| Literature DB >> 26076443 |
Yoshiro Toyama1, Kiminobu Tanizawa2, Takeshi Kubo3, Yuichi Chihara4, Yuka Harada5, Kimihiko Murase1, Masanori Azuma1, Satoshi Hamada1, Takefumi Hitomi6, Tomohiro Handa1, Toru Oga2, Tsutomu Chiba7, Michiaki Mishima1, Kazuo Chin2.
Abstract
RATIONALE: Associations between obstructive sleep apnea (OSA) and liver fat accumulation have been frequently investigated because both morbidities are common. Visceral fat was reported to be closely related to OSA and liver fat accumulation. Recently, sex differences in the association between OSA and mortality have gained much attention.Entities:
Mesh:
Year: 2015 PMID: 26076443 PMCID: PMC4468199 DOI: 10.1371/journal.pone.0129513
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Flow chart of enrollment of study participants.
Characteristics of study participants.
| Characteristics | All participants | Males | Females | P-value |
|---|---|---|---|---|
| Number (%) | 250 | 188 (75.2) | 62 (24.8) | … |
| Age, y | 57.3 ± 13.1 | 56.5 ± 13.7 | 59.7 ± 11.1 | 0.095 |
| BMI, kg/m2 | 26.6 ± 4.9 | 26.5 ± 4.6 | 27.0 ± 5.8 | 0.480 |
| Neck circumference, cm | 39.8 ± 4.6 | 40.7 ± 4.2 | 37.2 ± 5.4 | <0.001 |
| Waist circumference, cm | 96.7 ± 10.2 | 96.1 ± 9.3 | 98.6 ± 12.4 | 0.149 |
| Systolic blood pressure, mmHg | 125.8 ± 13.7 | 125.7 ± 14.0 | 126.0 ± 12.8 | 0.870 |
| Diastolic blood pressure, mmHg | 77.8 ± 10.1 | 78.7 ± 10.3 | 75.0 ± 9.1 | 0.012 |
| Alcohol intake, g/d | 13.0 ± 23.0 | 16.8 ± 25.3 | 1.6 ± 4.5 | <0.001 |
| User of lipid-lowering agents, n(%) | 89 (35.6) | 63 (33.5) | 26 (41.9) | 0.284 |
| Current smoker, n (%) | 36 (14.5) | 32 (17.1) | 4 (6.5) | 0.039 |
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| Time from PSG to CT, m | -0.3 ± 1.2 | -0.2 ± 1.0 | -0.5 ± 1.6 | 0.173 |
| CTLFA, HU | 54.1 ± 12.8 | 53.8 ± 12.0 | 55.1 ± 15.0 | 0.523 |
| VFA, cm2 | 113.6 ± 60.6 | 118.1 ± 61.7 | 100.2 ± 55.8 | 0.044 |
| SFA, cm2 | 160.4 ± 95.7 | 145.6 ± 82.9 | 205.2 ± 116.5 | <0.001 |
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| AHI, h-1 | 31.6 ± 20.1 | 34.0 ± 20.1 | 24.4 ± 20.0 | 0.001 |
| 4%ODI, h-1 | 23.8 ± 20.5 | 26.2 ± 20.6 | 16.7 ± 18.7 | 0.002 |
| %T<90, % | 13.3 ± 20.1 | 14.9 ± 20.6 | 8.7 ± 17.8 | 0.001 |
| Lowest SpO2 during sleep, % | 79.4 ± 10.1 | 79.0 ± 10.1 | 80.8 ± 9.9 | 0.119 |
| Arousal Index, h-1 | 31.0 ± 16.1 | 33.3 ± 16.0 | 23.9 ± 14.2 | <0.001 |
| REM sleep, % | 14.9 ± 6.2 | 14.8 ± 6.2 | 15.1 ± 6.1 | 0.760 |
| AHI during REM, h-1 | 35.3 ± 23.7 | 34.4 ± 23.6 | 37.9 ± 24.1 | 0.318 |
| Supine sleep time, % | 69.0 ± 26.2 | 69.0 ± 26.7 | 69.0 ± 24.4 | 0.987 |
| AHI in supine position, h-1 | 39.8 ± 24.1 | 43.3 ± 24.5 | 29.3 ± 23.1 | <0.001 |
| Epworth sleepiness scale score | 9.8 ± 5.3 | 10.0 ± 5.3 | 9.0 ± 5.1 | 0.180 |
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| AST, IU/L | 24.5 ± 12.0 | 24.8 ± 11.9 | 23.6 ± 12.3 | 0.204 |
| ALT, IU/L | 28.3 ± 20.3 | 29.7 ± 20.8 | 24.3 ± 18.3 | 0.011 |
| CRP, mg/dL | 0.15 ± 0.24 | 0.14 ± 0.22 | 0.20 ± 0.28 | 0.284 |
| Triglycerides, mg/dL | 141.6 ± 89.6 | 150.1 ± 94.3 | 115.7 ± 67.7 | 0.002 |
| HDL-cholesterol, mg/dL | 48.8 ± 12.3 | 47.1 ± 11.6 | 54.3 ± 12.8 | <0.001 |
| LDL-cholesterol, mg/dL | 112.4 ± 30.7 | 113.3 ± 29.9 | 109.8 ± 33.3 | 0.448 |
| Fasting plasma glucose, mg/dL | 104.5 ± 26.6 | 104.4 ± 24.0 | 104.6 ± 33.5 | 0.968 |
| HOMA-IR | 2.82 ± 3.17 | 2.71 ± 2.88 | 3.17 ± 3.92 | 0.772 |
All values are number (percentage) or mean ± standard deviation.
*Males vs. females.
A lower CTLFA means higher liver fat accumulation. Among users of lipid-lowering agents [38], 7 were taking pioglitazone, 76 statins, 4 eicosapentaenoic acid, 5 ezetimibe, 6 tocopherol, and 11 telmisartan; among them, 20 were taking 2 of these medicines.
Abbreviations: BMI, body mass index; CT, computed tomography; PSG, polysomnography; CTLFA, CT values for liver; VFA, visceral fat accumulation; SFA, subcutaneous fat accumulation; AHI, apnea-hypopnea index; ODI, oxygen desaturation index; %T<90, percentage of time spent with SpO2 below 90% to total sleep time; SpO2, oxygen saturation measured by pulse oximetry; REM, rapid eye movement; AST, aspartate aminotransferase; ALT, alanine aminotransferase; CRP, C-reactive protein; HOMA-IR, homeostasis model assessment of insulin resistance.
Correlation coefficients of CTLFA in all participants and separately in males, and females.
| All participants | Males | Females | |
|---|---|---|---|
| Age, y | 0.26 | 0.25 | 0.27 |
| BMI, kg/m2 | -0.61 | -0.63 | -0.58 |
| Neck circumference, cm | -0.41 | -0.35 | -0.55 |
| Waist circumference, cm | -0.55 | -0.54 | -0.56 |
| Systolic blood pressure, mm Hg | -0.17 | -0.17 | -0.20 |
| Diastolic blood pressure, mm Hg | -0.22 | -0.21 | -0.27 |
| Alcohol intake, g/d | -0.02 | -0.02 | 0.16 |
|
| -0.05 | -0.13 | 0.12 |
|
| -0.12 | -0.12 | -0.08 |
| VFA, cm2 | -0.49 | -0.49 | -0.53 |
| SFA, cm2 | -0.49 | -0.59 | -0.43 |
| AHI, h-1 | -0.21 | -0.29 | -0.01 |
| 4%ODI, h-1 | -0.24 | -0.29 | -0.09 |
| %T90, % | -0.26 | -0.31 | -0.11 |
| Lowest SpO2 during sleep, % | 0.13 | 0.20 | -0.05 |
| Arousal Index, h-1 | -0.03 | -0.04 | 0.03 |
| REM sleep, % | -0.03 | 0.04 | -0.18 |
| AHI during REM, h-1 | -0.22 | -0.33 | 0.04 |
| Supine sleep time, % | 0.12 | 0.06 | 0.28 |
| AHI in supine position, h-1 | -0.21 | -0.27 | -0.05 |
| Epworth sleepiness scale score | -0.17 | -0.16 | -0.16 |
| CRP, mg/dL | -0.30 | -0.28 | -0.34 |
| Triglycerides, mg/dL | -0.41 | -0.42 | -0.44 |
| HDL-cholesterol, mg/dL | 0.36 | 0.38 | 0.33 |
| LDL-cholesterol, mg/dL | -0.13 | -0.16 | -0.06 |
| Fasting plasma glucose, mg/dL | -0.22 | -0.22 | -0.23 |
| HOMA-IR | -0.40 | -0.44 | -0.35 |
*P <0.10
†P <0.05
‡P <0.001, which indicate variables entered into the multivariate regression analyses.
§Correlation coefficients of these variables are indicated by Spearman's ρ, and the others are indicated by Pearson's γ. CTLFA is negatively correlated with liver fat accumulation.
Abbreviations: CTLFA, CT values for liver; BMI, body mass index; VFA, visceral fat accumulation; SFA, subcutaneous fat accumulation; AHI, apnea-hypopnea index; ODI, oxygen desaturation index; %T<90, percentage of time spent with SpO2 below 90% to total sleep time; SpO2, oxygen saturation measured by pulse oximetry; REM, rapid eye movement; CRP, C-reactive protein; HOMA-IR, homeostasis model assessment of insulin resistance.
Stepwise multiple regression models for CTLFA.
| All participants (n = 250) | Males (n = 188) | Females (n = 62) | |||||||
|---|---|---|---|---|---|---|---|---|---|
|
| β | R2, % |
| β | R2, % |
| β | R2, % |
|
| Age | 0.11 | 2.7 | 0.031 | 0.17 | 4.3 | 0.004 | − | − | − |
| BMI | -0.44 | 27.0 | <0.001 | -0.39 | 24.5 | <0.001 | -0.39 | 22.3 | <0.001 |
| Neck circumference | − | − | − | − | − | − | -0.32 | 17.6 | 0.002 |
| CRP | -0.11 | 3.3 | 0.023 | -0.18 | 8.6 | 0.010 | − | − | − |
| Triglycerides | -0.21 | 8.7 | <0.001 | -0.14 | 5.9 | 0.020 | -0.33 | 14.5 | <0.001 |
| HDL-cholesterol | 0.12 | 4.2 | 0.026 | 0.14 | 5.5 | 0.015 | − | − | − |
| Fasting plasma glucose | -0.11 | 2.4 | 0.022 | -0.11 | 2.5 | 0.041 | − | − | − |
|
| … | 48.5 | … | … | 51.2 | … | … | 54.4 | … |
Variables entered into the stepwise regression analyses were indicated in Table 2 by variables yielding P-value <0.10; only variables left in one or more of the models are shown in this table. Minus sign means the variable was not selected through univariate or stepwise selection procedures. CTLFA is negatively correlated with liver fat accumulation.
Abbreviations: CTLFA, CT values for liver; β = standard regression coefficient; R2 = coefficient of determination; BMI, body mass index; CRP, C-reactive protein.
Fig 2Coefficients of determination (R2) in stepwise multiple regression models for CTLFA in all males and males stratified according to VO100.
(A) All males, (B) males with VO100, and (C) males without VO100. Variables entered into the stepwise regression analyses were selected from age, BMI, neck circumference, waist circumference, systolic and diastolic blood pressures, alcohol intake, use of lipid-lowering agents, current smoking, VFA, SFA, AHI, 4%ODI, %T<90, lowest SpO2, arousal index, REM sleep, AHI during REM, supine sleep time, AHI in supine position, Epworth sleepiness scale score, CRP, triglycerides (TG), HDL-cholesterol (HDL-C), LDL-cholesterol, fasting plasma glucose (FPG), and HOMA-IR when yielding a P-value <0.10 by univariate analysis.
Stepwise multiple regression models for CTLFA in males with and without VO100.
| Males with VO100 | Males without VO100 (n = 75) | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| (n = 113) | Model A | Model B | |||||||
|
| β | R2, % |
| β | R2, % |
| β | R2, % |
|
| Age | 0.26 | 11.6 | 0.003 | − | − | − | − | − | − |
| BMI | -0.33 | 17.3 | <0.001 | -0.29 | 16.5 | 0.004 | -0.31 | 17.9 | 0.003 |
| %T<90 | − | − | − | -0.31 | 15.1 | <0.001 | … | … | … |
| 4%ODI | − | − | − | … | … | … | -0.22 | 8.8 | 0.013 |
| VFA | -0.21 | 6.4 | 0.009 | − | − | − | − | − | − |
| Triglycerides | -0.17 | 5.1 | 0.031 | -0.21 | 10.1 | 0.022 | -0.23 | 11.0 | 0.018 |
| HOMA-IR | − | − | − | -0.26 | 14.4 | 0.005 | -0.26 | 13.9 | 0.011 |
|
| … | 40.4 | … | … | 56.0 | … | … | 51.5 | … |
Variables entered into the stepwise regression analyses were selected from age, BMI, neck circumference, waist circumference, systolic and diastolic blood pressures, alcohol intake, use of lipid-lowering agents, current smoking, VFA, SFA, AHI, 4%ODI, %T<90, lowest SpO2, arousal index, REM sleep, AHI during REM, supine sleep time, AHI in supine position, Epworth sleepiness scale score, CRP, triglycerides, HDL-cholesterol, LDL-cholesterol, fasting plasma glucose, and HOMA-IR when yielding a P-value <0.10 by univariate analysis; %T<90 (Model A) and 4%ODI (Model B) were entered into the analyses separately for their strong collinearity; only variables left in one or more of the models are shown in this table. Minus sign means the variable was not selected through univariate or stepwise selection procedures. CTLFA is negatively correlated with liver fat accumulation.
Abbreviations: VO100, visceral obesity (VFA ≥100 cm2); β = standard regression coefficient; R2 = coefficient of determination; BMI, body mass index; %T<90, percentage of time spent with SpO2 below 90% to total sleep time; ODI, oxygen desaturation index; VFA, visceral fat accumulation; HOMA-IR, homeostasis model assessment index of insulin resistance.
Fig 3Coefficients of determination (R2) in stepwise multiple regression models for serum transaminase values in all males and males stratified according to VO100.
Serum AST and ALT values in all males (A, D), in males with VO100 (B, E), and in males without VO100 (C, F). Variables entered into the stepwise regression analyses were selected from age, BMI, neck circumference, waist circumference, systolic and diastolic blood pressures, alcohol intake, use of lipid-lowering agents, current smoking, VFA, SFA, AHI, 4%ODI, %T<90, lowest SpO2, arousal index, REM sleep, AHI during REM, supine sleep time, AHI in supine position, Epworth sleepiness scale score, CRP, triglycerides (TG), HDL-cholesterol (HDL-C), LDL-cholesterol, fasting plasma glucose (FPG), and HOMA-IR when yielding a P-value <0.10 by univariate analysis.