| Literature DB >> 31052426 |
Juan J Cabré1, Teresa Mur2, Bernardo Costa3, Francisco Barrio4, Charo López-Moya5, Ramon Sagarra6, Montserrat García-Barco7, Jesús Vizcaíno8, Immaculada Bonaventura9, Nicolau Ortiz10, Gemma Flores-Mateo11, Oriol Solà-Morales12.
Abstract
Diabetes mellitus (DM) is the leading cause of polyneuropathy in the Western world. Diabetic neuropathy (DNP) is the most common complication of diabetes and is of great clinical significance mainly due to the pain and the possibility of ulceration in the lower limbs. Early detection of neuropathy is essential in the medical management of this complication. Early unmyelinated C-fiber dysfunction is one of the typical findings of diabetic neuropathy and the first clinical manifestation of dysfunction indicating sudomotor eccrine gland impairment. In order to assess newly developed technology for the measurement of dermal electrochemical conductance (DEC), we analyzed the feasibility and effectiveness of DEC (quantitative expression of sudomotor reflex) as a screening test of DNP in primary health care centers. The study included 197 people (with type 2 diabetes, prediabetes and normal tolerance) who underwent all the protocol tests and electromyography (EMG). On comparing DEC with EMG as the gold standard, the area under the receiver operating characteristic (ROC) curve (AUC, area under the curve) was 0.58 in the whole sample, AUC = 0.65 in the diabetes population and AUC = 0.72 in prediabetes, being irrelevant in subjects without glucose disturbances (AUC = 0.47). Conclusions: In usual clinical practice, DEC is feasible, with moderate sensitivity but high specificity. It is also easy to use and interpret and requires little training, thereby making it a good screening test in populations with diabetes and prediabetes. It may also be useful in screening general populations at risk of neuropathy.Entities:
Keywords: dermal electrochemical conductance; diabetes mellitus; neuropathy; primary care; screening; sudomotor reflex
Year: 2019 PMID: 31052426 PMCID: PMC6572367 DOI: 10.3390/jcm8050598
Source DB: PubMed Journal: J Clin Med ISSN: 2077-0383 Impact factor: 4.241
Sociodemographic and clinical data of the study participants (type 2 diabetes (T2D), prediabetes and normal glucose tolerance).
| Variable | Participants with T2D ( | Participants with Prediabetes ( | Participants with Normal Glucose Tolerance ( |
|
|---|---|---|---|---|
| Age (mean ± SD) | 64.65 ± 7.5 | 62.7 ± 6.8 | 63.47 ± 7.4 | 0.30 |
| Gender (% men) | 50 | 38 | 38.3 | 0.33 |
| Origin country (% Spain) | 93 | 100 | 93.6 | 0.70 |
| Family history of diabetes (%) | 83 (83) | 26 (50.2) | 33 (70.2) | <0.001 |
| Current smoker; | 8 (8) | 2 (4) | 3 (6.4) | 0.99 |
| Alcohol consumption; | 59 (59) | 34 (68) | 30 (63.8) | 0.70 |
| T2D evolution (mean ± SD, year) | 10.6 ± 7.52 | - | - | - |
| T2D complications (%) | ||||
| Cardiopathy | 4 | 1 | 0 | - |
| retinopathy | 6 | 0 | 0 | - |
| peripheral vascular disease | 7 | 0 | 0 | - |
| stroke | 3 | 0 | 1 | - |
| nephropathy | 6 | 0 | 0 | - |
| NIAD treatment ( | 152 | - | - | - |
| Insulin treatment ( | 29 | - | - | - |
| Antihypertensive treatment; | 74 (74) | 28 (56) | 25 (53.1) | 0.02 |
| Cholesterol-lowering agents; | 62 (62) | 18 (36) | 15 (31.9) | 0.001 |
| Antiaggregant treatment; | 21 (21) | 8 (16) | 6 (12.7) | 0.33 |
| Height (mean ± SD, cm) | 162.4 ± 9.7 | 162.7 ± 8.8 | 160.8 ± 7.5 | 0.54 |
| Weight (mean ±SD, kg) | 79.6 ± 13.6 | 85.3 ± 18.3 | 74.9 ± 14.9 | 0.004 |
| BMI (mean ±SD, kg/m2) | 30.3 ± 4.5 | 33.28 ± 10.8 | 28.6 ± 4.6 | 0.003 |
| Waist circumference (mean ± SD, cm) | 105.0 ± 11.2 | 108,0 ± 15.3 | 109.5 ± 11.4 | 0.016 |
| SBP (mean ± SD, mmHg) | 136.5 ± 14.1 | 132.3 ± 13.6 | 125.8 ± 15.2 | <0.001 |
| DBP (mean ± SD, mmHg) | 78.2 ± 10.4 | 79.8 ± 7.9 | 75.3 ± 9.5 | 0.06 |
| HbA1c (mean ± SD, %) | 7.2 ± 1.2 | 5.9 ± 0,3 | 5.3 ± 0.4 | 0.02 |
| Glomerular Filtration Rate (mean ± SD, mL/min/1.73 m2) | 67.3 ± 14.4 | 87.0 ± 7.3 | 72.9 ± 19.3 | <0.001 |
| Total cholesterol (mean ± SD, mg/mL) | 191.9 ± 39.4 | 196.8 ± 33.9 | 190.9 ± 30.9 | 0.67 |
| HDL-chol (mean ± SD, mg/dL) | 48.7 ± 11.0 | 58.9 ± 14.5 | 54.9 ± 12.2 | <0.001 |
| LDL-chol (mean ± SD, mg/dL) | 111.7 ± 33.3 | 114.4 ± 32.0 | 116.5 ± 28.0 | 0.69 |
| Triglycerides (mean ± SD, mg/dL) | 159.6 ± 90.0 | 120.7 ± 49.2 | 117.0 ± 44.7 | <0.001 |
| DN4 questionnaire (% score = 0) | 61 | 70 | 74.5 | <0.001 |
SD: standard deviation; DM: diabetes mellitus; NIAD: non-insulin antidiabetic drugs; BMI: body mass index; SBP: systolic blood pressure; DBP; diastolic blood pressure; HbA1c: glycohemoglobin A1c; HDL-chol: high density lipoprotein cholesterol; LDL-chol: low density lipoprotein cholesterol.
Sensitivity (Sen), specificity (Spe), positive predictive value (PPV), negative predictive value (NPV) of dermal electrochemical conductance (DEC) compared to different tests as the gold standard.
| Gold Standard | ||||
|---|---|---|---|---|
| EMG | MFT | NDS | DN4 | |
|
| Sen = 21.2% | Sen = 15.3% | Sen = 33.3% | Sen = 21.4% |
| Spe = 94.8% | Spe = 93.5% | Spe = 94% | Spe = 93.4% | |
| PPV = 46.6% | PPV =26.6% | PPV = 26.6% | PPV = 20% | |
| NPV = 81.3% | NPV = 87.9% | NPV = 95.6% | NPV = 93.4% | |
| LR+ = 4.13 | LR+ = 2.35 | LR+ = 5.55 | LR+ = 3.24 | |
| LR− = 0.83 | LR− = 0.90 | LR− = 0.71 | LR− = 0.77 | |
DEC: dermal electrochemical conductance; EMG: electromyography; MFT: monofilament; NDS: Neuropathy Disability Score; DN4: Douleur Neuropathique-4 Questions; Sen: sensitivity; Spe: specificity; PPV: positive predictive value; NPV: negative predictive value. LR+: positive likelihood ratio; LR−: negative likelihood ratio.
Comparison between dermal electrochemical conductance (DEC) results and other tests such as the gold standard based on the glycemic state of the participants.
| Gold Standard | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MFT | EMG | NDS | DN4 | ||||||||||
| DM | No-DM | Pre-DM | DM | No-DM | Pre-DM | DM | No-DM | Pre-DM | DM | No-DM | Pre-DM | ||
| DEC | Sen | 25% | 0% | 14% | 20% | 0% | 5% | 37% | 0% | 1% | 30% | 0 | 0 |
| Spe | 93% | 95% | 93% | 96% | 95% | 93% | 93% | 95% | 93% | 93% | 95.5% | 91% | |
| PPV | 33% | 0% | 25% | 67% | 0% | 25% | 33% | 0% | 25% | 33% | 0 | 0 | |
| NPV | 90% | 84% | 87% | 74% | 98% | 96% | 94.5% | 93% | 1% | 92% | 95.5% | 93% | |
| LR+ | 3.57 | 0 | 2 | 5 | 0 | 0.71 | 5.28 | 0 | 0.14 | 4.28 | 0 | 0 | |
| LR− | 0.80 | 20 | 0.92 | 0.83 | 20 | 1.02 | 0.67 | 20 | 1.06 | 0.75 | 22.2 | 11.1 | |
DEC: dermal electrochemical conductance; EMG: electromyography; MFT: monofilament; NDS: Neuropathy Disability Score; DN4: Douleur Neuropathique-4 Questions; Sen: sensitivity; Spe: specificity; PPV: positive predictive value; NPV: negative predictive value; DM: type 2 diabetes; No-DM: non-diabetic; pre-DM: prediabetic. LR+: positive likelihood ratio; LR−: negative likelihood ratio.
Comparison between DEC results in the three groups of participants.
| Conductance (µS) | ||||
|---|---|---|---|---|
| Normal Tolerance | Pre-DM | DM | ||
|
| H-DEC (hands) | 70.3 ± 12.7 | 63.9 ± 19.2 | 51.8 ± 17.2 |
| F-DEC (feet) | 76.8 ± 15.8 | 73.3 ± 22.5 | 71.3 ± 18.0 | |
Figure 1(a) Receiver operating characteristic (ROC) curve of dermal electrochemical conductance (DEC) versus electromyography (EMG) as the gold standard in the whole study population. (b) ROC curve of DEC versus monofilament (MFT) as the gold standard in the whole study population. AUC: Area under the ROC Curve.
Figure 2(a) Receiver operating characteristic (ROC) curve of dermal electrochemical conductance (DEC) versus electromyography (EMG) as the gold standard in the population with diabetes mellitus. (b) ROC curve of DEC versus EMG as the gold standard in the population without glucose disturbances. AUC: Area under the ROC curve.
Figure 3Receiver operating characteristic (ROC) curve of DEC versus electromyography (EMG) as the gold standard in the population with prediabetes.