| Literature DB >> 23734252 |
Giovanni Cizza1, Paolo Piaggi, Eliane A Lucassen, Lilian de Jonge, Mary Walter, Megan S Mattingly, Heather Kalish, Gyorgy Csako, Kristina I Rother.
Abstract
CONTEXT: Sleep abnormalities, including obstructive sleep apnea (OSA), have been associated with insulin resistance.Entities:
Mesh:
Substances:
Year: 2013 PMID: 23734252 PMCID: PMC3667085 DOI: 10.1371/journal.pone.0065400
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Demographic and anthropometric characteristics of the study subjects.
| No sleep apnea(RDI <5)(N = 38) | Sleep apnea(RDI ≥5)(N = 58) | p-value | |
| Age (years) | 39.9±6.6 | 42.5±5.9 |
|
| Female | 89.5% | 69.5% |
|
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| 0.646 | ||
| Black | 60.5% | 50.8% | |
| White | 34.2% | 42.4% | |
| Other | 5.3% | 6.8% | |
| Years of education | 16.5±2.4 | 15.8±2.5 | 0.162 |
| Weight (kg) | 99.7±16.6 | 110.4±19.8 |
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| Current or past smoking status | |||
| Smoking history | 13.1% | 20.7% | 0.496 |
| Currently smoker | 2.6% | 10.3% | 0.308 |
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| |||
| Psychotropics (Prozac, Zoloft) | 18.4% | 5.2% | 0.084 |
| Hormonal contraceptives | 18.4% | 3.4% |
|
| Antihypertensives | 10.5% | 13.8% | 0.871 |
| Statins | 5.3% | 6.9% | 0.909 |
| Anti-asthma/allergy (Advair, Allegra) | 5.3% | 12.1% | 0.448 |
| Synthroid | 2.6% | 5.2% | 0.919 |
| BMI (kg/m2) | 36.5±5.8 | 38.9±6.2 | 0.058 |
| Body fat (%) | 42.4±5.6 | 40.5±7.9 | 0.213 |
| Body lean (%) | 55.2±5.5 | 57.1±7.7 | 0.191 |
| Waist circumference (cm) | 108.7±12.3 | 116.4±12.4 |
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| Neck circumference (cm) | 36.9±2.7 | 40.2±3.8 |
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| Visceral fat by CT (cm3) | 250.8±122.9 | 416.2±168.7 |
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| Subcutaneous fat by CT (cm3) | 921.6±294.8 | 888.3±296.1 | 0.606 |
| Abdominal fat by CT (cm3) | 1172.4±319.8 | 1304.5±317.7 | 0.060 |
Values in each cell are reported as mean ± SD or as percentage.
Glucowse characteristics for study subjects during fasting conditions and the oral glucose tolerance test.
| No sleep apnea(RDI <5)(N = 38) | Sleep apnea(RDI ≥5)(N = 58) | p-value | |
| Fasting glucose (mg/dL) | 84.9±6.7 | 91.3±11.5 |
|
| % subjects with abnormal fasting glucose (≥100 mg/dL) | 2.6% | 13.6% | 0.144 |
| Fasting insulin (mU/L) | 8.8±6.4 | 11.7±6.7 |
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| % subjects with abnormal oGTT | 21.1% | 44.1% |
|
| HOMA index | 1.4 (0.8–2.4) | 2.4 (1.5–3.8) |
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| % subjects with abnormal HOMA (≥2.5) | 23.7% | 42.4% | 0.097 |
| HbA1c (%) | 5.5±0.5 | 5.8±0.6 |
|
| % Subjects with abnormal HbA1c (>6.4%) | 2.6% | 6.8% | 0.661 |
Unless otherwise stated, values in each cell are reported as mean ± SD or as percentage.
Values are reported as median with interquartile range due to skewed distribution.
Figure 1Oral glucose tolerance test.
Glucose (Panel A) and insulin (Panel B) concentrations during 120-min OGTT in patients with a sleep apnea diagnosis (RDI ≥5, white circles, N = 58) and without a sleep apnea diagnosis (RDI<5, black circles, N = 38). The time-integrated area under the curve (AUC) for glucose and insulin are shown in panel C and D, respectively.
Sleep characteristics of study subjects.
| No sleep apnea(RDI <5)(N = 38) | Sleep apnea(RDI ≥5)(N = 58) | p-value | |
| Self-reported sleep duration (min/night) | 385±54 | 387±42 | 0.868 |
| Actigraphy sleep duration (min/night) | 365±48 | 350±49 | 0.171 |
| Actigraphy sleep efficiency (%) | 80.8±4.9 | 80.0±6.8 | 0.559 |
| PSQI global score | 7.8±2.3 | 7.9±2.7 | 0.836 |
| PSQI abnormal (>5) score | 81.1% | 84.5% | 0.876 |
| ESS score | 8.7±4.7 | 8.1±4.4 | 0.504 |
| ESS abnormal (>10) score | 34.3% | 26.3% | 0.541 |
| RDI (events/h) | 2 (1–4) | 13 (8–20) |
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| Normal (RDI <5) | 100% | 0% |
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| Mild sleep apnea (RDI: 5–15) | 0% | 66.1% |
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| Moderate sleep apnea (RDI: 16–30) | 0% | 22.0% |
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| Severe sleep apnea (RDI >30) | 0% | 11.9% |
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| Saturation of peripheral oxygen (%) | 96.8±0.9 | 95.6±2.3 |
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Unless otherwise stated, values in each cell are reported as mean ± SD or as percentage.
RDI values are reported as median with interquartile range due to its skewed distribution.
Figure 2Fasting glucose concentration increases with sleep apnea severity as quantified by the RDI score.
Fasting glucose concentrations rose progressively from subjects without sleep apnea (84.9±6.7 mg/dL; mean±SD) to those with mild (90.4±12.9 mg/dL), moderate (92.5±8.9 mg/dL), and severe (93.9±17.9 mg/dL) sleep apnea (test for trend: p = 0.025). Data are presented as mean with 95% CI.
Figure 3Relationship between RDI and fasting glucose (Panel A), fasting insulin (Panel B), HOMA index (Panel C), and 120-min glucose (Panel D).
RDI is reported on a safe-logarithmic scale, namely, LOG10(1+ RDI).
Inflammatory/immune characteristics of study subjects.
| No sleep apnea(RDI <5)(N = 38) | Sleep apnea(RDI ≥5)(N = 58) | p-value | |
| IL-1a (pg/mL) | 14.1 (9.5–18.9) | 13.6 (0.3–20.7) | 0.803 |
| IL-1b (pg/mL) | 30.1 (22.5–39.7) | 32.4 (24.6–47.3) | 0.418 |
| IL-2 (pg/mL) | 7.4 (4.5–12.3) | 10.1 (7.5–15.7) |
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| IL-4 (pg/mL) | 3.2 (2.3–4.6) | 4.1 (3.1–6.4) |
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| IL-5 (pg/mL) | 6.9 (4.2–9.0) | 8.2 (5.3–10.7) |
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| IL-6 (pg/mL) | 4.5 (2.6–9.0) | 5.8 (4.4–9.3) |
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| IL-8 (pg/mL) | 10.8 (4.7–15.4) | 12.2 (7.7–21.8) |
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| IL-10 (pg/mL) | 7.8 (4.6–12.0) | 8.0 (5.8–11.3) | 0.615 |
| IL-12 (pg/mL) | 10.6 (5.0–12.8) | 11.5 (7.8–14.1) | 0.391 |
| IL-13 (pg/mL) | 13.2 (10.2–15.0) | 14.3 (11.8–17.5) |
|
| IL-15 (pg/mL) | 12.4 (9.9–14.7) | 13.3 (11.3–15.5) | 0.102 |
| IL-17 (pg/mL) | 13.9 (10.6–17.8) | 14.3 (12.2–17.5) | 0.358 |
| IL-23 (pg/mL) | 134.7 (95.2–204.2) | 145.7 (123.9–187.2) | 0.268 |
| IFN-gamma (pg/mL) | 27.0 (23.4–33.1) | 34.0 (27.6–40.4) |
|
| TNF-alfa (pg/mL) | 16.6 (13.1–22.0) | 19.9 (14.5–24.8) | 0.135 |
| TNF-beta (pg/mL) | 14.1 (11.2–16.7) | 15.5 (12.8–18.6) | 0.095 |
| C-Reactive Protein | 3.81 (1.09–8.65)0.53±0.54 | 5.27 (2.06–8.46)0.61±0.45 | 0.5840.448 |
| <3.00 mg/L | 1.20 (0.70–1.75) | 1.77 (0.76–2.27) | 0.339 |
| 3.00–9.99 mg/L | 6.01 (4.59–7.49) | 6.40 (5.30–8.44) | 0.582 |
| ≥10.00 mg/L | 16.40 (13.45−22.35) | 14.90 (11.40−16.10) | 0.114 |
Values are reported as median with interquartile range due to skewed distribution.
N = 87
Hormonal characteristics of study subjects.
| No sleepapnea(RDI <5)(N = 38) | Sleep apnea(RDI ≥5)(N = 58) | p-value | |
| Plasma morning ACTH (pg/mL) | 15.2 (11.7−21.5) | 20.0 (14.5−27.4) |
|
| Serum morning cortisol (µg/dL) | 9.1±4.3 | 10.0±4.6 | 0.361 |
| UFC (µg/24 h) | 18.0±10.6 | 20.7±14.6 | 0.322 |
| Urinary norepinephrine (µg/24 h) | 39.1±18.0 | 45.6±17.9 | 0.093 |
| Urinary epinephrine (µg/24 h) | 4.4±2.9 | 4.2±3.0 | 0.807 |
| Urinary dopamine (µg/24 h) | 249.0±87.8 | 259.3±98.4 | 0.614 |
| Serum GH (ng/mL) | 0.70 (0.20−2.30) | 0.20 (0.10−0.45) |
|
| IGF-1 (ng/mL) | 141.2±52.6 | 135.0±43.6 | 0.530 |
Values are reported as median with interquartile range due to skewed distribution.
To convert gravimetric units for hormones to SI units, use the following conversion factors: cortisol, µg/dl * 27.59 = nmol/l; epinephrine, µg/24 h * 5.46 = nmol/24 h; NE, µg/24 h * 5.91 = nmol/24 h; corticotropin (ACTH), pg/ml * 0.22 = pmol/l; and dopamine, µg/24 h *6.58 = nmol/24 h; IGF-1, ng/mL*0.131 = nmol/L.
Multivariate statistical models of sleep apnea (as quantified by RDI score) predicting fasting glucose concentration.
| Dependent variable:Fasting Glucose (mg/dL) | Step 0unadjusted | Step 1adjusted for visceral fat | Step 2adjusted for visceralfat and age | Step 3adjusted for visceral fat, age, gender and sleep duration |
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| 82.4(78.1 to 86.7) | 80.2(74.9 to 85.4) | 78.4(64.1 to 92.6) | 77.1(52.8 to 101.3) |
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| RDI(logarithmic values) |
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| Visceral fat by CT (cm3) | 0.012(−0.002 to 0.026) | 0.012(−0.002 to 0.026) | 0.016(−0.001 to 0.032) | |
| Age(yrs) | 0.047(−0.301 to 0.395) | 0.084(−0.277 to 0.446) | ||
| Gender(Female = 0, Male = 1) | −2.7(−8.7 to 3.2) | |||
| Actigraphy sleep duration (min/night) | 0.004(−0.044 to 0.052) |
Beta coefficients in each cell were calculated after adjustment for the other independent variables in the multivariate model, and reported as mean values with 95% CI.
= p<0.05.