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. 2023 Jun 28;32(2):96–109. doi: 10.5114/ppn.2023.129067

Table 1.

Studies included in the meta-analysis

First author and year of publi- cation Country Population Follow- up time Age range Sex Sam- ple size Body mass index Sleep-related issues Quality assessment: Risk of bias Results Adjustment for other covariates
Selection Confounders Performance
blas
Data collection
method
Withdrawals and dropouts
Batool- Anwar, 2016 USA General population 6 years 25-75 76.04% 55,540 Self- report- ed International Restless Legs Study Group criteria (restless legs syndrome) Low Low Mode- rate Low Low Odd ratio; reference (BMI < 23) Men: 1. Overweight, BMI: 25–26.9;
1.41 (CI: 1.00-1.97); BMI: 27–29.9; 1.54 (CI 1.10-
2.20); 2. Obesity, BMI > 30; 1.46 (CI: 0.96-2.20)
Women: 1. Overweight, BMI: 25–26.9;
1.12 (CI: 0.91-1.38); BMI: 27–29.9; 1.66 (CI:
1.37-2.01); 2. Obesity, > 30; 1.64 (CI: 1.37-1.96)
Pooled BMI ≥ 25: 1.48 (CI: 1.34-1.63)
Pooled overweight: 1.41 (CI: 1.25-1.59)
Pooled obesity: 1.61 (CI: 1.37-1.90)
Pooled BMI ≥ 25 for men: 1.47 (CI: 1.19-1.81)
Pooled BMI ≥ 25 for women: 1.48 (CI: 1.32-1.65)
Race, the Crown- Crisp anxiety score, antidepressant medication, use
of iron specific sup- plement at base- line, menopausal status, chronic illnesses
Boulou- kaki, 2011 Greek General population 6 years 50.7
± 12.2
23.4%
women
2,690 Mea- sured Apnea + hypo- pnea index (obstructive sleep apnea) Low High Low Low Low Odd ratio
Total*: 5.08 (CI: 4.37-5.91)
Men: 6.86 (CI: 5.74-8.19)
Women: 4.09 (CI: 3.01-5.54)
Unadjusted
Chan, 2016 China Coronary artery disease 3 years > 21 9%
women
587 Mea- sured Apnoea-hy- popnea index (obstructive sleep apnea) Mode- rate High Low Low Low Odd ratio Reference: 1.11 (CI: 1.06-1.17) Smoking, hypertension
Chen, 2017 Taiwan General population 7 years ≥ 18 46.6%
women
12,728 Un- known Clinically diagnosed (insomnia) Low Mode- rate Mode- rate Low Low Hazard ratio Reference (BMI: 18.5-23.9)
Overweight, BMI 24-26.9: 0.87 (CI: 0.73-1.03)
Obesity, BMI ≥ 27: 0.99 (CI: 0.82-1.19)
Pooled BMI ≥ 25: 0.92 (CI: 0.81-1.05)
Multivariate adjustment
Elomaa, 2013 Finland History of depres- sive symp-
toms
7 years 25-64 66.1%
women
127 Mea- sured Self-reported (sleep distur- bance) High High Low High High Odd ratio Reference (without reference):
0.92 (CI: 0.84-1.00)
Smoking, use of sleep or lipidlowering medication
Gureje, 2011 Nigeria Elderly 1 year ≥ 65 50.5%
women
1,307 Mea- sured World Health Organization Composite International Diagnostic Interview (insomnia) Low High Low Mode- rate Mode- rate Odd ratio Reference: BMI < 18.5
Overweight, BMI 25.0-29.9: 0.90 (CI: 0.30-2.70)
Obesity, BMI ≥ 30: 1.70 (CI: 0.50-6.00)
Pooled BMI ≥ 25: 1.19 (CI: 0.52-2.71)
Sex, age
Janson, 2001 Sweden General population 10 years 30-69 Men 2,602 Self- report- ed Questionnaire (insomnia) Mode- rate Mode- rate Mode- rate Mode- rate Mode- rate Odd ratio Reference (BMI < 27)
BMI > 27: 1.35 (CI: 1.01-1.81)
Medical disorder, BMI, physically inactive, alcohol dependent
Jaussent 2011 France Older adults Un- known ≥ 65 54.6%
women
5,886 Self- report- ed Questionnaire (sleep complaints) (insomnia) Low Mode- rate Mode- rate Mode- rate Low Odd ratio Reference: BMI < 25
Difficulty with initiating sleep
Men: Overweight, BMI 25-29: 1.00 (CI: 0.51-1.96);
Obesity, BMI > 30: 2.70 (CI: 1.15-6.34)
Women: Overweight, BMI 25-29: 0.91 (CI: 0.61-
1.37); Obesity, BMI > 30: 0.57 (CI: 0.30-1.07)
Pooled BMI ≥ 25: 0.95 (CI: 0.71-1.27)
Pooled overweight: 0.93 (CI: 0.66-1.32)
Pooled obesity: 0.99 (CI: 0.60-1.65)
Pooled BMI ≥ 25 for men: 1.46 (CI: 0.86-2.48)
Pooled BMI ≥ 25 for women: 0.80 (CI: 0.57-1.12)
Multivariate
Kim, 2004 Korea Middle- aged Un- known 40-69 32.3%
women
457 Un- known Apnea- hypopnea index (obstructive sleep apnea) High High Mode- rate Low High Odd ratio Reference: 3.96 (CI: 2.27-6.91) Age, sex, hypertension
Knuiman, 2006 Austra- lia General population 14 years 25-74 63%
women
967 Mea- sured Questionnaire (snoring) Low Mode- rate Low Mode- rate Low Odd ratio Reference: 1.44 (CI: 1.18-1.75) Multivariate- adjusted
Mokhlesi, 2012 USA Polycystic ovary syn- drome Un- known 18-40 Women 78 Un- known Berlin questionnaire (obstructive sleep apnea) High High Mode- rate Mode- rate High Odd ratio 1.23 (CI: 1.11-1.36) Unknown
Morgan, 2003 UK Elderly 8 years Unknown Both 410 Un- known Interview assessments (insomnia) Mode- med Mode- med Mode- med High High Odd ratio
BMI > 25: 0.80 (CI: 0.50-1.40)
Adjusted
Pedraza, 2012 USA Elderly 3 years ≥ 75 62%
women
1,085 Mea- sured Self-reported (sleep complaints, poor sleep quality) Low Low Low Mode- rate Low Odd ratio; reference (BMI < 25)
Trouble Falling
Asleep:
Overweight, BMI 25 < 30: 1.14 (CI: 0.72-1.81);
Obesity, BMI 30 > 35: 1.11 (CI: 0.65-1.90);
Over obesity, BMI ≥ 35: 1.73 (CI: 0.86-3.45)
Wake up several times per night: Overweight, BMI 25 < 30: 1.11 (CI: 0.80-1.54);
Obesity, BMI 30 > 35: 1.51 (CI: 1.03-2.21);
Over obesity, BMI ≥ 35: 2.33 (CI: 1.37-3.96)
Trouble Staying
Asleep:
Overweight, BMI 25 < 30: 1.02 (CI: 0.63-1.69);
Obesity, BMI 30 > 35: 1.57 (CI: 0.92-2.68);
Over obesity, BMI ≥ 35: 1.20 (CI: 0.55-2.62)
Wake up after your usual amount of sleep. Feeling tired and worn:
Overweight, BMI 25 < 30: 1.28 (CI: 0.73-2.22);
Obesity, BMI 30 > 35: 1.58 (CI: 0.86-2.91);
Over obesity, BMI ≥ 35: 1.91 (CI: 0.86-2.24)
Poor quality of sleep: Overweight, BMI 25 < 30: 0.93 (CI: 0.61-1.41);
Obesity, BMI 30 > 35: 1.25 (CI: 0.79-1.99);
Over obesity, BMI ≥ 35: 1.20 (CI: 0.62-2.32)
Pooled BMI ≥ 25: 1.32 (CI: 0.95-1.83)
Pooled overweight: 1.53 (CI: 0.82-2.84)
Pooled obesity: 1.16 (CI: 0.70-1.92)
Baseline socio- demographics, medical conditions, high depressive symptoms, cognitive
impairment and ADL disability
Phillips 2005 USA General popu- lation 9 years 45-69 55.2%
women
13,564 Un- known Maastricht Questionnaire (sleep complaints) Low Low Mode- rate Mode- rate Low Odd ratio Reference: BMI 20-24 Difficulty falling asleep:
Overweight, BMI 25-29: 0.80 (CI: 0.80-1.00);
Obesity, BMI ≥ 30: 0.90 (CI: 0.80-1.01)
Sleep continuity disturbance: Overweight, BMI 25-29: 1.00 (CI: 0.90-1.10);
Obesity, BMI ≥30: 1.10 (CI: 0.96-1.20)
Non-restorative sleep: Overweight, BMI 25-29: 1.00 (CI: 0.90-1.10);
Obesity, BMI ≥ 30: 1.00 (CI: 0.90-1.10)
Pooled BMI ≥ 25: 0.97 (CI: 0.88-1.07)
Pooled overweight: 0.93 (CI: 0.80-1.08)
Pooled obesity: 1.00 (CI: 0.88-1.12)
Age, sex, meno- pausal status, race, education level, income, body mass index, depres- sion, presence of cardiac disease, lung function status, presence of hypertension, alcohol intake, diabetes, and hypnotic use
Quan, 2005 USA Elderly 4 years ≥ 65 Both 4,467 Mea- sured Questionnaire (excessive daytime sleepiness) Low Mode- rate Low Mode- rate Low Odd ratio Reference: 1.03 (CI: 1.01-1.05) Age, sex, race, time interval between exami- nations
Singa- reddy, 2012 USA General population 7.5 years ≥ 20 47.6%
women
1,741 Self- report- ed Self-reported (Insomnia) Low Low Mode- rate Mode- rate Low Odd ratio Obesity: 1.24 (CI: 0.80-1.93) Age, gender, obesity, race, cigarettes, alcohol, caffeine use, physical health problems, mental health problems, poor sleep
Skarp- snno, 2018 Norway General population 11 years ≥ 20 54.5%
women
21,847 Mea- sured Self-reported (Insomnia) Low Low Low Mode- rate Low Risk ratio; reference (normal BMI) Men: Overweight: 1.22 (CI: 0.97-1.53),
Obesity: 1.48 (CI: 1.08-2.01)
Women: Overweight: 1.15 (CI: 0.97-1.35)
Obesity: 1.25 (CI: 1.00-1.56)
Odd ratio*
Men: Overweight: 1.21 (CI: 0.97-1.50)
Obesity: 1.45 (CI: 1.08-1.94)
Women: Overweight: 1.14 (CI: 0.97-1.32)
Obesity: 1.23 (CI: 1.00-1.51)
Pooled BMI ≥ 25: 1.21 (CI: 1.09-1.34)
Pooled overweight: 1.16 (CI: 1.03-1.32)
Pooled obesity: 1.30 (CI: 1.10-1.54)
Pooled BMI ≥ 25 for men: 1.29 (CI: 1.08-1.54)
Pooled BMI ≥ 25 for women: 1.17 (CI: 1.04-1.33)
Age, leisure time physical activity, education, smoking, shift work, alcohol consumption, HADS
Theorell- Haglöw, 2015 Sweden General population 10 years 43.7
± 15.2
Women 7,051 Self- report- ed Uppsala Sleep Inventory;
self-reported (excessive daytime sleepiness)
Low High Mode- rate Mode- rate Low Odd ratio
Obesity, BMI ≥ 28: 1.28 (CI: 0.62-2.66)
Age, development in all covariates, somatic disease
Tom, 2010 UK General population Unknown 48-54 Women 962 Un- known Self-reported (sleep difficulty) High High Mode- rate High Mode- rate Odd ratio, reference (BMI < 18.5) Overweight, BMI 25-29.9: 1.52 (CI: 0.80-2.89)
Obesity, BMI ≥ 30: 1.82 (CI: 0.91-2.66)
Pooled BMI ≥ 25: 1.69 (CI: 1.12-2.55)
Age
Vahtera, 2009 France Retired employees 7 years 35-50
at base- line
21%
women
14,714 Self- report- ed Questionnaires (sleep disturbances) Low High Mode- rate Mode- rate Low Odd ratio, reference (BMI ≤ 24.9) Overweight, BMI 25-29.9: 1.03 (CI: 0.96-1.11)
Obesity, BMI ≥ 30: 1.10 (CI: 0.97-1.24)
Pooled BMI ≥ 25: 1.05 (CI: 0.98-1.12)
Sex, age
Wilton, 2018 USA Rheuma- toid arthritis ≥ 14.8
years
≥ 18 68%
women
813 Un- known Medical record (obstructive sleep apnea) Low Mode- rate Mode- rate Low Low Hazard ratio 4.99 (CI: 2.98-8.36) Age, sex, calendar year
*

Calculated by author(s)