| Literature DB >> 26867138 |
Sujin Kim1, Yongjoo Kim2, Sang Min Park1,3.
Abstract
BACKGROUND: The association between body mass index (BMI) and cognitive function is a public health issue. This study investigated the relationship between obesity and cognitive impairment which was assessed by the Korean version of the Mini-mental state examination (K-MMSE) among mid- and old-aged people in South Korea.Entities:
Mesh:
Year: 2016 PMID: 26867138 PMCID: PMC4751283 DOI: 10.1371/journal.pone.0148908
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Schematic diagram of the study population.
General characteristics of study population.
| Overall | BMI<18.5 | 18.5~23 | 23~25 | 25+ | p-value | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| n = Weighted% | n = Weighted% | n = Weighted% | n = Weighted% | n = Weighted% | |||||||
| General Information | 5,125 | 100.0 | 116 | 2.2 | 2,169 | 41.7 | 1,599 | 31.5 | 1,241 | 24.6 | |
| Age (years) | |||||||||||
| 45–54 | 2,127 | 55.9 | 36 | 1.8 | 936 | 42.6 | 642 | 31.1 | 513 | 24.5 | 0.06 |
| 55–64 | 1,674 | 28.6 | 38 | 2.5 | 654 | 39.1 | 554 | 32.5 | 428 | 25.9 | |
| 65+ | 1,324 | 15.6 | 42 | 3.2 | 579 | 43.2 | 403 | 30.9 | 300 | 22.7 | |
| Sex | |||||||||||
| Male | 2,515 | 51.3 | 56 | 1.9 | 1,034 | 39.6 | 840 | 34.3 | 585 | 24.1 | <0.01 |
| Female | 2,610 | 48.7 | 60 | 2.5 | 1,135 | 43.9 | 759 | 28.5 | 656 | 25.2 | |
| Marital status | |||||||||||
| Married | 4,492 | 88.5 | 91 | 2.0 | 1,919 | 42.0 | 1,397 | 31.4 | 1085 | 24.6 | 0.08 |
| Unmarried | 633 | 11.5 | 25 | 3.8 | 250 | 39.8 | 202 | 31.7 | 156 | 24.7 | |
| Education | |||||||||||
| Elementary School | 399 | 5.7 | 19 | 5.1 | 184 | 44.8 | 104 | 25.5 | 92 | 24.7 | <0.01 |
| Middle School | 1,320 | 21.8 | 33 | 2.3 | 528 | 39.6 | 397 | 30.2 | 362 | 28.0 | |
| High School | 1,011 | 19.8 | 19 | 1.9 | 405 | 39.6 | 336 | 32.5 | 251 | 26.0 | |
| College+ | 2,395 | 52.7 | 45 | 2.0 | 1,052 | 43.1 | 762 | 32.2 | 536 | 22.7 | |
| Household income | |||||||||||
| 1Q | 1,305 | 22.4 | 52 | 4.0 | 552 | 41.6 | 399 | 31.4 | 302 | 23.1 | <0.01 |
| 2Q | 1,262 | 23.5 | 21 | 1.7 | 523 | 40.1 | 375 | 29.9 | 343 | 28.3 | |
| 3Q | 1,391 | 28.4 | 26 | 2.0 | 563 | 39.7 | 479 | 35.1 | 323 | 23.2 | |
| 4Q | 1,167 | 25.7 | 17 | 1.4 | 531 | 45.5 | 346 | 29.0 | 273 | 24.2 | |
| Insurance | |||||||||||
| Medicaid | 203 | 3.9 | 9 | 3.7 | 80 | 40.9 | 56 | 27.1 | 58 | 28.4 | 0.33 |
| National Health Insurance | 4,922 | 96.1 | 107 | 2.2 | 2,089 | 41.7 | 1,543 | 31.7 | 1183 | 24.5 | |
| Location | |||||||||||
| Urban | 3,943 | 79.9 | 89 | 2.2 | 1,615 | 40.7 | 1,259 | 31.9 | 980 | 25.2 | 0.06 |
| Rural | 1,182 | 20.1 | 27 | 2.1 | 554 | 45.8 | 340 | 29.6 | 261 | 22.4 | |
| Cigarette smoking | |||||||||||
| No | 3,505 | 66.5 | 72 | 2.3 | 1,488 | 42.2 | 1,065 | 30.2 | 880 | 25.3 | 0.09 |
| Yes | 1,620 | 33.5 | 44 | 2.1 | 681 | 40.7 | 534 | 34.0 | 361 | 23.2 | |
| Alcohol consumption | |||||||||||
| No | 2,909 | 52.7 | 71 | 2.4 | 1,245 | 42.6 | 884 | 30.2 | 709 | 24.9 | 0.27 |
| Yes | 2,216 | 47.3 | 45 | 2.0 | 924 | 40.7 | 715 | 32.9 | 532 | 24.3 | |
| Physical Activity | |||||||||||
| Yes | 2,262 | 43.9 | 35 | 1.4 | 914 | 39.4 | 724 | 32.2 | 589 | 26.9 | <0.01 |
| No | 2,863 | 56.1 | 81 | 2.8 | 1,255 | 43.5 | 875 | 30.9 | 652 | 22.8 | |
| Activities of daily livings | |||||||||||
| 0 | 5,084 | 99.3 | 116 | 2.2 | 2,152 | 41.7 | 1,589 | 31.5 | 1227 | 24.5 | 0.31 |
| 1+ | 41 | 0.7 | 0 | 0.0 | 17 | 36.5 | 10 | 25.4 | 14 | 38.1 | |
| Depression | |||||||||||
| Yes | 3,919 | 78.5 | 77 | 1.9 | 1,634 | 40.7 | 1,253 | 32.6 | 955 | 24.8 | <0.01 |
| No | 1,206 | 21.5 | 39 | 3.3 | 535 | 45.3 | 346 | 27.4 | 286 | 24.0 | |
| Comorbidity | |||||||||||
| 0 | 3,555 | 72.6 | 85 | 2.3 | 1,676 | 46.1 | 1,085 | 31.1 | 709 | 20.5 | <0.01 |
| +1 | 1,570 | 27.4 | 31 | 2.0 | 493 | 30.1 | 514 | 32.4 | 532 | 35.5 | |
a The Center for Epidemiologic Studies-Depression 10-item Scale≥4 (Yes), <4 (No).
b Hypertension, diabetes, cardiovascular disease, or cerebrovascular diseases.
Adjusted Odd Ratios of baseline body mass index for severe cognitive impairment in Korean adults 45+ years.
| Baseline body mass index | |||||
|---|---|---|---|---|---|
| <18.5 | 18.5~23 | 23~25 | 25+ | ||
| All | ( | ( | ( | ( | |
| Model 1 | 1.55 | 1.00 | 0.87 | 0.78 | 0.05 |
| (95% CI) | (0.85–2.83) | (0.66–1.15) | (0.56–1.09) | ||
| Model 2 | 1.42 | 1.00 | 0.88 | 0.76 | 0.04 |
| (95% CI) | (0.76–2.64) | (0.66–1.16) | (0.54–1.07) | ||
| Model 3 | 1.42 | 1.00 | 0.88 | 0.76 | 0.04 |
| (95% CI) | (0.76–2.65) | (0.66–1.15) | (0.54–1.06) | ||
| Model 4 | 1.44 | 1.00 | 0.87 | 0.73 | 0.03 |
| (95% CI) | (0.78–2.68) | (0.66–1.15) | (0.52–1.03) | ||
| Men | ( | ( | ( | ( | |
| Model 1 | 1.27 | 1.00 | 0.84 | 0.86 | 0.38 |
| (95% CI) | (0.54–2.98) | (0.56–1.28) | (0.53–1.39) | ||
| Model 2 | 1.18 | 1.00 | 0.86 | 0.86 | 0.43 |
| (95% CI) | (0.48–2.90) | (0.56–1.31) | (0.53–1.41) | ||
| Model 3 | 1.18 | 1.00 | 0.86 | 0.86 | 0.43 |
| (95% CI) | (0.49–2.87) | (0.57–1.31) | (0.52–1.41) | ||
| Model 4 | 1.21 | 1.00 | 0.86 | 0.83 | 0.38 |
| (95% CI) | (0.50–2.91) | (0.56–1.32) | (0.49–1.41) | ||
| Women | ( | ( | ( | ( | |
| Model 1 | 1.88 | 1.00 | 0.87 | 0.68 | 0.03 |
| (95% CI) | (0.84–4.20) | (0.60–1.25) | (0.43–1.06) | ||
| Model 2 | 1.80 | 1.00 | 0.88 | 0.66 | 0.03 |
| (95% CI) | (0.79–4.10) | (0.61–1.27) | (0.42–1.05) | ||
| Model 3 | 1.74 | 1.00 | 0.89 | 0.66 | 0.03 |
| (95% CI) | (0.75–4.04) | (0.61–1.28) | (0.42–1.05) | ||
| Model 4 | 1.77 | 1.00 | 0.87 | 0.63 | 0.01 |
| (95% CI) | (0.77–4.05) | (0.60–1.27) | (0.40–1.00) | ||
| Baseline K-MMSE:24–26 | ( | ( | ( | ( | |
| Model 1 | 2.50 | 1.00 | 0.71 | 0.71 | 0.02 |
| (95% CI) | (1.07–5.88) | (0.46–1.09) | (0.43–1.16) | ||
| Model 2 | 2.26 | 1.00 | 0.73 | 0.69 | 0.03 |
| (95% CI) | (0.93–5.49) | (0.47–1.13) | (0.41–1.15) | ||
| Model 3 | 2.14 | 1.00 | 0.72 | 0.69 | 0.03 |
| (95% CI) | (0.87–5.29) | (0.46–1.12) | (0.41–1.16) | ||
| Model 4 | 2.20 | 1.00 | 0.67 | 0.59 | <0.01 |
| (95% CI) | (0.87–5.57) | (0.43–1.05) | (0.35–0.98) | ||
| Baseline K-MMSE:27–30 | ( | ( | ( | ( | |
| Model 1 | 0.96 | 1.00 | 0.97 | 0.82 | 0.38 |
| (95% CI) | (0.39–2.35) | (0.69–1.37) | (0.54–1.25) | ||
| Model 2 | 0.93 | 1.00 | 0.97 | 0.80 | 0.34 |
| (95% CI) | (0.37–2.31) | (0.69–1.38) | (0.52–1.23) | ||
| Model 3 | 0.94 | 1.00 | 0.97 | 0.79 | 0.30 |
| (95% CI) | (0.38–2.35) | (0.68–1.37) | (0.52–1.21) | ||
| Model 4 | 0.95 | 1.00 | 0.98 | 0.80 | 0.36 |
| (95% CI) | (0.38–2.35) | (0.69–1.39) | (0.52–1.24) | ||
Abbreviations: K-MMSE, the Korean version of the Mini-mental state examination; CI, confidence interval.
* p < .05.
n = number of cases of severe cognitive impairment (K-MMSE ≤ 17 in 2012)
Baseline body mass index was estimated from the 2006 survey.
a Adjusted for gender and age from the 2006 survey.
b Based on model 1, model 2 was further adjusted for marital status, health insurance, income, educational level, and living place from the 2006 survey.
c Based on model 2, model 3 was further adjusted for physical activity, drinking, and smoking status from the 2006 survey.
d Based on model 3, model 4 was further adjusted for comorbidity, baseline K-MMSE score, activities of daily livings and depression from the 2006 survey.
Adjusted Odd Ratios of baseline body mass index for severe cognitive impairment by demographic and behavioral factors in Korean adults 45+ years.
| Baseline body mass index | |||||
|---|---|---|---|---|---|
| <18.5 | 18.5~23 | 23~25 | >25 | ||
| Ever smoker | ( | ( | ( | ( | |
| adjusted OR | 0.88 | 1.00 | 0.50 | 0.62 | 0.06 |
| (95% CI) | (0.29–2.66) | (0.29–0.87) | (0.33–1.16) | ||
| Never smoker | ( | ( | ( | ( | |
| adjusted OR | 1.90 | 1.00 | 1.11 | 0.79 | 0.14 |
| (95% CI) | (0.94–3.86) | (0.80–1.55) | (0.53–1.19) | ||
| Current drinking | ( | ( | ( | ( | |
| adjusted OR | 0.46 | 1.00 | 0.65 | 0.49 | 0.02 |
| (95% CI) | (0.10–2.15) | (0.41–1.03) | (0.27–0.88) | ||
| No drinking | ( | ( | ( | ( | |
| adjusted OR | 2.47 | 1.00 | 1.10 | 0.98 | 0.41 |
| (95% CI) | (1.21–5.05) | (0.79–1.55) | (0.65–1.49) | ||
| No physical activity | ( | ( | ( | ( | |
| adjusted OR | 1.46 | 1.00 | 1.04 | 0.72 | 0.10 |
| (95% CI) | (0.68–3.13) | (0.74–1.46) | (0.46–1.13) | ||
| Physical activity | ( | ( | ( | ( | |
| adjusted OR | 1.45 | 1.00 | 0.68 | 0.75 | 0.22 |
| (95% CI) | (0.51–4.12) | (0.43–1.10) | (0.40–1.39) | ||
| Age ≥ 65 | ( | ( | ( | ( | |
| adjusted OR | 2.02 | 1.00 | 0.94 | 0.56 | <0.01 |
| (95% CI) | (0.86–4.75) | (0.64–1.38) | (0.35–0.92) | ||
| Age <65 | ( | ( | ( | ( | |
| adjusted OR | 1.14 | 1.00 | 0.81 | 0.78 | 0.19 |
| (95% CI) | (0.46–2.84) | (0.55–1.18) | (0.50–1.21) | ||
| No depression | ( | ( | ( | ( | |
| adjusted OR | 0.88 | 1.00 | 0.86 | 0.86 | 0.44 |
| (95% CI) | (0.39–2.01) | (0.60–1.23) | (0.58–1.28) | ||
| Depression | ( | ( | ( | ( | |
| adjusted OR | 2.31 | 1.00 | 0.90 | 0.42 | <0.01 |
| (95% CI) | (0.90–5.96) | (0.56–1.45) | (0.21–0.86) | ||
| Comorbidity: 0 | ( | ( | ( | ( | |
| adjusted OR | 1.59 | 1.00 | 0.91 | 0.82 | 0.18 |
| (95% CI) | (0.78–3.24) | (0.64–1.29) | (0.53–1.28) | ||
| Comorbidity: 1+ | ( | ( | ( | ( | |
| adjusted OR | 1.15 | 1.00 | 0.80 | 0.60 | 0.04 |
| (95% CI) | (0.38–3.49) | (0.50–1.26) | (0.36–1.00) | ||
Abbreviations: K-MMSE, the Korean version of the Mini-mental state examination; OR, Odds Ratio; CI, confidence interval.
* p < .05.
n = number of cases of severe cognitive impairment (K-MMSE ≤ 17 in 2012).
Baseline body mass index was estimated from the 2006 survey. Age, gender, marital status, health insurance, income, educational level, living place, physical activity, smoking status, drinking status, comorbidity, activities of daily livings, depression, and baseline K-MMSE score from the 2006 survey were adjusted for.
Fig 2Adjusted mean of change of K-MMSE score across baseline body mass index in Korean adults 45+ years.
Abbreviations: K-MMSE, the Korean version of the Mini-mental state examination. Reference category: body mass index 18.5–23 kg/m2. * p < .05 ** p < .01, *** p < .001. Change of K-MMSE score was calculated by subtracting 2006 K-MMSE from 2012 K-MMSE. Baseline BMI was measured from the 2006 survey. Age, gender, marital status, health insurance, income, educational level, living place, physical activity, smoking and drinking status, comorbidity, activities of daily livings, depression, and baseline K-MMSE score from the 2006 survey were adjusted for.