Physical Activity and Cumulative Long-Term Care Cost among Older Japanese Adults: A Prospective Study in JAGES
Abstract
:1. Introduction
2. Materials and Methods
2.1. Participants
2.2. Measures
2.2.1. Outcome Variable
2.2.2. Explanatory Variables
2.2.3. Covariates
2.3. Statistical Analysis
2.4. Patient and Public Involvement
3. Results
4. Discussion
4.1. Strengths and Limitations
4.2. Implications
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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% of Total Sample | Cumulative LTCI Cost Mean SD | p | |||
---|---|---|---|---|---|
Age | Mean ± SD | 73.6 ± 5.9 | |||
65–69 | 29.8 | 0.4 | 4.6 | 0.049 | |
70–74 | 30.6 | 0.7 | 5.6 | ||
75–79 | 22.3 | 1.9 | 9.1 | ||
80–84 | 12.3 | 4.6 | 14.2 | ||
85+ | 5.1 | 8.2 | 18.4 | ||
Sex | Female | 53.3 | 2.0 | 9.9 | 0.001 |
Male | 46.7 | 1.5 | 7.8 | ||
Marital status | Married | 71.4 | 1.2 | 7.2 | 0.010 |
Widowed | 20.8 | 3.4 | 12.7 | ||
Divorced | 3.4 | 1.3 | 7.0 | ||
Never married | 2.2 | 3.2 | 13.4 | ||
Other | 0.6 | 1.8 | 10.1 | ||
Missing | 1.6 | 3.6 | 13.7 | ||
Equivalent Income | 40.0+ | 8.7 | 1.1 | 6.7 | 0.002 |
USD 1000 | 20.0–39.9 | 31.8 | 1.5 | 8.2 | |
<20.0 | 41.6 | 1.8 | 8.9 | ||
Missing | 17.9 | 2.6 | 10.9 | ||
Years of education | ≥13 | 17.8 | 1.3 | 7.1 | 0.008 |
10–12 | 34.0 | 1.4 | 7.8 | ||
6–9 | 43.8 | 1.9 | 9.3 | ||
<6 | 2.0 | 6.0 | 18.1 | ||
Other | 0.6 | 1.8 | 7.1 | ||
Missing | 1.8 | 5.3 | 16.9 | ||
Arthritis, fracture, osteoporosis | No | 75.5 | 1.5 | 8.3 | 0.003 |
Yes | 15.2 | 2.7 | 10.9 | ||
Missing | 9.4 | 2.3 | 10.1 | ||
Heart disease | No | 79.8 | 1.6 | 8.6 | 0.001 |
Yes | 10.8 | 2.3 | 10.0 | ||
Missing | 9.4 | 2.3 | 10.1 | ||
Stroke | No | 89.5 | 1.7 | 8.8 | 0.001 |
Yes | 1.1 | 3.2 | 12.1 | ||
Missing | 9.4 | 2.3 | 10.1 | ||
Diabetes mellitus | No | 64.0 | 1.9 | 9.3 | 0.001 |
Yes | 12.3 | 2.0 | 9.3 | ||
Missing | 23.7 | 1.2 | 7.7 | ||
Visual impairment | No | 79.2 | 1.6 | 8.5 | 0.002 |
Yes | 11.5 | 2.6 | 10.8 | ||
Missing | 9.4 | 2.3 | 10.1 | ||
Hearing impairment | No | 84.6 | 1.6 | 8.5 | 0.002 |
Yes | 6.0 | 3.2 | 12.1 | ||
Missing | 9.4 | 2.3 | 10.1 | ||
Urination disorders | No | 84.6 | 1.6 | 8.5 | 0.002 |
Yes | 6.0 | 3.3 | 12.3 | ||
Missing | 9.4 | 2.3 | 10.1 | ||
Climbing stairs | Yes | 59.4 | 1.2 | 7.4 | 0.006 |
No | 36.1 | 2.6 | 10.8 | ||
Missing | 4.4 | 2.4 | 10.3 | ||
Rising from chair | Yes | 81.5 | 1.3 | 7.7 | 0.011 |
No | 14.3 | 4.0 | 13.4 | ||
Missing | 4.2 | 2.6 | 11.3 | ||
Self-rated health | Very good | 12.0 | 0.9 | 6.1 | 0.008 |
Good | 69.1 | 1.5 | 8.2 | ||
Fair | 15.7 | 3.1 | 11.7 | ||
Poor | 2.1 | 4.4 | 13.8 | ||
Missing | 1.1 | 3.6 | 15.3 | ||
Geriatric Depression Scale | No | 60.8 | 1.3 | 7.5 | 0.004 |
mild | 17.0 | 2.1 | 9.5 | ||
Severe | 5.2 | 3.1 | 12.6 | ||
Missing | 16.9 | 2.6 | 11.3 |
N | Certified as Requiring Long-Term Care | Mortality | |||||
---|---|---|---|---|---|---|---|
n | 1000 Person-Years | Rate | n | 1000 Person-Years | Rate | ||
Frequency of going out | |||||||
Almost every day | 20,396 | 2301 | 94.7 | 24.3 | 1249 | 98.2 | 12.7 |
Two or three times per week | 10,606 | 1787 | 48.0 | 37.3 | 741 | 50.9 | 14.6 |
Once a week or less | 5603 | 1246 | 24.3 | 51.2 | 610 | 26.5 | 23.0 |
Missing | 2270 | 403 | 10.2 | 39.5 | 179 | 10.8 | 16.5 |
Time spent walking | |||||||
≥60 min | 11,817 | 1088 | 55.2 | 19.7 | 638 | 57.0 | 11.2 |
30–59 min | 12,833 | 1588 | 59.0 | 26.9 | 796 | 61.7 | 12.9 |
<30 min | 11,768 | 2043 | 52.0 | 39.3 | 1155 | 55.8 | 20.7 |
Missing | 2457 | 451 | 10.9 | 41.2 | 190 | 11.7 | 16.2 |
GLM | OLS | GLM with MI * | OLS with MI * | ||||||
---|---|---|---|---|---|---|---|---|---|
N | Coef. (95%CI) | p | Coef. (95%CI) | p | Coef. (95%CI) | p | Coef. (95%CI) | p | |
Frequency of going out | |||||||||
Almost every day | 20,421 | Ref. | Ref. | Ref. | Ref. | ||||
Two or three times per week | 10,614 | 0.15 (0.01 to 0.30) | 0.040 | 0.15 (0.05 to 0.25) | 0.003 | 0.14 (−0.03 to 0.28) | 0.055 | 0.16 (0.07 to 0.26) | 0.001 |
Once a week or less | 5612 | 0.24 (0.09 to 0.39) | 0.001 | 0.26 (0.12 to 0.41) | <0.001 | 0.24 (0.10 to 0.39) | 0.001 | 0.25 (0.12 to 0.38) | <0.001 |
GLM | OLS | GLM with MI * | OLS with MI * | ||||||
---|---|---|---|---|---|---|---|---|---|
N | Coef. (95%CI) | p | Coef. (95%CI) | p | Coef. (95%CI) | p | Coef. (95%CI) | p | |
≥60 min | 11,294 | Ref. | Ref. | Ref. | Ref. | ||||
30–59 min | 12,256 | 0.13 (−0.03 to 0.29) | 0.118 | 0.13 (−0.10 to 0.33) | 0.007 | 0.12 (−0.03 to 0.28) | 0.123 | 0.14 (0.03 to 0.24) | 0.010 |
<30 min | 11,247 | 0.43 (0.27 to 0.59) | <0.001 | 0.33 (0.42 to 0.87) | <0.001 | 0.43 (0.27 to 0.59) | <0.001 | 0.32 (0.22 to 0.43) | <0.001 |
GLM | GLM with MI * | ||
---|---|---|---|
N | Estimate (95%CI) | Estimate (95%CI) | |
Frequency of going out | |||
Almost everyday | 20,421 | 2.3 (1.7 to 3.1) | 2.4 (1.7 to 3.1) |
Two or three times per week | 10,614 | 2.7 (2.0 to 3.7) | 2.7 (1.9 to 3.5) |
Once a week or less often | 5612 | 3.0 (2.2 to 4.1) | 3.0 (2.1 to 3.9) |
Time spent walking | |||
≥60 min | 11,294 | 2.1 (1.4 to 3.0) | 2.1 (1.5 to 2.7) |
30–59 min | 12,256 | 2.4 (1.7 to 3.4) | 2.3 (1.7 to 3.0) |
<30 min | 11,247 | 3.2 (2.2 to 4.6) | 3.2 (2.3 to 4.1) |
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Hirai, H.; Saito, M.; Kondo, N.; Kondo, K.; Ojima, T. Physical Activity and Cumulative Long-Term Care Cost among Older Japanese Adults: A Prospective Study in JAGES. Int. J. Environ. Res. Public Health 2021, 18, 5004. https://doi.org/10.3390/ijerph18095004
Hirai H, Saito M, Kondo N, Kondo K, Ojima T. Physical Activity and Cumulative Long-Term Care Cost among Older Japanese Adults: A Prospective Study in JAGES. International Journal of Environmental Research and Public Health. 2021; 18(9):5004. https://doi.org/10.3390/ijerph18095004
Chicago/Turabian StyleHirai, Hiroshi, Masashige Saito, Naoki Kondo, Katsunori Kondo, and Toshiyuki Ojima. 2021. "Physical Activity and Cumulative Long-Term Care Cost among Older Japanese Adults: A Prospective Study in JAGES" International Journal of Environmental Research and Public Health 18, no. 9: 5004. https://doi.org/10.3390/ijerph18095004
APA StyleHirai, H., Saito, M., Kondo, N., Kondo, K., & Ojima, T. (2021). Physical Activity and Cumulative Long-Term Care Cost among Older Japanese Adults: A Prospective Study in JAGES. International Journal of Environmental Research and Public Health, 18(9), 5004. https://doi.org/10.3390/ijerph18095004