| Literature DB >> 26917947 |
Mohamed H Mahfouz1, Adel M Assiri2, Mohammed H Mukhtar2.
Abstract
Diabetic nephropathy (DN) is one of the most serious microvascular complications of diabetes. The study aims to evaluate the diagnostic value of serum neutrophil gelatinase-associated lipocalin (NGAL) and retinol-binding protein 4 (RBP4) as biomarkers for early detection of nephropathy in type 2 diabetic patients. The current study was performed on 150 type 2 diabetic patients. These patients were classified into three equal groups according to their albumin/creatinine ratio (ACR), including patients with normoalbuminuria (ACR <30 mg/g creatinine), patients with microalbuminuria (ACR = 30-300 mg/g creatinine), and patients with macroalbuminuria (ACR >300 mg/g creatinine). Fifty apparently healthy subjects matching the same age and socioeconomic status with diabetic subjects were selected as a control group. The plasma glucose, insulin, glycosylated hemoglobin (HbA1c), homeostasis model assessment of insulin resistance (HOMA-IR), lipid profile, urea, creatinine, cystatin C, glomerular filtration rate (GFR), NGAL, and RBP4 were measured in the studied groups. Significantly elevated NGAL and RBP4 levels were observed in micro- and macroalbuminuric diabetic groups when compared to the control and normoalbuminuric diabetic groups. NGAL and RBP4 were found to correlate positively with duration of diabetes, systolic and diastolic blood pressure, glucose, HbA1c, HOMA-IR, triacylglycerol, and ACR, but correlate inversely with GFR in DN groups. Receiver operating characteristic curves revealed that for early detection of DN, the best cutoff values to discriminate DN and diabetic without nephropathy groups were 91.5 ng/mL for NGAL with 87% sensitivity, 74% specificity, and area under the curve (AUC) = 0.881; 24.5 ng/mL for RBP4 with 84% sensitivity, 90% specificity, and AUC = 0.912; and 37.5 mg/g creatinine for ACR with 89% sensitivity, 72% specificity, and AUC = 0.819. RBP4 is more specific (90% specificity) than NGAL (74% specificity) and ACR (72% specificity). Therefore, RBP4 marker may serve as a tool to follow-up clinical monitoring of the development and progression of DN.Entities:
Keywords: GFR; NGAL; RBP4; albuminuria; type 2 diabetic nephropathy
Year: 2016 PMID: 26917947 PMCID: PMC4756860 DOI: 10.4137/BMI.S33191
Source DB: PubMed Journal: Biomark Insights ISSN: 1177-2719
Comparison between the different studied groups regarding anthropometric and laboratory parameters.
| VARIABLES | GROUP I | GROUP II | GROUP III | GROUP IV |
|---|---|---|---|---|
| Number of subjects, n (M/F) | 50 (15/35) | 50 (17/33) | 50 (23/27) | 50 (19/31) |
| Age (years) | 45.1 ± 4.8 | 55.7 ± 6.2 | 53.4 ± 6.9 | 55.9 ± 5.3 |
| Duration of DM (years) | – | 3.9 ± 1.2 | 6.9 ± 2.14 | 12.4 ± 4.1 |
| BMI (kg/m2) | 25.9 ± 1.5 | 26.4 ± 2.2 | 27.3 ± 3.1 | 27.9 ± 3.3 |
| WC (cm) | 84.2 ± 6.8 | 85.4 ± 7.1 | 85.8 ± 6.9 | 86.0 ± 7.3 |
| Current smoking, n (%) | 2 (4%) | 1 (2%) | 3 (6%) | 5 (10%) |
| SBP (mmHg) | 121.2 ± 6.7 | 130.5 ± 12.1 | 143.2 ± 15.3 | 157.6 ± 17.7 |
| DBP (mmHg) | 77.9 ± 4.5 | 88.3 ± 8.9 | 94.2 ± 12.5 | 99.64 ± 14.8 |
| FPG (mmol/L) | 4.83 ± 0.53 | 10.9 ± 1.9 | 13.3 ± 3.2 | 16.5 ± 5.3 |
| Serum insulin (mU/L) | 8.0 ± 2.67 | 12.5 ± 4.37 | 15.6 ± 6.85 | 21.9 ± 9.11 |
| HOMA-IR | 1.47 ± 0.35 | 5.7 ± 1.22 | 8.89 ± 2.45 | 13.28 ± 4.91 |
| HbA1c (%) | 4.3 ± 0.83 | 8.6 ± 1.59 | 10.66 ± 3.72 | 12.16 ± 5.28 |
| TC (mg/dL) | 172.3 ± 17.1 | 175.6 ± 15.8 | 230.9 ± 16.3 | 284.4 ± 17.9 |
| TG (mg/dL) | 71.3 ± 10.65 | 78.1 ± 11.3 | 114.8 ± 11.2 | 171.8 ± 18.5 |
| HDL-C (mg/dL) | 50.5 ± 6.6 | 47.3 ± 8.0 | 37.3 ± 5.1 | 31.4 ± 4.7 |
| LDL-C (mg/dL) | 108.9 ± 20.6 | 117.0 ± 15.7 | 170.1 ± 17.3 | 220.3 ± 19.5 |
| Atherogenic index (TC/HDL-C) | 3.5 ± 0.35 | 4.5 ± 1.40 | 5.1 ± 1.9 | 8.9 ± 2.3 |
Notes: Values are represented as mean ± SD, group I (control), group II (diabetic patients with normoalbuminuria), group III (diabetic patients with microalbuminuria), and group IV (diabetic patients with macroalbuminuria).
Significantly different from controls (P < 0.05).
Significantly different from group II (P < 0.05).
Significantly different from group III (P < 0.05).
Abbreviations: DM, diabetes mellitus; BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; FPG, fasting plasma glucose; HOMA-IR, homeostasis model assessment of insulin resistance; HbA1c, glycosylated hemoglobin; TC, total cholesterol; TG, triacylglycerol; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol.
Comparison between the different studied groups regarding serum urea, creatinine, cystatin C, GFR, urine microalbumin, and urinary ACR.
| VARIABLES | GROUP I | GROUP II | GROUP III | GROUP IV |
|---|---|---|---|---|
| Urea (mg/dL) | 30.1 ± 5.0 | 26.1 ± 4.1 | 48.2 ± 13.5 | 61.1 ± 13.7 |
| Creatinine(Cr.) (mg/dL) | 0.74 ± 0.16 | 0.82 ± 0.18 | 1.32 ± 0.36 | 1.89 ± 0.47 |
| Cystatin C (ng/mL) | 47.0 ± 10.2 | 48.4 ± 9.3 | 65.4 ± 11.8 | 73.8 ± 10.8 |
| GFR (MDRD) (mL/mim/1.73 m2) | 88.3 ± 13.2 | 87.5 ± 15.3 | 76.4 ± 8.4 | 66.3 ± 6.9 |
| Urine microalbumin (mg/L) | 14.5 ± 5.75 | 15.8 ± 6.38 | 82.8 ± 30.58 | 680.0 ± 82.73 |
| ACR (mg/g Cr.) | 11.4 ± 4.37 | 10.4 ± 5.1 | 66.94 ± 15.91 | 540.04 ± 66.48 |
Notes: Values are represented as mean ± SD, group I (control), group II (diabetic patients with normoalbuminuria), group III (diabetic patients with microalbuminuria), and group IV (diabetic patients with macroalbuminuria).
Significantly different from controls (P < 0.05).
Significantly different from group II (P < 0.05).
Significantly different from group III (P < 0.05).
Comparison between the different studied groups regarding serum NGAL and RBP4.
| VARIABLES | GROUP I | GROUP II | GROUP III | GROUP IV |
|---|---|---|---|---|
| Serum NGAL (ng/mL) | 46.46 ± 8.56 | 55.6 ± 16.95 | 97.8 ± 10.97 | 131.0 ± 27.29 |
| Serum RBP4 (ng/mL) | 14.4 ± 1.95 | 17.5 ± 4.2 | 28.9 ± 8.26 | 39.4 ± 7.7 |
Notes: Values are represented as mean ± SD, group I (control), group II (diabetic patients with normoalbuminuria), group III (diabetic patients with microalbuminuria), and group IV (diabetic patients with macroalbuminuria).
Significantly different from controls (P < 0.05).
Significantly different from group II (P < 0.05).
Significantly different from group III (P < 0.05).
Abbreviations: NGAL, neutrophil gelatinase-associated lipocalin; RBP4, retinol-binding protein 4.
Comparisons between characteristics of ROC curves for NGAL, RBP4, and ACR in patients with and without nephropathy.
| VARIABLES | CUTOFF | SPECIFICITY | SENSITIVITYA | PPV | NPV | ACCURACY | AUC |
|---|---|---|---|---|---|---|---|
| NGAL | >91.5 | 87% | 74% | 87% | 74% | 82.7% | 0.881 |
| RBP4 | >24.5 | 84% | 90% | 94% | 73.8% | 86% | 0.912 |
| ACR | >37.5 | 89% | 72% | 86.4% | 76.6% | 83.3% | 0.819 |
Abbreviations: PPV, positive predictive value; NPV, negative predictive value; accuracy = number of correct assessments/number of all assessments; AUC, area under the curve.
Figure 1ROC curve analysis of NGAL, RBP4 and ACR in diabetic patients with nephropathy versus diabetic patients without nephropathy group. Diagonal segments are produced by ties. The AUC was 0.881 for NGAL, 0.912 for RBP4 and 0.819 for ACR respectively.
TN, FP, TP, and FN for NGAL, RBP4 and ACR in patients with and without nephropathy.
| VARIABLES | CUT OFF | PATIENTS WITHOUT NEPHROPATHY (GROUP 2) | PATIENTSWITH NEPHROPATHY (GROUP 3 AND 4) | ||
|---|---|---|---|---|---|
| TN | FP | TP | FN | ||
| NGAL | 91.5 | 37 | 13 | 87 | 13 |
| RBP4 | 24.5 | 45 | 5 | 84 | 16 |
| ACR | 37.5 | 36 | 14 | 89 | 11 |
Abbreviations: TN, true negative; FP, false positive; TP, true positive; FN, false negative.
Area under the curve, standard error, and significance for NGAL, RBP4, and ACR variables of ROC curve in patients with nephropathy.
| TEST RESULT VARIABLE(S) | AREA | STD. ERROR | ASYMPTOTIC SIG. | ASYMPTOTIC 95% CONFIDENCE INTERVAL | |
|---|---|---|---|---|---|
| LOWER BOUND | UPPER BOUND | ||||
| NGAL | 0.881 | 0.030 | 0.0001 | 0.822 | 0.940 |
| RBP4 | 0.912 | 0.023 | 0.0001 | 0.867 | 0.958 |
| ACR | 0.819 | 0.046 | 0.0001 | 0.730 | 0.909 |
Notes: The test result variable(s): NGAL, RBP4, and ACR have at least one tie between the positive actual state group and the negative actual state group. Statistics may be biased.
Under the nonparametric assumption.
Null hypothesis: true area = 0.5.
Correlations of NGAL, RBP4 and ACR variables in diabetic patients with nephropathy.
| VARIABLES | NGAL | RBP4 | ACR | |
|---|---|---|---|---|
| NGAL | Pearson correlation | 1 | 0.502 | 0.582 |
| Sig. (2-tailed) | 0.0001 | 0.0001 | ||
| N | 100 | 100 | 100 | |
| RBP4 | Pearson correlation | 0.502 | 1 | 0.518 |
| Sig. (2-tailed) | 0.0001 | 0.0001 | ||
| N | 100 | 100 | 100 | |
| ACR | Pearson correlation | 0.582 | 0.518 | 1 |
| Sig. (2-tailed) | 0.0001 | 0.0001 | ||
| N | 100 | 100 | 100 | |
Note:
Correlation is significant at the 0.01 level (two-tailed).
Significant correlations of NGAL, RBP4, and other biochemical variables in diabetic patients with nephropathy.
| VARIABLES | r | |
|---|---|---|
| NGAL – FPG | 0.468 | 0.0001 |
| NGAL – blood HbA1c | 0.341 | 0.001 |
| NGAL – HOMA-IR | 0.582 | 0.0001 |
| NGAL – ACR | 0.580 | 0.0001 |
| NGAL – GFR | −0.415 | 0.0001 |
| NGAL – serum triacylglycerol | 0.545 | 0.0001 |
| NGAL – SPB | 0.663 | 0.037 |
| NGAL–DPB | 0.651 | 0.042 |
| NGAL – Duration of DM | 0.763 | 0.01 |
| RBP4 – FPG | 0.429 | 0.0001 |
| RBP4 – blood HbA1c | 0.380 | 0.0001 |
| RBP4 – HOMA-IR | 0.404 | 0.0001 |
| RBP4 – ACR | 0.518 | 0.0001 |
| RBP4 – GFR | –0.306 | 0.002 |
| RBP4 – serum triacylglycerol | 0.513 | 0.0001 |
| RBP4 – SPB | 0.725 | 0.018 |
| RBP4 – DBP | 0.795 | 0.006 |
| RBP4 – Duration of DM. | 0.749 | 0.013 |
Notes: r, Pearson correlation coefficient.
P-value: correlation is significant at the 0.05 level.