| Literature DB >> 34065052 |
Hiroshi Hirai1, Masashige Saito2,3, Naoki Kondo4, Katsunori Kondo3,5,6, Toshiyuki Ojima7.
Abstract
This study aimed to determine the impact of physical activity on the cumulative cost of long-term care insurance (LTCI) services in a cohort of community-dwelling people (65 years and older) in Japan. Using cohort data from the Japan Gerontological Evaluation Study (JAGES) on those who were functionally independent as of 2010/11, we examined differences in the cumulative cost of LTCI services by physical activity. We followed 38,875 participants with LTCI service costs for 59 months. Physical activity was assessed by the frequency of going out and time spent walking. We adopted a generalized linear model with gamma distribution and log-link function, and a classical linear regression with multiple imputation. The cumulative LTCI costs significantly decreased with the frequency of going out and the time spent walking after adjustment for baseline covariates. LTCI's cumulative cost for those who went out once a week or less was USD 600 higher than those who went out almost daily. Furthermore, costs for those who walked for less than 30 min were USD 900 higher than those who walked for more than 60 min. Physical activity among older individuals can reduce LTCI costs, which could provide a rationale for expenditure intervention programs that promote physical activity.Entities:
Keywords: care cost; older adults; physical activity
Year: 2021 PMID: 34065052 PMCID: PMC8125926 DOI: 10.3390/ijerph18095004
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Baseline characteristics of the participants and cumulative long-term care insurance costs.
| % of Total Sample | Cumulative LTCI Cost |
| |||
|---|---|---|---|---|---|
| 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 | ||
Note: p-values were derived from ANOVA.
Rate of those certified as requiring long-term care and mortality.
|
| Certified as Requiring Long-Term Care | Mortality | |||||
|---|---|---|---|---|---|---|---|
|
| 1000 Person-Years | Rate |
| 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 |
Note: N indicates the number of participants in each category, n indicates the number of participants certified as requiring long-term care or who died during the follow-up, and the rate is the number of functional limitations or deaths per 1000 person-years.
Differences in cumulative cost of long-term care insurance services by frequency of going out.
| GLM | OLS | GLM with MI * | OLS with MI * | ||||||
|---|---|---|---|---|---|---|---|---|---|
|
| Coef. (95%CI) |
| Coef. (95%CI) |
| Coef. (95%CI) |
| Coef. (95%CI) |
| |
| 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 |
Unit: USD 1000. The results were controlled by sex, age, disease and/or impairment, years of education, equivalent income, marital status, depression, and self-rated health at baseline. Missing values in the covariates were dummy coded and included as the “Missing” category. * Multiple imputations by chained equations were performed using sex, age, disease and/or impairment, years of education, equivalent income, marital status, depression, and self-rated health at baseline (m = 20). The sample size of the complete data was 36605.
Differences in cumulative cost of long-term care insurance services by time spent walking.
| GLM | OLS | GLM with MI * | OLS with MI * | ||||||
|---|---|---|---|---|---|---|---|---|---|
|
| Coef. (95%CI) |
| Coef. (95%CI) |
| Coef. (95%CI) |
| Coef. (95%CI) |
| |
| ≥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 |
Unit: USD 1000. The results were controlled by sex, age, disease and/or impairment, years of education, equivalent income, marital status, depression, and self-rated health at baseline. Missing values in the covariates were dummy coded and included as the “Missing” category. * Multiple imputations by chained equations were performed using sex, age, disease and/or impairment, years of education, equivalent income, marital status, depression, and self-rated health at baseline (m = 20). The sample size of the complete data was 36,418.
Adjusted mean of estimated cumulative cost of long-term care insurance services by physical activity.
| GLM | GLM with MI * | ||
|---|---|---|---|
|
| 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) |
Unit: USD 1000. The results were controlled by sex, age, disease and/or impairment, years of education, equivalent income, marital status, depression, and self-rated health at baseline. Missing values in the control variables were included as the “Missing” category. * Multiple imputations by chained equations were performed using sex, age, disease and/or impairment, years of education, equivalent income, marital status, depression, and self-rated health at baseline (m = 20).