| Literature DB >> 32799422 |
Hideki Kamiya1, Yuka Shibata1,2, Tatsuhito Himeno1, Hiroya Tani3, Takayuki Nakayama3, Kenta Murotani4, Nobuhiro Hirai1, Miyuka Kawai1, Yuriko Asada-Yamada1, Emi Asano-Hayami1, Hiromi Nakai-Shimoda1, Yuichiro Yamada1, Takahiro Ishikawa1, Yoshiaki Morishita1, Masaki Kondo1, Shin Tsunekawa1, Yoshiro Kato1, Masayuki Baba5, Jiro Nakamura1.
Abstract
AIMS/Entities:
Keywords: Diabetic neuropathies; Electromyography; Point-of-care testing
Mesh:
Year: 2020 PMID: 32799422 PMCID: PMC8015817 DOI: 10.1111/jdi.13386
Source DB: PubMed Journal: J Diabetes Investig ISSN: 2040-1116 Impact factor: 4.232
Figure 1The Baba classification: a diagnostic and staging algorithm for diabetic polyneuropathy based on nerve conduction study. CMAP, compound muscle action potential; MCV, motor nerve conduction velocity; SCV, sensory nerve conduction velocity; SNAP, sensory nerve action potential.
Participant characteristics
| Stage of DPN | 0 | 1 | 2 | 3 | 4 |
|---|---|---|---|---|---|
|
| 108 | 92 | 147 | 21 | 7 |
| Age (years) | 57.0 ± 15.9 | 60.0 ± 13.0 | 65.1 ± 13.9***,† | 71.2 ± 10.0***,†† | 69.4 ± 5.4**,†† |
| Male (%) | 51.9 | 64.1 | 59.2 | 47.6 | 57.1 |
| Duration of diabetes (years) | 7.5 ± 9.8 | 9.4 ± 9.0 | 13.7 ± 11.3***,† | 13.0 ± 11.5 | 22.1 ± 13.6 |
| Height (cm) | 160.7 ± 9.0 | 162.6 ± 9.5 | 161.9 ± 9.5 | 157.7 ± 9.6 | 159.3 ± 12.4 |
| Bodyweight (kg) | 68.4 ± 20.3 | 66.8 ± 16.4 | 65.7 ± 17.6 | 66.1 ± 19.0 | 76.0 ± 20.8 |
| BMI (kg/m2) | 26.5 ± 7.5 | 25.2 ± 5.5 | 24.8 ± 5.1 | 26.4 ± 5.8 | 30.4 ± 6.9 |
| HbA1c (mmol/mL) | 80.3 ± 24.9 | 85.8 ± 23.0 | 79.2 ± 21.9 | 89.1 ± 20.8 | 81.4 ± 20.0 |
| HbA1c (%) | 9.5 ± 2.2 | 10.0 ± 2.1 | 9.4 ± 2.0 | 10.3 ± 1.9 | 9.6 ± 1.8 |
| Glycoalbumin (%) | 24.7 ± 9.4 | 27.8 ± 8.2 | 25.6 ± 6.5 | 30.2 ± 8.0 | 30.2 ± 9.3 |
| CVR‐R, resting (%) | 2.9 ± 1.6 | 2.4 ± 1.2 | 2.2 ± 1.3* | 1.9 ± 0.9* | 2.6 ± 1.2 |
| CVR‐R, deep breathing (%) | 5.0 ± 2.8 | 4.1 ± 2.0 | 3.5 ± 2.0** | 3.0 ± 1.5* | 3.3 ± 1.4 |
| eGFR (mL/min/1.73 m2) | 86.8 ± 25.3 | 87.0 ± 27.1 | 73.6 ± 30.2**,†† | 70.5 ± 25.5 | 64.3 ± 25.6 |
| uACR (mg/g) | 40.1 ± 130.5 | 32.2 ± 78.8 | 245.6 ± 839.9*,† | 192.7 ± 477.8 | 364.1 ± 647.1 |
| In(uACR) | 2.4 ± 1.5 | 2.4 ± 1.4 | 3.4 ± 1.9***,†† | 3.9 ± 1.5**,†† | 4.1 ± 2.4 |
| Tibial nerve | |||||
| NCV (m/s) | 43.9 ± 2.3 | 40.7 ± 2.9*** | 40.3 ± 3.0*** | 38.2 ± 3.5***,† | 36.4 ± 2.6***,†,§ |
| Amplitude (mV) | 16.7 ± 6.6 | 14.2 ± 5.7* | 11.8 ± 4.3***,†† | 3.5 ± 0.8***,†††,§§§ | 1.1 ± 0.6***,†††,§§§,¶¶¶ |
| F‐wave latency (ms) | 45.8 ± 2.9 | 51.0 ± 3.4*** | 50.6 ± 4.9*** | 51.3 ± 4.5*** | 57.6 ± 4.8** |
| Sural nerve (standard electromyography system) | |||||
| NCV (m/s) | 47.9 ± 4.2 | 45.2 ± 4.4*** | 42.9 ± 5.3***,†† | 42.9 ± 6.1** | 39.6 ± 3.6*,† |
| Amplitude (µV) | 10.0 ± 4.0 | 8.6 ± 3.7 | 2.7 ± 1.3***,††† | 1.9 ± 1.5***,††† | 0.8 ± 0.8***,†††,§§ |
| Sural nerve (DPNCheck™) | |||||
| NCV (m/s) | 52.1 ± 4.2 | 48.7 ± 4.6*** | 46.6 ± 5.9***,† | 47.0 ± 5.6** | 46.1 ± 4.1* |
| Amplitude (µV) | 15.2 ± 6.9 | 12.5 ± 5.9* | 6.9 ± 6.9***,††† | 5.7 ± 4.2***,††† | 3.3 ± 1.7***,†††,§§ |
Categorical variables are given as the number (percentage), whereas continuous variables are reported as mean ± standard deviation. *P < 0.05; **P < 0.01; ***P < 0.001 versus subgroup stage 0. † P < 0.05; †† P < 0.01; ††† P < 0.001 versus subgroup stage 1. § P < 0.05; §§ P < 0.01; §§§ P < 0.001 versus subgroup stage 2. ¶ P < 0.05 versus subgroup stage 3. CVR‐R, coefficient of variation of R‐R intervals; DPN, diabetic polyneuropathy; eGFR, estimated glomerular filtration rate; HbA1c, glycosylated hemoglobin; In, natural logarithm; NCV, nerve conduction velocity; uACR, urine albumin‐to‐creatinine ratio.
Figure 2Agreement analyses of nerve conduction studies between the point‐of‐care device (DPNCheck™) and standard electromyography (EMGS) in the sural nerve. (a) Scatterplots of sensory nerve conduction velocities (SNCVs) between DPNCheck™ and EMGS. (b) Scatterplots of amplitudes of sensory nerve action potential between the two methods. (c) Bland–Altman plots showing the difference in SNCVs between the two methods. (d) Bland–Altman plots showing the difference of amplitudes of sensory nerve action potential between the two methods. The solid red lines represent the mean difference. The x‐axis represents the mean values of (c) SNCVs or (d) amplitudes in each leg.
Figure 3Multiple regression formula and receiver operating characteristic (ROC) curve. (a) Multiple regression formula of the estimated severity of diabetic polyneuropathy (DPN) in the modified Baba classification. (b) ROC curve validating the diagnostic potential of estimated severity in the modified Baba classification to predict stage 2 diabetic polyneuropathy. amp, amplitude of sensory nerve action potential obtained from DPNCheck™; Vel, sensory nerve conduction velocity obtained from DPNCheck™.
Diagnostic accuracy of the estimated severity in the modified Baba classification
| Definitions of DPN | Stage 2 DPN in MBC ( | DPN defined by abnormal values in two or more NCS parameters ( | |
|---|---|---|---|
| Predicted items | eMBC | eMBC | eNNAV |
| AUROC | 0.871 (0.835–0.906) | 0.829 (0.788–0.870) | 0.839 (0.800–0.879) |
| Cut‐off value | 1.3065 | 1.0835 | 2.4225 |
| Sensitivity (%) | 70.1 (63.3–76.9) | 76.3 (70.8–81.8) | 73.7 (68.0–79.4) |
| Specificity (%) | 87.6 (82.7–92.5) | 73.0 (67.2–78.7) | 81.1 (76.0–86.2) |
| PPV (%) | 83.0 (77.4–88.6) | 81.3 (76.2–86.4) | 85.7 (81.2–90.3) |
| NPV (%) | 77.3 (71.1–83.5) | 66.7 (60.5–72.8) | 66.7 (60.5–72.8) |
| +LR | 5.67 | 2.82 | 3.89 |
| −LR | 0.34 | 0.32 | 0.32 |
| Accuracy (%) | 79.5 | 75.0 | 76.6 |
Values in parentheses are 95% confidence intervals.
AUROC, area under the receiver operating characteristic curve; DPN, diabetic polyneuropathy; eMBC, an estimated severity in the modified Baba classification; eNAV, an estimated number of abnormal values; +LR, positive likelihood ratio; −LR, negative likelihood ratio; MBC, modified Baba classification; NCS, nerve conduction study; NCV, nerve conduction velocity in DPNCheck™; NPV, negative predictive value; PPV, positive predictive value; SNAP, sensory nerve action potential in DPNCheck™.
eMBC = 2.046 + 0.509 × ln(age [years]) − 0.033 × (NCV [m/s]) − 0.622 × ln(SNAP amplitude [µV])
eNNAV = 12.149 + 0.55 × ln(age [years]) − 0.171 × (NCV [m/s]) − 1.613 × ln(SNAP amplitude [µV]).