| Literature DB >> 33376373 |
Cecil Jack Weale1, Don M Matshazi1, Saarah F G Davids1, Shanel Raghubeer1, Rajiv T Erasmus2, Andre Pascal Kengne3,4, Glenda Mary Davison1, Tandi E Matsha1.
Abstract
BACKGROUND: microRNAs (miRNAs) have been touted as potential diagnostic and prognostic biomarkers for various diseases. The aim of the present study was to evaluate the diagnostic value of miR-30a-5p and miR-182-5p for prediabetes and screen-detected type 2 diabetes mellitus (T2DM).Entities:
Keywords: Africa; diabetes; miR-182-5p; miR-30a-5p; prediabetes
Year: 2020 PMID: 33376373 PMCID: PMC7762450 DOI: 10.2147/DMSO.S286081
Source DB: PubMed Journal: Diabetes Metab Syndr Obes ISSN: 1178-7007 Impact factor: 3.168
Characteristics of the Study Participants
| Women n=924 | Men n=346 | p-value | |
|---|---|---|---|
| Age (years) | 49 ±15 | 46 ±15 | 0.002 |
| Body mass index (kg/m2) | 29.96 ±8.14 | 23.97 ±6.51 | <0.001 |
| Waist circumference (cm) | 92.9 ±17.01 | 83.77 ±15.33 | <0.001 |
| Hip circumference (cm) | 106.12 ±16.7 | 93.24 ±13 | <0.001 |
| Waist to Hip ratio | 0.88 ±0.09 | 0.9 ±0.08 | <0.001 |
| Systolic blood pressure (mmHg) | 134.58 ±25.66 | 133.82 ±27.06 | 0.645 |
| Diastolic blood pressure (mmHg) | 85.79 ±14.68 | 83.27 ±16.69 | 0.009 |
| Glucose Fasting Blood (mmol/L) | 4.9 (4.5;5.3) | 4.8 (4.35;5.2) | 0.001 |
| Glucose 2-hour (mmol/L) | 6.3 (5.2;7.7) | 5 (4.1;6.45) | <0.001 |
| HbA1c (%) | 5.82 ±0.92 | 5.63 ±0.69 | 0.001 |
| HbA1c (mmol/mol) | 40.13 ±10.03 | 38.08 ±7.49 | 0.001 |
| Fasting Insulin (mIU/L) | 6.95 (4.6;10.8) | 4.5 (2.7;7.9) | <0.001 |
| 2-hour Insulin (mIU/L) | 42.6 (23.55;77.48) | 21.4 (9.5;41.9) | <0.001 |
| Glucose tolerance status | 0.009 | ||
| Normotolerant, n(%) | 684 (74.19) | 285 (82.37) | |
| Prediabetes, n(%) | 165 (17.90) | 42 (12.14) | |
| Screen-detected Diabetes, n(%) | 75 (7.92) | 19 (5.49) | |
| Triglycerides (mmol/L) | 1.16 (0.82;1.61) | 1.13 (0.85;1.71) | 0.746 |
| Cholesterol HDL (mmol/L) | 1.38 ±0.39 | 1.28 ±0.38 | <0.001 |
| Cholesterol LDL (mmol/L) | 3.24 ±0.97 | 2.87 ±0.96 | <0.001 |
| C-reactive Protein (mg/L) | 4.2 (1.79;9.07) | 2.79 (1.21;6.33) | <0.001 |
| Gamma glutamyl transferase (IU/L) | 28 (19;42) | 30 (22;49) | 0.002 |
| Cotinine (ng/mL) | 35.10 (10.00; 274.00) | 156.00 (10.00–290.50) | 0.005 |
| Currently smoking, n(%) | 451 (50.62) | 213 (63.96) | <0.001 |
| Current drinker, n(%) | 245 (26.6) | 149 (43.44) | <0.001 |
| miR-30a-5p (2-ΔCt) | 0.0035 ±0.0083 | 0.0037 ±0.0075 | 0.684 |
| miR-182-5p (2-ΔCt) | 0.2002 ±0.3198 | 0.1927 ±0.2571 | 0.697 |
Figure 1Relative Expression of miR-30a-5p (A) and miR-182-5p (B) according to glycaemic status. Normalization was relative to the expression of miR-16-5p. All Data is shown as mean ± standard deviation (SD).
Partial Correlation Coefficients Adjusted for Age, Gender and Body Mass Index for miR 30a-5p and miR-182-5p and Other Biochemical Parameters
| NGT | Prediabetes | Diabetes | NGT | Prediabetes | Diabetes | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| r | p | r | p | r | p | r | p | r | p | r | p | |
| miR 30a-5p 2−delta Ct | 1.000 | 1.000 | 1.000 | 0.938 | <0.001 | 0.932 | <0.001 | 0.937 | <0.001 | |||
| miR-182-5p 2−delta Ct | 0.938 | <0.001 | 0.932 | <0.001 | 0.937 | <0.001 | 1.000 | 1.000 | 1.000 | |||
| Waist circumference (cm) | −0.470 | 0.042 | −0.207 | 0.395 | −0.261 | 0.281 | −0.409 | 0.082 | −0.491 | 0.033 | −0.242 | 0.319 |
| Hip circumference (cm) | −0.250 | 0.302 | 0.180 | 0.462 | 0.465 | 0.045 | −0.154 | 0.528 | −0.195 | 0.425 | 0.458 | 0.049 |
| Waist to Hip ratio | 0.086 | 0.727 | −0.014 | 0.955 | 0.016 | 0.948 | 0.049 | 0.841 | 0.050 | 0.838 | −0.058 | 0.813 |
| Systolic blood pressure (mmHg) | 0.213 | 0.382 | 0.287 | 0.234 | 0.566 | 0.012 | 0.200 | 0.413 | 0.197 | 0.420 | 0.454 | 0.051 |
| Diastolic blood pressure (mmHg) | 0.182 | 0.455 | 0.129 | 0.598 | 0.529 | 0.020 | 0.151 | 0.536 | 0.197 | 0.420 | 0.394 | 0.095 |
| Glucose Fasting Blood (mmol/L) | 0.188 | 0.441 | 0.273 | 0.258 | −0.010 | 0.967 | 0.237 | 0.328 | 0.176 | 0.472 | −0.017 | 0.945 |
| 2-hour glucose (mmol/L) | 0.085 | 0.730 | −0.144 | 0.556 | 0.320 | 0.182 | 0.326 | 0.173 | 0.114 | 0.642 | 0.205 | 0.400 |
| HbA1c (%) | −0.178 | 0.465 | −0.109 | 0.658 | −0.021 | 0.932 | −0.090 | 0.715 | −0.153 | 0.533 | −0.063 | 0.799 |
| Fasting Insulin (mIU/L) | 0.315 | 0.189 | 0.202 | 0.407 | 0.127 | 0.605 | 0.330 | 0.167 | 0.337 | 0.158 | 0.197 | 0.420 |
| 2-hour Insulin (mIU/L) | 0.110 | 0.653 | 0.072 | 0.770 | 0.503 | 0.028 | 0.265 | 0.272 | 0.149 | 0.543 | 0.463 | 0.046 |
| Triglycerides (mmol/L) | 0.033 | 0.893 | 0.208 | 0.393 | 0.243 | 0.317 | 0.099 | 0.687 | 0.045 | 0.855 | 0.128 | 0.602 |
| Cholesterol HDL (mmol/L) | 0.527 | 0.020 | 0.421 | 0.073 | 0.718 | 0.001 | 0.451 | 0.053 | 0.550 | 0.015 | 0.611 | 0.005 |
| Cholesterol LDL (mmol/L) | 0.148 | 0.546 | 0.460 | 0.048 | 0.636 | 0.003 | 0.159 | 0.516 | 0.142 | 0.561 | 0.513 | 0.025 |
| C-reactive protein (mg/L) | 0.121 | 0.621 | 0.016 | 0.948 | 0.232 | 0.339 | 0.107 | 0.662 | 0.142 | 0.561 | 0.220 | 0.366 |
| Gamma glutamyl transferase (IU/L) | 0.123 | 0.616 | 0.086 | 0.726 | 0.517 | 0.023 | 0.135 | 0.581 | 0.169 | 0.490 | 0.433 | 0.064 |
(A) Multivariable Regression Analysis of miRNAs for the Presence of Prediabetes and Diabetes (B) Multivariate Regression Analysis of miRNAs for the Development of T2DM
| Prediabetes | DM | |||||||
|---|---|---|---|---|---|---|---|---|
| c-Statistic | c-statistic | |||||||
| OR (95% CI) | p-value | Covariates Only | Covariates and miR | OR (95% CI) | p-value | Covariates Only | Covariates and miR | |
| Model 1 | 2.24 (1.77–2.83) | <0.001 | NA | 0.692 (0.650–0.734) | 1.87 (1.40–2.50) | <0.001 | NA | 0.611 (0.546–0.675) |
| Model 2 | 2.69 (2.08–3.49) | <0.001 | 0.693 (0.657–0.728) | 0.768 (0.734–0.801) | 2.33 (1.71–3.17) | <0.001 | 0.752 (0.711–0.792) | 0.768 (0.728–0.808) |
| Model 3 | 2.7 (2.07–3.52) | <0.001 | 0.758 (0.722–0.798) | 0.808 (0.776–0.841) | 2.36 (1.72–3.23) | <0.001 | 0.899 (0.859–0.939) | 0.906 (0.866–0.945) |
| Model 4 | 2.52 (1.94–3.29) | <0.001 | 0.767 (0.732–0.802) | 0.814 (0.782–0.846) | 2.24 (1.63–3.09) | <0.001 | 0.897 (0.858–0.937) | 0.902 (0.861–0.942) |
| Model 1 | 1.33 (1.25–1.40) | <0.001 | NA | 0.735 (0.694–0.777) | 1.18 (1.10–1.28) | <0.001 | NA | 0.579 (0.515–0.642) |
| Model 2 | 1.36 (1.28–1.44) | <0.001 | 0.693 (0.657–0.728) | 0.800 (0.767–0.834) | 1.22 (1.12–1.32) | <0.001 | 0.752 (0.711–0.792) | 0.769 (0.521–0.659) |
| Model 3 | 1.36 (1.28–1.44) | <0.001 | 0.758 (0.722–0.798) | 0.829 (0.798–0.860) | 1.22 (1.13–1.33) | <0.001 | 0.899 (0.859–0.939) | 0.903 (0.863–0.943) |
| Model 4 | 1.34 (1.26–1.43) | <0.001 | 0.767 (0.732–0.802) | 0.835 (0.804–0.865) | 1.21 (1.11–1.31) | <0.001 | 0.897 (0.858–0.937) | 0.900 (0.859–0.940) |
| Model 1 | – | 0.84 (0.66;1.07) | 0.148 | NA | 0.584 (0.514–0.655) | |||
| Model 2 | – | 0.86 (0.68;1.10) | 0.233 | 0.578 (0.510–0.646) | 0.590 (0.521–0.659) | |||
| Model 3 | – | 0.94 (0.71;1.24) | 0.666 | 0.788 (0.726–0.850) | 0.793 (0.731–0.855) | |||
| Model 4 | – | 0.95 (0.72;1.25) | 0.700 | 0.772 (0.706–0.838) | 0.778 (0.713–0.843) | |||
| Model 1 | – | 0.89 (0.83;0.96) | 0.003 | NA | 0.668 (0.604–0.733) | |||
| Model 2 | – | 0.90 (0.83;0.97) | 0.04 | 0.578 (0.510–0.646) | 0.684 (0.619–0.748) | |||
| Model 3 | – | 0.91 (0.84;0.98) | 0.019 | 0.788 (0.726–0.850) | 0.810 (0.752–0.868) | |||
| Model 4 | – | 0.91 (0.84;0.99) | 0.023 | 0.772 (0.706–0.838) | 0.797 (0.737–0.858) | |||
Notes: Model 1: Crude; Model 2: included age and sex; Model 3: included age, sex, body mass index, systolic blood pressure, and HbA1c; Model 4: included age, sex, body mass index, systolic blood pressure, HbA1c, triglycerides, HDL-cholesterol and LDL-cholesterol; *Calculated for 0.1-unit increase; **Calculated for 0.01-unit increase.
Figure 2Receiver operating characteristic (ROC). ROCs were constructed for each miRNA and HbA1c to evaluate the diagnostic values for prediabetes, screen-detected diabetes, the combination of both (dysglycaemia) as positive cases and normotolerant as negative cases, as well as for diabetes as positive cases and prediabetes as negative cases. (A) Prediabetes versus normotolerant. (B) Dysglycaemia versus normotolerant. (C) newly diagnosed diabetes versus normotolerant. (D) screen-detected diabetes versus prediabetes. For this figure panel, the reverse levels of miRNA were used to account for their declining levels from normal glucose tolerance to diabetes, and accordingly obtaining ROC above the diagonal line of “no-discrimination”.