| Literature DB >> 35080135 |
Shingo Yanari1, Akira Sasaki1, Akira Umemura1, Yasushi Ishigaki2, Haruka Nikai1, Tsuguo Nishijima3, Shigeru Sakurai4.
Abstract
AIMS/Entities:
Keywords: Laparoscopic sleeve gastrectomy; Obstructive sleep apnea; Type 2 diabetes
Mesh:
Year: 2022 PMID: 35080135 PMCID: PMC9153837 DOI: 10.1111/jdi.13755
Source DB: PubMed Journal: J Diabetes Investig ISSN: 2040-1116 Impact factor: 3.681
Figure 1Definitions and measurement of airway morphological parameters. (a) Tongue area (TA) was defined as the area surrounded by the tongue surface, tongue tip (TT), the most posterior and inferior point on the mandibular symphysis; retrognathion (RGN), the most anterior superior point on the body of the hyoid bone; hyoidale (H) and epiglottis base (Eb; orange area). Uvula area (UA) was also defined as the area surrounded by the most inferior point of the soft palate (P), tip of the posterior nasal spine (PNS) and the outline of the uvula (blue area). UL was the distance between P and PNS (red line). The midpoint of the contour connecting the ramus and body of the mandible was defined as G0, then PAS was also defined as the distance from G0 to the posterior pharyngeal wall (white line). Airway diameter at the tip of the epiglottis was defined as the distance from the tip of the epiglottis (Et) to posterior pharyngeal wall (green line). (b) Airway morphological parameters were measured by a computer work station.
Figure 2Patient flowchart of the present study. AHI, apnea hypopnea index; FN‐PSG, full‐night polysomnography; LSG, laparoscopic sleeve gastrectomy; OSA, obstructive sleep apnea; T2D, type 2 diabetes.
Baseline characteristics of enrolled patients
| All patients ( | AHI ≥15 ( | AHI <15 ( |
| |
|---|---|---|---|---|
| Age (years) | 44.8 ± 11.9 | 46.3 ± 11.3 | 28.6 ± 5.6 | 0.001 |
| Male, | 33 (55%) | 33 (59%) | 0 (0%) | 0.149 |
| Bodyweight (kg) | 117.3 ± 21.0 | 118.3 ± 21.2 | 101.8 ± 13.3 | 0.086 |
| BMI (kg/m2) | 42.6 ± 6.4 | 42.9 ± 6.6 | 39.2 ± 3.3 | 0.33 |
| Comorbidities ( | 6.7 ± 1.2 | 6.7 ± 1.2 | 6.2 ± 1.3 | 0.343 |
| OSA, | 60 (98.4) | 56 (100) | 4 (80.0) | 0.066 |
| Type 2 diabetes, | 41 (67.2) | 39 (69.6) | 2 (40.0) | 0.32 |
| Medications for type 2 diabetes ( | ||||
| Metformin | 23 | 21 | 2 | 0.864 |
| DPP‐4 inhibitor | 21 | 19 | 2 | |
| Sulfonylurea | 15 | 14 | 1 | |
| SGLT‐2 inhibitor | 11 | 10 | 1 | |
| Thiazolidinedione | 7 | 7 | 0 | |
| α‐Glucosidase inhibitor | 7 | 7 | 0 | |
| GLP‐1 agonist | 15 | 14 | 1 | |
| Insulin | 12 | 12 | 0 | |
| FBG (mg/dL) | 116.3 ± 32.7 | 128.4 ± 49.9 | 109.0 ± 6.2 | 0.662 |
| IRI (μU/mL) | 20.9 ± 15.7 | 20.6 ± 16.1 | 23.9 ± 14.3 | 0.659 |
| HbA1c (%) | 7.2 ± 1.8 | 7.2 ± 1.8 | 6.9 ± 1.9 | 0.646 |
| HOMA‐IR (no unit) | 6.7 ± 6.6 | 6.6 ± 6.9 | 6.5 ± 3.9 | 0.908 |
| HOMA‐β (no unit) | 158.6 ± 119.5 | 157.6 ± 121.7 | 187.7 ± 115.2 | 0.847 |
| C‐peptide (ng/mL) | 2.9 ± 1.2 | 2.9 ± 1.2 | 2.8 ± 1.3 | 0.866 |
| SFA (cm2) | 529.5 ± 132.2 | 525.9 ± 134.2 | 567.9 ± 112.6 | 0.51 |
| VFA (cm2) | 267.4 ± 86.5 | 275.4 ± 84.7 | 182.7 ± 60.2 | 0.017 |
| Waist (cm) | 120.8 ± 9.0 | 121.3 ± 9.1 | 115.2 ± 6.2 | 0.144 |
| AHI (no unit) | 51.1 ± 25.7 | 55.0 ± 23.1 | 7.8 ± 2.0 | <0.001 |
| ODI (no unit) | 51.4 ± 26.2 | 55.3 ± 23.7 | 8.3 ± 2.8 | <0.001 |
| REM‐AHI (no unit) | 55.4 ± 23.2 | 59.4 ± 19.8 | 12.0 ± 5.7 | <0.001 |
| Non‐REM‐AHI (no unit) | 49.0 ± 27.6 | 52.9 ± 25.4 | 6.4 ± 2.5 | <0.001 |
| Min‐SpO2 (%) | 72.6 ± 11.7 | 71.3 ± 11.4 | 86.0 ± 2.6 | 0.006 |
| Sleep efficacy (%) | 76.8 ± 14.8 | 76.8 ± 15.2 | 77.8 ± 9.7 | 0.884 |
| Neck circumference (cm) | 43.3 ± 3.7 | 43.6 ± 3.9 | 41.3 ± 0.8 | 0.346 |
| TA (cm2) | 38.8 ± 7.0 | 39.6 ± 6.7 | 29.8 ± 3.5 | 0.002 |
| UA (cm2) | 3.7 ± 1.1 | 3.8 ± 1.0 | 2.6 ± 0.7 | 0.017 |
| UL (cm) | 4.4 ± 0.7 | 4.4 ± 0.7 | 3.7 ± 0.6 | 0.016 |
| PAS (mm) | 13.1 ± 4.0 | 13.2 ± 4.0 | 12.0 ± 4.3 | 0.564 |
| AW‐Et (mm) | 11.4 ± 4.6 | 11.5 ± 4.7 | 10.9 ± 4.6 | 0.805 |
Values are the mean ± standard deviation.
AHI, apnea hypopnea index; AW‐Et, airway diameter at the tip of the epiglottis; BMI, body mass index; DPP‐4, dipeptidyl peptidase‐4; FBS, fasting blood glucose; GLP‐1, glucagon‐like peptide‐1; HbA1c, hemoglobin A1c; HOMA‐β, homeostasis model assessment beta cell function; HOMA‐IR, homeostasis model for assessing insulin resistance; IRI, immunoreactive insulin; ODI, oxygen desaturation index; OSA, obstructive sleep apnea; PAS, posterior airway space; REM‐AHI, rapid eye movement AHI, Min‐SpO2, minimum arterial oxygen saturation of pulse oximetry; SFA, subcutaneous fat area; SGLT‐2, sodium–glucose cotransporter 2; TA, tongue area; UL, uvula length; UV, uvula area; VFA, visceral fat area.
Parameters with P < 0.05.
Weight loss effects and changes of full‐night polysomnography and airway morphological parameters before and after laparoscopic sleeve gastrectomy
| Initial | 6 POM | 12 POM |
Initial vs 6 POM |
Initial vs 12 POM | |
|---|---|---|---|---|---|
| All patients ( | |||||
| Bodyweight (kg) | 117.3 ± 21.0 | 88.0 ± 14.2 | 86.4 ± 16.9 | <0.001 | <0.001 |
| BMI (kg/m2) | 42.6 ± 6.4 | 32.1 ± 4.2 | 31.4 ± 4.8 | <0.001 | <0.001 |
| %EWL (%) | – | 51.4 ± 13.0 | 55.8 ± 16.3 | – | – |
| %TWL (%) | – | 23.7 ± 7.2 | 26.0 ± 8.6 | – | – |
| SFA (cm2) | 529.5 ± 132.2 | 344.2 ± 111.5 | 341.1 ± 137.8 | <0.001 | <0.001 |
| VFA (cm2) | 267.4 ± 86.5 | 162.4 ± 73.8 | 141.3 ± 64.7 | <0.001 | <0.001 |
| Waist (cm) | 120.8 ± 9.0 | 103.5 ± 11.0 | 101.9 ± 12.5 | <0.001 | <0.001 |
| AHI (no unit) | 51.1 ± 25.6 | 25.4 ± 20.7 | 23.0 ± 20.0 | <0.001 | <0.001 |
| ODI (no unit) | 51.4 ± 26.2 | 23.3 ± 19.3 | 21.3 ± 18.8 | <0.001 | <0.001 |
| REM‐AHI (no unit) | 55.4 ± 23.2 | 29.8 ± 20.6 | 27.7 ± 20.1 | <0.001 | <0.001 |
| Non‐REM‐AHI (no unit) | 49.0 ± 27.6 | 23.4 ± 22.5 | 19.9 ± 19.9 | <0.001 | <0.001 |
| Sleep efficiency (%) | 76.8 ± 14.8 | 79.7 ± 23.1 | 83.6 ± 10.1 | 0.482 | <0.001 |
| Min‐SpO2 (%) | 72.6 ± 11.7 | 79.6 ± 8.5 | 80.5 ± 8.7 | <0.001 | <0.001 |
| Neck circumference (cm) | 43.3 ± 3.7 | 39.2 ± 3.7 | 38.6 ± 4.1 | <0.001 | <0.001 |
| TA (cm2) | 38.8 ± 7.0 | 34.3 ± 6.8 | 33.3 ± 7.5 | <0.001 | <0.001 |
| UA (cm2) | 3.7 ± 1.1 | 2.8 ± 0.6 | 2.7 ± 0.6 | <0.001 | <0.001 |
| UL, cm | 4.4 ± 0.7 | 4.1 ± 0.5 | 3.9 ± 0.4 | <0.001 | <0.001 |
| PAS (mm) | 13.1 ± 4.0 | 15.0 ± 4.7 | 14.3 ± 4.8 | 0.001 | 0.027 |
| AW‐Et (mm) | 11.4 ± 4.6 | 12.7 ± 4.4 | 12.9 ± 4.3 | 0.155 | 0.141 |
| AHI ≥15 ( | |||||
| Bodyweight (kg) | 118.3 ± 21.2 | 88.7 ± 14.3 | 87.0 ± 17.4 | <0.001 | <0.001 |
| BMI (kg/m2) | 42.9 ± 6.6 | 32.3 ± 4.3 | 31.6 ± 5.0 | <0.001 | <0.001 |
| %EWL (%) | – | 51.6 ± 13.0 | 56.3 ± 16.4 | – | – |
| %TWL (%) | – | 23.8 ± 7.4 | 26.2 ± 8.7 | – | – |
| SFA (cm2) | 529.9 ± 134.2 | 344.0 ± 115.4 | 339.1 ± 142.7 | <0.001 | <0.001 |
| VFA (cm2) | 275.4 ± 84.7 | 168.3 ± 72.8 | 144.6 ± 64.5 | <0.001 | <0.001 |
| Waist (cm) | 121.3 ± 9.1 | 104.3 ± 11.0 | 102.1 ± 12.8 | <0.001 | <0.001 |
| AHI (no unit) | 55.0 ± 23.1 | 27.0 ± 20.6 | 24.3 ± 19.9 | <0.001 | <0.001 |
| ODI (no unit) | 55.3 ± 23.7 | 24.9 ± 19.1 | 22.4 ± 18.8 | <0.001 | <0.001 |
| REM‐AHI (no unit) | 59.4 ± 19.8 | 32.0 ± 19.8 | 29.2 ± 19.9 | <0.001 | <0.001 |
| Non‐REM‐AHI (no unit) | 52.9 ± 25.4 | 25.0 ± 22.6 | 21.1 ± 20.1 | <0.001 | <0.001 |
| Min‐SpO2 (%) | 71.3 ± 11.4 | 78.7 ± 8.1 | 79.9 ± 8.6 | <0.001 | <0.001 |
| Sleep efficiency | 76.8 ± 15.2 | 80.2 ± 21.3 | 82.9 ± 10.0 | 0.413 | 0.003 |
| Neck circumference (cm) | 43.6 ± 3.9 | 39.6 ± 3.7 | 38.9 ± 4.1 | <0.001 | <0.001 |
| TA (cm2) | 39.6 ± 6.7 | 34.7 ± 6.8 | 33.8 ± 7.6 | <0.001 | <0.001 |
| UA (cm2) | 3.8 ± 1.0 | 2.8 ± 0.6 | 2.7 ± 0.7 | <0.001 | <0.001 |
| UL (cm) | 4.4 ± 0.7 | 4.1 ± 0.5 | 3.9 ± 0.5 | <0.001 | <0.001 |
| PAS (mm) | 13.2 ± 4.0 | 14.9 ± 4.8 | 14.1 ± 4.8 | 0.004 | 0.034 |
| AW‐Et (mm) | 11.5 ± 4.7 | 12.5 ± 4.5 | 12.8 ± 4.4 | 0.250 | 0.228 |
| AHI <15 ( | |||||
| Bodyweight (kg) | 101.8 ± 13.3 | 78.3 ± 12.2 | 77.3 ± 12.2 | 0.002 | 0.003 |
| BMI (kg/m2) | 39.2 ± 3.3 | 30.1 ± 3.1 | 29.7 ± 3.0 | 0.004 | 0.006 |
| %EWL (%) | – | 53.3 ± 14.9 | 55.2 ± 17.0 | – | – |
| %TWL (%) | – | 23.1 ± 6.3 | 24.1 ± 7.7 | – | – |
| SFA (cm2) | 567.9 ± 112.6 | 347.0 ± 63.1 | 362.9 ± 65.9 | 0.003 | 0.007 |
| VFA (cm2) | 182.7 ± 60.2 | 100.3 ± 56.9 | 104.6 ± 64.2 | <0.001 | 0.006 |
| Waist (cm) | 115.2 ± 6.2 | 95.5 ± 8.8 | 98.8 ± 8.9 | 0.007 | 0.027 |
| AHI (no unit) | 7.8 ± 2.0 | 3.7 ± 3.3 | 4.2 ± 5.3 | 0.044 | 0.304 |
| ODI (no unit) | 8.3 ± 2.8 | 2.0 ± 0.9 | 4.4 ± 3.9 | 0.008 | 0.106 |
| REM‐AHI (no unit) | 12.0 ± 5.7 | 2.7 ± 0.8 | 5.8 ± 7.2 | 0.016 | 0.258 |
| Non‐REM‐AHI (no unit) | 6.4 ± 2.5 | 3.8 ± 4.1 | 3.4 ± 4.2 | 0.087 | 0.204 |
| Min‐SpO2 (%) | 86.0 ± 2.6 | 91.0 ± 13.3 | 89.7 ± 2.3 | 0.059 | 0.163 |
| Sleep efficiency | 77.8 ± 9.7 | 72.6 ± 44.2 | 93.8 ± 3.9 | 0.820 | 0.061 |
| Neck circumference (cm) | 41.3 ± 0.8 | 35.5 ± 0.7 | 34.5 ± 1.1 | 0.059 | 0.069 |
| TA (cm2) | 29.8 ± 3.5 | 27.8 ± 2.2 | 26.8 ± 1.5 | 0.089 | 0.225 |
| UA (cm2) | 2.6 ± 0.7 | 2.3 ± 0.3 | 2.5 ± 0.4 | 0.154 | 0.306 |
| UL (cm) | 3.7 ± 0.6 | 4.5 ± 0.7 | 3.8 ± 0.3 | 0.068 | 0.601 |
| PAS (mm) | 12.0 ± 4.3 | 15.9 ± 3.6 | 15.9 ± 4.0 | 0.103 | 0.085 |
| AW‐Et (mm) | 10.9 ± 4.6 | 15.2 ± 2.2 | 15.2 ± 1.0 | 0.292 | 0.356 |
Values are the mean ± standard deviation.
12 POM, 12 postoperative months; 6 POM, 6 postoperative months; AHI, apnea hypopnea index; AW‐Et, airway diameter at the tip of the epiglottis; BMI, body mass index; %EWL, percentage excess weight loss; FN‐PSG, full‐night polysomnography; LSG, laparoscopic sleeve gastrectomy; Min‐SpO2, minimum arterial oxygen saturation of pulse oximetry; ODI, oxygen desaturation index; PAS, posterior airway space; REM‐AHI, rapid eye movement AHI; SFA, subcutaneous fat area; TA, tongue area; %TWL, percentage total weight loss; UL, uvula length; UV, uvula area; VFA, visceral fat area.
Parameters with P < 0.05.
Correlation analyses between the therapeutic effects of obstructive sleep apnea and weight loss or airway morphological parameters
| Variables | Δ AHI | Δ ODI | Δ Non‐REM‐AHI | |||
|---|---|---|---|---|---|---|
| ρ |
| ρ |
| ρ |
| |
| %EWL | 0.501 | <0.001 | 0.388 | 0.015 | 0.212 | 0.195 |
| %TWL | 0.254 | 0.119 | 0.401 | 0.011 | 0.317 | 0.049 |
| Δ VFA | 0.392 | 0.012 | 0.289 | 0.074 | 0.249 | 0.126 |
| Δ SFA | 0.315 | 0.051 | 0.403 | 0.011 | 0.158 | 0.335 |
| Δ TA | 0.350 | 0.020 | 0.300 | 0.063 | 0.402 | 0.013 |
| Δ UA | 0.341 | 0.037 | 0.267 | 0.100 | 0.350 | 0.029 |
| Δ UL | 0.280 | 0.084 | 0.220 | 0.179 | 0.243 | 0.137 |
| Δ PAS | 0.074 | 0.653 | −0.007 | 0.965 | 0.107 | 0.516 |
| Δ AW‐Et | 0.011 | 0.946 | 0.007 | 0.968 | 0.082 | 0.620 |
AHI, apnea hypopnea index; AW‐Et, airway diameter at the tip of the epiglottis; %EWL, percentage excess weight loss; ODI, oxygen desaturation index; OSA, obstructive sleep apnea; PAS, posterior airway space; REM‐AHI, rapid eye movement AHI; SFA, subcutaneous fat area; TA, tongue area; %TWL, percentage total weight loss; UL, uvula length; UV, uvula area; VFA, visceral fat area.
Parameters with P < 0.05.
Univariate and multivariate analyses of prognostic factors for obstructive sleep apnea after laparoscopic sleeve gastrectomy
| Univariate analysis | ||||
|---|---|---|---|---|
| Parameters |
Improvement AHI <15 ( |
Non‐improvement AHI ≥15 ( | Odds ratio (95% confidence interval) |
|
| Preoperative parameters | ||||
| Male, | 11 (48%) | 22 (67%) | 0.500 (0.148–1.693) | 0.265 |
| Age (years) | 43.2 ± 11.7 | 49.5 ± 10.4 | 0.947 (0.896–1.004) | 0.072 |
| Bodyweight (kg) | 115.8 ± 22.6 | 120.3 ± 22.2 | 0.990 (0.963–1.019) | 0.506 |
| BMI (kg/m2) | 41.9 ± 5.9 | 44.0 ± 7.8 | 0.975 (0.891–1.067) | 0.591 |
| HbA1c (%) | 6.9 ± 1.8 | 7.4 ± 1.6 | 0.850 (0.580–1.245) | 0.404 |
| VFA (cm²) | 270.3 ± 93.8 | 280.8 ± 81.5 | 0.998 (0.991–1.006) | 0.659 |
| Neck circumference (cm) | 43.1 ± 4.1 | 44.2 ± 5.2 | 0.937 (0.734–1.196) | 0.602 |
| TA (cm2) | 38.5 ± 4.7 | 40.6 ± 7.7 | 0.946 (0.859–1.042) | 0.266 |
| UA (cm2) | 3.6 ± 0.9 | 3.9 ± 1.0 | 0.747 (0.401–1.394) | 0.360 |
| UL (cm) | 4.3 ± 0.6 | 4.5 ± 0.6 | 0.541 (0.194–1.511) | 0.241 |
| PAS (mm) | 13.2 ± 3.5 | 13.3 ± 4.5 | 0.990 (0.851–1.154) | 0.904 |
| AW‐Et (mm) | 11.4 ± 3.8 | 11.8 ± 4.9 | 1.015 (0.882–1.167) | 0.837 |
| AHI (no unit) | 39.9 ± 15.1 | 69.9 ± 19.7 | 0.921 (0.880–0.964) | <0.001 |
| Postoperative parameters (1 year after LSG) | ||||
| Bodyweight (kg) | 84.8 ± 17.3 | 88.8 ± 15.2 | 0.975 (0.936–1.014) | 0.211 |
| BMI (kg/m2) | 30.5 ± 4.7 | 32.4 ± 5.1 | 0.922 (0.809–1.051) | 0.224 |
| %TWL (%) | 27.6 ± 7.5 | 24.6 ± 8.5 | 1.046 (0.969–1.129) | 0.247 |
| %EWL (%) | 58.6 ± 16.5 | 53.1 ± 15.4 | 1.030 (0.991–1.073) | 0.133 |
| HbA1c (%) | 5.4 ± 0.5 | 5.9 ± 0.8 | 0.385 (0.143–1.038) | 0.059 |
| VFA (cm²) | 138.1 ± 64.8 | 151.0 ± 59.4 | 0.996 (0.986–1.006) | 0.432 |
| Neck circumference (cm) | 38.3 ± 3.3 | 39.7 ± 4.6 | 0.908 (0.733–1.124) | 0.375 |
| TA (cm2) | 30.0 ± 5.5 | 36.4 ± 7.9 | 0.876 (0.792–0.969) | 0.010 |
| UA (cm2) | 2.4 ± 0.4 | 2.9 ± 0.7 | 0.2176 (0.060–0.785) | 0.020 |
| UL (cm) | 3.7 ± 0.3 | 4.1 ± 0.5 | 0.059 (0.008–0.432) | 0.005 |
| PAS (mm) | 14.0 ± 3.5 | 14.2 ± 5.7 | 0.984 (0.866–1.118) | 0.808 |
| AW‐Et (mm) | 12.9 ± 3.5 | 12.8 ± 5.1 | 1.003 (0.873–1.153) | 0.962 |
AHI, apnea hypopnea index; AW‐Et, airway diameter at the tip of the epiglottis; BMI, body mass index; HbA1c, hemoglobin A1c; LSG, laparoscopic sleeve gastrectomy; OSA, obstructive sleep apnea; PAS, posterior airway space; TA, tongue area; UL, uvula length; UV, uvula area; VFA, visceral fat area.
Parameters with P < 0.1 in univariate analysis.
Parameters with P < 0.05 in univariate analysis.
Parameters with P < 0.05 in multivariate analysis.
Univariate and multivariate analyses of prognostic factors for obstructive sleep apnea in patients with type 2 diabetes
| Univariate analysis | ||||
|---|---|---|---|---|
| Parameters |
Improvement AHI <15 ( |
Non‐improvement AHI ≥15 ( | Odds ratio (95% confidence interval) |
|
| Preoperative parameters | ||||
| Male, | 4 (33%) | 13 (65%) | 0.269 (0.059–1.221) | 0.089 |
| Age (years) | 45.6 ± 12.2 | 52.5 ± 8.7 | 0.932 (0.861–1.008) | 0.081 |
| Bodyweight (kg) | 110.1 ± 23.0 | 116.9 ± 18.4 | 0.984 (0.948–1.022) | 0.417 |
| HbA1c (%) | 7.6 ± 1.9 | 6.1 ± 0.8 | 0.930 (0.598–1.447) | 0.749 |
| Neck circumference (cm) | 41.5 ± 3.6 | 42.4 ± 7.3 | 0.609 (0.326–1.140) | 0.122 |
| TA (cm2) | 31.0 ± 5.3 | 42.4 ± 7.3 | 0.864 (0.748–0.999) | 0.048 |
| UA (cm2) | 3.5 ± 1.0 | 4.0 ± 0.9 | 0.554 (0.239–1.286) | 0.169 |
| UL (cm) | 4.3 ± 0.6 | 4.6 ± 0.5 | 0.242 (0.050–1.167) | 0.077 |
| PAS (mm) | 12.6 ± 3.6 | 15.1 ± 5.4 | 0.883 (0.723–1.079) | 0.225 |
| AW‐Et (mm) | 11.7 ± 2.7 | 13.6 ± 4.5 | 0.927 (0.769–1.117) | 0.428 |
| AHI (no unit) | 34.7 ± 11.9 | 66.4 ± 21.4 | 0.916 (0.864–0.971) | 0.003 |
| Postoperative parameters (1 year after LSG) | ||||
| Bodyweight (kg) | 80.8 ± 16.8 | 88.5 ± 15.0 | 0.966 (0.918–1.017) | 0.189 |
| %TWL (%) | 26.9 ± 5.7 | 24.0 ± 7.4 | 1.064 (0.957–1.184) | 0.249 |
| HbA1c (%) | 5.6 ± 0.5 | 6.1 ± 0.8 | 0.360 (0.109–1.193) | 0.094 |
| Neck circumference (cm) | 37.5 ± 3.6 | 39.8 ± 4.4 | 0.853 (0.650–1.119) | 0.251 |
| TA (cm2) | 30.9 ± 5.3 | 36.2 ± 8.3 | 0.902 (0.808–1.006) | 0.065 |
| UA (cm2) | 2.4 ± 0.5 | 2.9 ± 0.7 | 0.207 (0.041–1.046) | 0.057 |
| UL (cm) | 3.7 ± 0.3 | 4.1 ± 0.4 | 0.003 (0.0005–0.268) | 0.010 |
| PAS (mm) | 14.1 ± 4.1 | 15.1 ± 5.5 | 0.956 (0.819–1.115) | 0.569 |
| AW‐Et (mm) | 13.3 ± 3.8 | 13.6 ± 4.5 | 0.983 (0.824–1.173) | 0.854 |
AHI, apnea hypopnea index; AW‐Et, airway diameter at the tip of the epiglottis; BMI, body mass index; HbA1c, hemoglobin A1c; LSG, laparoscopic sleeve gastrectomy; OSA, obstructive sleep apnea; PAS, posterior airway space; TA, tongue area; UL, uvula length; UV, uvula area; VFA, visceral fat area.
Parameters with P < 0.1 in univariate analysis.
Parameters with P < 0.05 in univariate analysis.
Parameters with P < 0.05 in multivariate analysis.
Figure 3Changes of medical treatment for type 2 diabetes in patients with moderate/severe obstructive sleep apnea. DPP‐4 inhibitor, dipeptidyl peptidase‐4 inhibitor; GLP‐1 agonist, glucagon‐like peptide‐1 receptor agonist; LSG, laparoscopic sleeve gastrectomy; SGLT‐2 inhibitor, sodium–glucose cotransporter 2 inhibitor.
Relationships between apnea hypopnea index and , β‐cell function parameters along with the individual metabolic surgery score
| AHI ≥15 | AHI <15 |
| |
|---|---|---|---|
| IMS score | |||
| IMS score severe/moderate, | 20 (11) | 12 (8) | 0.71 |
| HbA1c (%) | 6.2 ± 0.8 | 6.0 ± 0.7 | 0.652 |
| IRI (μU/mL) | 7.7 ± 7.0 | 10.3 ± 7.9 | 0.343 |
| HOMA‐IR (no unit) | 2.1 ± 1.9 | 2.4 ± 2.8 | 0.616 |
| HOMA‐β (no unit) | 58.3 ± 60.6 | 119.6 ± 77.7 | <0.001 |
| Insulinogenic index (no unit) | 0.4 ± 0.3 | 1.1 ± 0.4 | <0.001 |
| Matsuda index (no unit) | 5.5 ± 3.4 | 3.5 ± 1.6 | 0.058 |
| Disposition index (no unit) | 1.9 ± 1.5 | 3.4 ± 2.8 | 0.019 |
| IMS score mild, | 3 (3) | 4 (4) | 1 |
AHI, apnea hypopnea index; BCF, β‐cell function; HbA1c, hemoglobin A1c; HOMA‐IR, homeostasis model for assessing insulin resistance; HOMA‐β, homeostasis model assessment beta cell function; IMS, individual metabolic surgery; IRI, immunoreactive insulin.
Parameters with P < 0.05.
Figure 4Changes of glucose levels during the 75‐g oral glucose tolerance test (75‐g OGTT). *Parameters with P < 0.05. AHI, apnea hypopnea index; POM, postoperative months.
Figure 5Changes of immunoreactive insulin (IRI) levels during 75‐g oral glucose tolerance test (75‐g OGTT). *Parameters with P < 0.05. AHI, apnea hypopnea index; POM, postoperative months.
Relationships between apnea hypopnea index and β‐cell function parameters along with the ABCD score
| AHI ≥15 | AHI <15 |
| |
|---|---|---|---|
| ABCD score | |||
| ABCD score 0–4 points, | 9 (4) | 6 (3) | 0.597 |
| HbA1c (%) | 6.5 ± 0.8 | 5.8 ± 0.6 | 0.141 |
| IRI (μU/mL) | 7.2 ± 5.4 | 4.7 ± 2.0 | 0.35 |
| HOMA‐IR (no unit) | 2.1 ± 1.6 | 1.1 ± 0.5 | 0.229 |
| HOMA‐β (no unit) | 65.4 ± 48.1 | 57.0 ± 30.4 | 0.842 |
| Insulinogenic index (no unit) | 0.5 ± 0.4 | 0.7 ± 0.7 | 0.44 |
| Matsuda index (no unit) | 5.7 ± 4.0 | 4.9 ± 1.9 | 0.651 |
| Disposition index (no unit) | 2.4 ± 2.2 | 4.4 ± 5.9 | 0.364 |
| ABCD score 5–10 points, | 14 (10) | 10 (9) | 0.308 |
AHI, apnea hypopnea index; BCF, β‐cell function; HbA1c, hemoglobin A1c; HOMA‐IR, homeostasis model for assessing insulin resistance; HOMA‐β, homeostasis model assessment beta cell function; IRI, immunoreactive insulin.