| Literature DB >> 30305681 |
Biao Cheng1, Ju-Yi Li1, Xiao-Chao Li2, Xiu-Fang Wang3, Zhong-Jing Wang4, Jue Liu5, Ai-Ping Deng6.
Abstract
Type 2 diabetes mellitus (T2DM) is a major contributor to peripheral artery disease (PAD), especially in cases that advance to critical limb ischemia (CLI). Accumulating evidence indicates that miRNAs play an important role in the development of PAD and T2DM. Due to the limited value of current diagnostic methods for CLI in T2DM patients, we compared the miRNA expression profiles of Chinese T2DM patients with or without CLI to find out whether distinctive miRNAs could serve as potential diagnostic biomarkers. We statistically identified 7 miRNAs (hsa-miR-200b-3p, hsa-miR-2115-3p, hsa-miR-431-5p, hsa-miR-486-5p, hsa-miR-210-3p, hsa-miR-1264, hsa-miR-323b-5p) which were up-regulated in the CLI group, whereas other 4 miRNAs (hsa-miR-5579-3p, hsa-miR-665, hsa-miR-4285, hsa-miR-500a-3p) were down-regulated. Our validation test suggested a relatively high diagnostic accuracy of serum hsa-miR-323b-5p levels for the detection of CLI in T2DM patients, with a sensitivity of 62.67% and a specificity of 80.65%. The area under the curve (AUC) for miR-323b-5p + confounding risk factors was 0.94 (95% CI: 0.884-0.994, P < 0.001), which was higher than that for miR-323b-5p. Taken together, our results indicate that circulating hsa-miR-323b-5p could be a promising serum biomarker for the diagnosis of critical limb ischemia in type 2 diabetic patients.Entities:
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Year: 2018 PMID: 30305681 PMCID: PMC6179988 DOI: 10.1038/s41598-018-33310-4
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
General characteristic of the study subjects.
| miRNA array cohort |
| validation cohor |
| |||
|---|---|---|---|---|---|---|
| CLI | Non - CLI | CLI | Non - CLI | |||
| No. of subjects | 4 | 4 | — | 27 | 31 | — |
| Age, y | 65.00 ± 1.73 | 65.50 ± 1.55 | 0.837 | 64.30 ± 2.73 | 61.0, (56.0–69.0) | 0.790‡ |
| T2D Duration, y | 10.00 ± 1.41 | 12.25 ± 1.80 | 0.363 | 15.48 ± 1.47 | 9.0, (8.0–14.0) |
|
| Women, % | 2, (50.00) | 2, (50.00) | 1.000 | 14, (51.85) | 16, (51.61) | 0.986† |
| Hyperlipidemia, % | 0, (0) | 2, (50.00) | 0.429 | 10, (37.04) | 10, (32.26) | 0.702† |
| Hypertension, % | 2, (50.00) | 2, (50.00) | 1.000 | 16, (59.26) | 9, (29.03) |
|
| Smoking, % | 2, (50.00) | 2, (50.00) | 1.000 | 15, (55.56) | 8, (25.81) |
|
| ABI | 0.46 ± 0.10 | 1.06 ± 0.03 |
| 24.10 (22.70–25.80) | 1.11 ± 0.01 |
|
| BMI, kg/m2 | 23.80 ± 1.21 | 25.98 ± 1.99 | 0.386 | 24.95 ± 0.57 | 25.46 ± 0.52 | 0.512 |
| CAD, % | 2, (50.00) | 2, (50.00) | 1.000 | 8, (29.63) | 8, (25.81) | 0.745† |
| Statin use, % | 0, (0) | 1, (25.00) | 1.000 | 6, (22.22) | 4, (12.90) | 0.349† |
| Antihypertensive treatment use, % | 2, (50.00) | 1, (25.00) | 1.000 | 8, (29.63) | 5, (16.13) | 0.219† |
| FPG, mmol/L | 8.27 ± 2.69 | 7.87 ± 1.52 | 0.899 | 9.60 (8.65–14.36) | 7.27 (6.14–9.05) |
|
| HbA1c, % | 10.35 ± 1.15 | 7.48 ± 0.31 | 0.509 | 8.90 (7.90–9.60) | 6.90 (6.50–9.00) |
|
| HDL-C, mmol/L | 0.97 ± 0.08 | 1.06 ± 0.06 | 0.372 | 1.08 ± 0.05 | 1.16 (0.90–1.32) | 0.281‡ |
| LDL-C, mmol/L | 2.14 ± 0.16 | 3.10 ± 0.41 | 0.100 | 2.63 ± 0.17 | 2.63 ± 0.15 | 0.987 |
| TG, mmol/L | 1.29 ± 0.33 | 1.37 ± 0.45 | 0.901 | 1.48 (1.07–1.86) | 1.29 (0.92–1.84) | 0.847‡ |
| TC, mmol/L | 3.51 ± 0.23 | 4.69 ± 0.42 |
| 2.80 (2.55–3.68) | 4.30 ± 0.18 |
|
| Apo A, g/L | 1.09 ± 0.07 | 1.19 ± 0.04 | 0.248 | 1.16 (1.03–1.29) | 1.15 (1.06–1.35) | 0.172‡ |
| Apo B, g/L | 0.80 ± 0.06 | 0.96 ± 0.10 | 0.194 | 0.92 ± 0.04 | 0.86 ± 0.04 | 0.265 |
| Cr, μmol/L | 55.50 ± 6.36 | 72.75 ± 9.58 | 0.184 | 75.00 (58.00–107.00) | 65.00 (55.00–72.00) |
|
| BUN, mmol/L | 4.95 ± 0.93 | 6.24 ± 1.06 | 0.393 | 5.60 (4.60–7.24) | 6.11 ± 0.40 | 0.374‡ |
| UA, mmol/L | 268.00 ± 10.96 | 262.25 ± 39.80 | 0.897 | 327.97 ± 13.45 | 323.76 ± 18.77 | 0.860 |
| Total bilirubin, mol/L | 11.63 ± 1.48 | 10.03 ± 1.71 | 0.586 | 12.51 ± 0.97 | 12.50 ± 0.87 | 0.995 |
| hsCRP, mg/dL | 1.24 ± 0.69 | 0.64 ± 0.25 | 0.446 | 0.35 (0.19–1.36) | 0.64 (0.26–2.30) | 0.402‡ |
| ALT, U/L | 18.00 ± 7.53 | 22.00 ± 5.02 | 0.674 | 14.60 (8.00–26.00) | 14.00 (10.90–23.00) | 0.343‡ |
| AST, U/L | 21.75 ± 3.78 | 22.50 ± 2.72 | 0.877 | 19.00 (13.00–31.00) | 19.28 ± 1.25 | 0.136‡ |
ABI, Ankle brachial index; BMI, body mass index; CAD, coronary artery disease; FPG, fasting plasma glucose; HbA1c, glycosylated hemoglobin; HDL-C, high density lipoprotein cholesterol; LDL-C, low density lipoprotein cholesterol; TG, triglyceride; TC, total cholesterol; Apo A, Apolipoprotein A; Apo B, Apolipoprotein B; Cr, serum creatinine; BUN, blood urea nitrogen; UA, uric acid; hsCRP, high-sensitivity C-reactive protein; ALT, alanine aminotransferase; AST, aspartate aminotransferase. Data is expressed as mean ± SEM, median (interquartile range) or percentage. Significant values are marked in italic. Continuous variales were compared by the Fisher-Pitman Permutation test, and categorical variables were compared by Fisher’s exact test in the miRNA array cohort, however, the validation cohort was analyzed using †χ2 test or ‡Mann-Whitney U-test, and the others were analyzed using t-tests.
Figure 1Hierarchical cluster analysis of 4 T2DM patients with CLI and 4 T2DM patients without CLI, based on differentially expressed miRNAs. Red indicates relative up-regulation, and green indicates relative down-regulation.
Differentially expression miRNAs identified by microarray analysis in plasma between T2DM with CLI and without CLI controls.
| Differentially expression type | microRNA name | Mean ratio | |
|---|---|---|---|
| Up-regulated | hsa-miR-200b-3p | 2.6211 | 0.016 |
| hsa-miR-2115-3p | 1.8945 | 0.040 | |
| hsa-miR-431-5p | 4.1855 | 0.042 | |
| hsa-miR-486-5p | 1.5782 | 0.029 | |
| hsa-miR-210-3p | 3.7626 | 0.036 | |
| hsa-miR-1264 | 2.3110 | 0.011 | |
| hsa-miR-323b-5p | 2.0134 | 0.034 | |
| Down-regulated | hsa-miR-5579-3p | 0.0474 | 0.038 |
| hsa-miR-665 | 0.3571 | 0.026 | |
| hsa-miR-4285 | 0.5322 | 0.044 | |
| hsa-miR-500a-3p | 0.2741 | 0.044 |
Figure 2Validation of miRNAs expression by qRT-PCR. Initial assessment of (A) miRNA-323b-5p and (B) miRNA-500a-3p expression in six CLI and six non-CLI patients. (C) Validation of miRNA-323b-5p expression in a larger number of CLI (n = 27) and non-CLI (n = 31) patients. The p-values were calculated by means of the Mann-Whitney U-test. CLI: T2DM patient with CLI, non-CLI: T2DM patient without CLI.
Binary logistic regression analysis for the risk factors of CLI in T2DM patients.
| OR | 95% CI for OR |
| OR* | 95% CI for OR* |
| |
|---|---|---|---|---|---|---|
| T2D Duration | 1.173 | 1.044–1.318 | 0.007 | ∕ | ∕ | ∕ |
| Hypertension | 3.556 | 1.194–10.588 | 0.032 | ∕ | ∕ | ∕ |
| Smoking | 3.594 | 1.189–10.862 | 0.023 | ∕ | ∕ | ∕ |
| FPG | 1.360 | 1.108–1.668 | 0.003 | ∕ | ∕ | ∕ |
| HbA1c | 1.765 | 1.185–2.628 | 0.005 | ∕ | ∕ | ∕ |
| TC | 0.528 | 0.324–0.861 | 0.010 | ∕ | ∕ | ∕ |
| Cr | 1.019 | 1.000–1.038 | 0.048 | ∕ | ∕ | ∕ |
| Statin treatment | 0.519 | 0.129–2.077 | 0.519 | ∕ | ∕ | ∕ |
| Antihypertensive treatment | 0.457 | 0.129–1.617 | 0.224 | ∕ | ∕ | ∕ |
| miRNA-323b-5p | 6.756 | 1.644–27.770 | 0.008 | 8.170 | 1.029–64.864 | 0.032 |
FPG, fasting plasma glucose; HbA1c, glycosylated hemoglobin; TC, total cholesterol; Cr, serum creatinine. All study subjects were included in the analysis. Significant values are marked in italic.
Spearman Rho correlations between plasma miRNA-323b-5p level and CLI risk factors in T2DM patients.
| Variable | miRNA-323b-5p | |
|---|---|---|
| T2D Duration |
| 0.251 |
|
| 0.059 | |
| Hypertension |
| 0.201 |
|
| 0.131 | |
| Smoking |
| 0.275 |
|
|
| |
| FPG |
| 0.285 |
|
|
| |
| HbA1c |
| 0.335 |
|
|
| |
| TC |
| −0.255 |
|
| 0.053 | |
| Cr |
| 0.055 |
|
| 0.682 | |
| Statin use |
| −0.205 |
|
| 0.124 | |
| Antihypertensive treatment |
| −0.079 |
|
| 0.555 |
CI, confidence interval; FPG, fasting plasma glucose; HbA1c, glycosylated hemoglobin; TC, total cholesterol; Cr, serum creatinine. *Adjusted for T2D Duration, hypertension, smoking, FPG, HbA1c, TC, Cr. All study subjects were included in the analysis. Significant values are marked in italic.
Figure 3Functional analysis of miRNA-323b-5p targets in T2DM patients with CLI. (A) Significantly enriched GO: biological process terms. (B) GO: molecular function terms. (C) KEGG pathways (p value < 0.05).
Figure 4ROC curve analysis of the miRNA-323b-5p cut off point for the presence of CLI in T2DM patients. The AUC for miRNA-323b-5p was 0.78 (p < 0.001), the identified miR-323b-5p cut off point was 0.71, the Youden index was 0.47, the sensitivity was 62.67% and the specificity was 80.65%. The AUC for miRNA-323b-5p + confounding risk factors was 0.94 (p < 0.001). The confounding risk factors included T2DM duration, hypertension, smoking, FPG, HbA1c, TC, Cr, stain treatment and antihypertensive treatment. FPG, fasting plasma glucose; HbA1c, glycosylated hemoglobin; TC, total cholesterol; Cr, serum creatinine.