49 | 147.16±20.69 | 1.512 | 0.131 |
| ALB(mg/L) | 12.57±1.18 | 12.79±1.11 | 1.607 | 0.109 |
| 微血管病变类型 | 发生例数 | 占比(%) |
|---|---|---|
| 糖尿病肾病 | 44 | 40.0 |
| 糖尿病视网膜病变 | 29 | 26.4 |
| 糖尿病肾病合并糖尿病视网膜病变 | 37 | 33.6 |
Table 2 Microvascular lesions in patients with T2DM combined with MAFLD
| 微血管病变类型 | 发生例数 | 占比(%) |
|---|---|---|
| 糖尿病肾病 | 44 | 40.0 |
| 糖尿病视网膜病变 | 29 | 26.4 |
| 糖尿病肾病合并糖尿病视网膜病变 | 37 | 33.6 |
| 项目 | 未发生组(n=110) | 发生组(n=110) | t(χ2)值 | P值 |
|---|---|---|---|---|
| 性别(男/女) | 68/42 | 70/40 | 0.078a | 0.780 |
| 年龄(岁) | 68.8±8.9 | 68.6±9.1 | 0.150 | 0.881 |
| 吸烟史[例(%)] | 22(20.0) | 45(40.9) | 11.353a | 0.001 |
| 受教育程度[例(%)] | 0.083a | 0.774 | ||
| 高中及以下 | 35(31.8) | 37(33.6) | ||
| 大专及以上 | 75(68.2) | 73(66.4) | ||
| 家族慢性疾病史[例(%)] | 0.107a | 0.744 | ||
| 有 | 25(22.7) | 23(20.9) | ||
| 无 | 85(77.3) | 87(79.1) | ||
| 家庭月收入情况[例(%)] | 0.076a | 0.782 | ||
| ≤5 000元 | 42(38.2) | 44(40.0) | ||
| >5 000元 | 68(61.8) | 66(60.0) | ||
| BMI(kg/m2) | 22.43±2.25 | 22.45±2.27 | 0.100 | 0.921 |
| 糖尿病病程(年) | 6.14±1.09 | 7.47±1.15 | 8.804 | <0.001 |
| CRP(mg/L) | 5.64±1.47 | 9.05±1.23 | 18.659 | <0.001 |
| TyG | 9.12±1.01 | 9.56±1.05 | 3.167 | 0.002 |
| SBP(mmHg) | 129±13 | 129±13 | 0.073 | 0.942 |
| DBP(mmHg) | 84±11 | 84±10 | 0.065 | 0.949 |
| HDL-C(mmol/L) | 1.05±0.21 | 1.07±0.24 | 0.658 | 0.511 |
| LDL-C(mmol/L) | 2.78±0.35 | 2.69±0.37 | 1.853 | 0.065 |
| HbAlc(%) | 9.85±0.51 | 9.78±0.62 | 0.914 | 0.361 |
| FPG(mmol/L) | 8.32±1.45 | 8.65±1.62 | 1.592 | 0.113 |
| TC(mmol/L) | 6.31±1.28 | 6.20±1.15 | 0.670 | 0.503 |
| TG(mmol/L) | 3.96±0.81 | 4.52±0.95 | 4.705 | <0.001 |
| FIB-4 | 1.24±0.25 | 1.51±0.34 | 6.710 | <0.001 |
| NFS | -0.68±0.54 | -0.21±0.68 | 5.677 | <0.001 |
| PT(s) | 11.26±2.81 | 11.16±2.66 | 0.271 | 0.787 |
| APTT(s) | 28.55±3.58 | 28.32±3.45 | 0.485 | 0.628 |
| TT(s) | 12.25±3.21 | 12.20±2.78 | 0.123 | 0.902 |
| AST(U/L) | 23.26±8.72 | 25.24±10.89 | 1.489 | 0.138 |
| ALT(U/L) | 27.11±6.32 | 28.75±6.76 | 1.859 | 0.064 |
| PLT(×109/L) | 143.32±10.86 | 145.77±10.12 | 1.731 | 0.085 |
| ALB(mg/L) | 12.45±1.09 | 12.68±1.26 | 1.448 | 0.149 |
Table 3 Comparison of baseline data between the non-occurrence group and the occurrence group of patients
| 项目 | 未发生组(n=110) | 发生组(n=110) | t(χ2)值 | P值 |
|---|---|---|---|---|
| 性别(男/女) | 68/42 | 70/40 | 0.078a | 0.780 |
| 年龄(岁) | 68.8±8.9 | 68.6±9.1 | 0.150 | 0.881 |
| 吸烟史[例(%)] | 22(20.0) | 45(40.9) | 11.353a | 0.001 |
| 受教育程度[例(%)] | 0.083a | 0.774 | ||
| 高中及以下 | 35(31.8) | 37(33.6) | ||
| 大专及以上 | 75(68.2) | 73(66.4) | ||
| 家族慢性疾病史[例(%)] | 0.107a | 0.744 | ||
| 有 | 25(22.7) | 23(20.9) | ||
| 无 | 85(77.3) | 87(79.1) | ||
| 家庭月收入情况[例(%)] | 0.076a | 0.782 | ||
| ≤5 000元 | 42(38.2) | 44(40.0) | ||
| >5 000元 | 68(61.8) | 66(60.0) | ||
| BMI(kg/m2) | 22.43±2.25 | 22.45±2.27 | 0.100 | 0.921 |
| 糖尿病病程(年) | 6.14±1.09 | 7.47±1.15 | 8.804 | <0.001 |
| CRP(mg/L) | 5.64±1.47 | 9.05±1.23 | 18.659 | <0.001 |
| TyG | 9.12±1.01 | 9.56±1.05 | 3.167 | 0.002 |
| SBP(mmHg) | 129±13 | 129±13 | 0.073 | 0.942 |
| DBP(mmHg) | 84±11 | 84±10 | 0.065 | 0.949 |
| HDL-C(mmol/L) | 1.05±0.21 | 1.07±0.24 | 0.658 | 0.511 |
| LDL-C(mmol/L) | 2.78±0.35 | 2.69±0.37 | 1.853 | 0.065 |
| HbAlc(%) | 9.85±0.51 | 9.78±0.62 | 0.914 | 0.361 |
| FPG(mmol/L) | 8.32±1.45 | 8.65±1.62 | 1.592 | 0.113 |
| TC(mmol/L) | 6.31±1.28 | 6.20±1.15 | 0.670 | 0.503 |
| TG(mmol/L) | 3.96±0.81 | 4.52±0.95 | 4.705 | <0.001 |
| FIB-4 | 1.24±0.25 | 1.51±0.34 | 6.710 | <0.001 |
| NFS | -0.68±0.54 | -0.21±0.68 | 5.677 | <0.001 |
| PT(s) | 11.26±2.81 | 11.16±2.66 | 0.271 | 0.787 |
| APTT(s) | 28.55±3.58 | 28.32±3.45 | 0.485 | 0.628 |
| TT(s) | 12.25±3.21 | 12.20±2.78 | 0.123 | 0.902 |
| AST(U/L) | 23.26±8.72 | 25.24±10.89 | 1.489 | 0.138 |
| ALT(U/L) | 27.11±6.32 | 28.75±6.76 | 1.859 | 0.064 |
| PLT(×109/L) | 143.32±10.86 | 145.77±10.12 | 1.731 | 0.085 |
| ALB(mg/L) | 12.45±1.09 | 12.68±1.26 | 1.448 | 0.149 |
| 变量 | VIF值 | 容忍度 |
|---|---|---|
| CRP | 2.684 | 0.373 |
| TyG | 1.100 | 0.909 |
| 糖尿病病程 | 1.393 | 0.718 |
| 吸烟史 | 1.085 | 0.922 |
| TG | 1.120 | 0.892 |
| FIB-4 | 1.314 | 0.761 |
| NFS | 1.141 | 0.876 |
Table 4 Results of the collinearity analysis
| 变量 | VIF值 | 容忍度 |
|---|---|---|
| CRP | 2.684 | 0.373 |
| TyG | 1.100 | 0.909 |
| 糖尿病病程 | 1.393 | 0.718 |
| 吸烟史 | 1.085 | 0.922 |
| TG | 1.120 | 0.892 |
| FIB-4 | 1.314 | 0.761 |
| NFS | 1.141 | 0.876 |
| 变量 | β | SE | Wald χ2值 | P值 | OR值 | 95%CI |
|---|---|---|---|---|---|---|
| CRP | 2.069 | 0.347 | 35.602 | <0.001 | 7.918 | 4.013~15.624 |
| TyG | 0.427 | 0.137 | 9.664 | 0.002 | 1.533 | 1.171~2.006 |
| 糖尿病病程 | 0.970 | 0.283 | 11.739 | 0.001 | 2.638 | 1.515~4.596 |
| 吸烟史 | 2.116 | 0.737 | 8.244 | 0.004 | 8.298 | 1.957~35.175 |
| TG | 0.720 | 0.169 | 18.116 | <0.001 | 2.055 | 1.475~2.862 |
| NFS | 1.233 | 0.248 | 24.817 | <0.001 | 3.433 | 2.113~5.576 |
| FIB-4 | 3.388 | 0.597 | 32.164 | <0.001 | 29.598 | 9.179~95.437 |
Table 5 Results of multivariate Logistic regression analysis of microvascular lesions in patients with T2DM combined with MAFLD
| 变量 | β | SE | Wald χ2值 | P值 | OR值 | 95%CI |
|---|---|---|---|---|---|---|
| CRP | 2.069 | 0.347 | 35.602 | <0.001 | 7.918 | 4.013~15.624 |
| TyG | 0.427 | 0.137 | 9.664 | 0.002 | 1.533 | 1.171~2.006 |
| 糖尿病病程 | 0.970 | 0.283 | 11.739 | 0.001 | 2.638 | 1.515~4.596 |
| 吸烟史 | 2.116 | 0.737 | 8.244 | 0.004 | 8.298 | 1.957~35.175 |
| TG | 0.720 | 0.169 | 18.116 | <0.001 | 2.055 | 1.475~2.862 |
| NFS | 1.233 | 0.248 | 24.817 | <0.001 | 3.433 | 2.113~5.576 |
| FIB-4 | 3.388 | 0.597 | 32.164 | <0.001 | 29.598 | 9.179~95.437 |
Figure 1 ROC curves of CRP,TyG,duration of diabetes,smoking history,TG,NFS,and FIB-4 in predicting microvascular lesions in patients with T2DM combined with MAFLD
| 指标 | 最佳截断值 | 灵敏度 | 特异度 | 约登指数 | AUC | 95%CI |
|---|---|---|---|---|---|---|
| CRP | 7.50 mg/L | 0.882 | 0.900 | 0.782 | 0.964 | 0.944~0.984 |
| TyG | 9.63 | 0.555 | 0.673 | 0.227 | 0.620 | 0.546~0.693 |
| 糖尿病病程 | 7.00年 | 0.491 | 0.927 | 0.418 | 0.795 | 0.737~0.853 |
| 吸烟史 | 0.409 | 0.800 | 0.209 | 0.605 | 0.530~0.679 | |
| TG | 4.73 mmg/L | 0.464 | 0.845 | 0.309 | 0.663 | 0.592~0.735 |
| NFS | 1.45 | 0.591 | 0.764 | 0.355 | 0.730 | 0.664~0.796 |
| FIB-4 | -0.80 | 1.000 | 0.455 | 0.455 | 0.743 | 0.678~0.808 |
Table 6 Performance evaluation of CRP,TyG,duration of diabetes,smoking history,TG,NFS,and FIB-4 in predicting microvascular lesions in patients with T2DM complicated with MAFLD
| 指标 | 最佳截断值 | 灵敏度 | 特异度 | 约登指数 | AUC | 95%CI |
|---|---|---|---|---|---|---|
| CRP | 7.50 mg/L | 0.882 | 0.900 | 0.782 | 0.964 | 0.944~0.984 |
| TyG | 9.63 | 0.555 | 0.673 | 0.227 | 0.620 | 0.546~0.693 |
| 糖尿病病程 | 7.00年 | 0.491 | 0.927 | 0.418 | 0.795 | 0.737~0.853 |
| 吸烟史 | 0.409 | 0.800 | 0.209 | 0.605 | 0.530~0.679 | |
| TG | 4.73 mmg/L | 0.464 | 0.845 | 0.309 | 0.663 | 0.592~0.735 |
| NFS | 1.45 | 0.591 | 0.764 | 0.355 | 0.730 | 0.664~0.796 |
| FIB-4 | -0.80 | 1.000 | 0.455 | 0.455 | 0.743 | 0.678~0.808 |
| 指标 | 建模队列(n=220) | 验证队列(n=106) |
|---|---|---|
| 区分度 | ||
| AUC(95%CI) | 0.990(0.990~1.000) | 1.000(0.990~1.000) |
| 灵敏度(%) | 97.00 | 100.00 |
| 特异度(%) | 95.00 | 96.00 |
| 正确指数 | 0.960 | 0.980 |
| 校准度 | ||
| Hosmer-Lemeshow检验P值 | 0.923 | 0.999 |
Table 7 Performance of the prediction model in the modeling queue and the validation queue
| 指标 | 建模队列(n=220) | 验证队列(n=106) |
|---|---|---|
| 区分度 | ||
| AUC(95%CI) | 0.990(0.990~1.000) | 1.000(0.990~1.000) |
| 灵敏度(%) | 97.00 | 100.00 |
| 特异度(%) | 95.00 | 96.00 |
| 正确指数 | 0.960 | 0.980 |
| 校准度 | ||
| Hosmer-Lemeshow检验P值 | 0.923 | 0.999 |
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