| Literature DB >> 34132793 |
Chanhyun Park1, Daniel Kim2,3, Becky A Briesacher1.
Abstract
Importance: Long-term care (LTC) residents may be susceptible to social isolation if living in facilities located in neighborhoods lacking social connection. Objective: To characterize the social isolation of residents living in LTC facilities in the US. Design, Setting, and Participants: This cross-sectional study included 730 524 LTC residents from 14 224 LTC facilities in 8652 zip code tabulation areas (ZCTAs) in the US in 2011. A nationwide LTC database with ZCTA data was linked to population-level geographic data from the US Census Bureau. Statistical analysis was performed from January 2019 to December 2020. Exposures: The primary variable of interest was the social isolation of LTC neighborhoods defined as the percentage of households in the ZCTA with individuals aged 65 years or older who lived alone and categorized into quartiles of social isolation. Main Outcomes and Measures: Maps were generated to illustrate geographic variation of LTC facilities at the ZCTA level by the quartile of socially isolated neighborhoods. Generalized estimating equations were used to estimate the adjusted likelihood that LTC facilities were located in areas of highest social isolation. We also used multilevel logistic regression models to assess the association between the social isolation of neighborhoods of LTC facilities and 30-day all-cause mortality after LTC admission. Subgroup analyses were conducted by race and ethnicity.Entities:
Mesh:
Year: 2021 PMID: 34132793 PMCID: PMC8209586 DOI: 10.1001/jamanetworkopen.2021.13361
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Area Characteristics of ZCTAs With and Without Long-term Care Facilities
| Characteristic | ZCTA | |||
|---|---|---|---|---|
| With LTC | Without LTC | Overall | ||
| No. | 8652 | 24 468 | 33 120 | |
| Age, ≥65 y, mean (SD), % | 15.61 (6.38) | 16.12 (11.11) | 15.99 (10.08) | <.001 |
| Sex, mean (SD), % | ||||
| Female | 51.00 (3.02) | 49.59 (6.75) | 49.97 (6.03) | <.001 |
| Race, mean (SD), % | ||||
| White | 79.94 (20.53) | 85.73 (20.68) | 84.20 (20.80) | <.001 |
| African American | 10.59 (17.55) | 6.54 (15.33) | 7.61 (16.05) | <.001 |
| Asian | 2.91 (5.79) | 1.56 (4.85) | 1.91 (5.15) | <.001 |
| Others | 6.56 (8.55) | 6.17 (12.8) | 6.27 (11.88) | .008 |
| Ethnicity, mean (SD), % | ||||
| Hispanic | 10.79 (16.30) | 7.68 (16.23) | 8.50 (16.30) | <.001 |
| Education, mean (SD), % | ||||
| Less than high school | 14.73 (8.80) | 15.37 (12.12) | 15.19 (11.38) | <.001 |
| High school | 31.50 (9.59) | 35.71 (14.08) | 34.60 (13.18) | <.001 |
| Any college or higher | 53.77 (14.72) | 48.92 (18.62) | 50.20 (17.80) | <.001 |
| Married, mean (SD), % | 50.72 (10.40) | 55.11 (15.45) | 53.96 (14.42) | <.001 |
| House owner, mean (SD), % | 68.43 (14.66) | 76.66 (17.71) | 74.48 (17.34) | <.001 |
| Medicaid enrollment, mean (SD), % | 14.60 (8.52) | 13.48 (14.06) | 13.77 (12.86) | <.001 |
| Median household income, mean (SD), $ | 51 971 (20 286) | 51 022 (22 585) | 51 277 (21 996) | <.001 |
| Population size, No. (%) | ||||
| <1000 | 174 (2.01) | 9939 (40.62) | 10 113 (30.53) | <.001 |
| 1000-9999 | 2863 (33.09) | 10 592 (43.29) | 13 455 (40.63) | |
| ≥10 000 | 5615 (64.90) | 3937 (16.09) | 9552 (28.84) | |
| Area, No. (%) | ||||
| Urban | 3313 (38.29) | 4315 (17.64) | 7628 (23.03) | <.001 |
| Rural | 5339 (61.71) | 20 153 (82.36) | 25 492 (76.97) | |
| Census division, No. (%) | ||||
| New England | 493 (5.70) | 1338 (5.47) | 1831 (5.53) | <.001 |
| Middle Atlantic | 956 (11.05) | 3231 (13.21) | 4187 (12.64) | |
| East North Central | 1597 (18.46) | 3519 (14.38) | 5116 (15.45) | |
| West North Central | 1357 (15.68) | 3519 (14.38) | 4876 (14.72) | |
| South Atlantic | 1256 (14.52) | 3884 (15.87) | 5140 (15.52) | |
| East South Central | 615 (7.11) | 1847 (7.55) | 2462 (7.43) | |
| West South Central | 1159 (13.40) | 2530 (10.34) | 3689 (11.14) | |
| Mountain | 422 (4.88) | 2156 (8.81) | 2578 (7.78) | |
| Pacific | 797 (9.21) | 2444 (9.99) | 3241 (9.79) | |
| Older single-occupancy household, No. (%) | ||||
| Quartile 1: <30.77% | 840 (9.72) | 7351 (30.58) | 8191 (25.07) | <.001 |
| Quartile 2: 30.77%-36.69% | 1607 (18.60) | 6541 (27.21) | 8148 (24.93) | |
| Quartile 3: 36.70%-42.39% | 2784 (32.23) | 5386 (22.41) | 8170 (25.00) | |
| Quartile 4: >42.39% | 3408 (39.45) | 4761 (19.81) | 8169 (25.00) | |
Abbreviations: LTC, long-term care; ZCTA, zip code tabulation area.
Households with a single resident aged 65 years or older. The number of ZCTAs with a missing age value was 442.
Figure 1. Zip Code Tabulation Areas (ZCTAs) With and Without Long-term Care Facilities (LTC) by the Quartile of Older Single-Occupancy Household
A, the first map was mostly red, which indicates that LTC facilities were mostly in areas with the highest levels of social isolation of older adults. B, the second map was mostly yellow, which indicates that areas of low social isolation of older adults do not usually have LTC facilities.
Odds Ratio of Having Long-term Care Facilities in Zip Code Tabulation Area
| Variable | OR (95% CI) | |
|---|---|---|
| Age, ≥65 y | 1.060 (1.054-1.065) | <.001 |
| Female | 1.040 (1.031-1.050) | <.001 |
| Race | ||
| White | 0.994 (0.990-0.999) | .02 |
| African American | 0.996 (0.991-1.001) | .10 |
| Asian | 1.006 (0.998-1.015) | .16 |
| Ethnicity | ||
| Hispanic | 1.005 (1.002-1.008) | .003 |
| Education | ||
| Less than high school | 1.010 (1.004-1.015) | .001 |
| High school | 1.002 (0.998-1.007) | .35 |
| Married | 0.993 (0.988-0.998) | .009 |
| House owner | 0.987 (0.983-0.990) | <.001 |
| Medicaid enrollment | 0.992 (0.988-0.997) | .001 |
| Median household income | 1.012 (1.009-1.015) | <.001 |
| Total population No. | ||
| <1000 | 1 [Reference] | |
| 1000-9999 | 39.565 (32.313-48.445) | <.001 |
| ≥10 000 | 335.570 (269.619-417.653) | <.001 |
| Area | ||
| Urban | 1.827 (1.647-2.027) | <.001 |
| Rural | 1 [Reference] | |
| Census division | ||
| New England | 1 [Reference] | |
| Middle Atlantic | 0.634 (0.516-0.780) | <.001 |
| East North Central | 1.513 (1.246-1.839) | <.001 |
| West North Central | 2.851 (2.335-3.481) | <.001 |
| South Atlantic | 0.723 (0.592-0.883) | .001 |
| East South Central | 1.104 (0.884-1.379) | .38 |
| West South Central | 1.877 (1.528-2.305) | <.001 |
| Mountain | 0.831 (0.657-1.052) | .12 |
| Pacific | 0.597 (0.476-0.749) | <.001 |
| Quartile of older single-occupancy household prevalence | ||
| 1: <30.77% | 1 [Reference] | |
| 2: 30.77%-36.69% | 2.332 (2.087-2.605) | <.001 |
| 3: 36.70%-42.39% | 4.976 (4.438-5.580) | <.001 |
| 4: >42.39% | 8.475 (7.444-9.648) | <.001 |
| Constant | 0.000 (0.000-0.001) | <.001 |
Abbreviations: OR, odds ratio; ZCTA, zip code tabulation area.
Table data based on generalized estimating equation regression, controlled for covariates.
ORs were calculated per percentage point increase in each variable.
ORs were calculated per $1000 increase.
Households with a resident aged at least 65 years or older in which they live alone. Each one-fourth of ZCTAs were one of the categories: quartile 1 (n = 8191), quartile 2 (n = 8148), quartile 3 (n = 8170), and quartile 4 (n = 8169).
Odds Ratio of Having Long-term Care Facilities in ZCTA: Subgroup Analyses of ZCTAs Where the Proportion of White, African American, or Hispanic Residents Is Above the Mediana
| Quartile of older single-occupancy household prevalence | Proportion of White residents above the median | Proportion of African American residents above the median | Proportion of Hispanic residents above the median | |||
|---|---|---|---|---|---|---|
| OR (95% CI) | OR (95% CI) | OR (95% CI) | ||||
| 1: <30.77% | 1 [Reference] | 1 [Reference] | 1 [Reference] | |||
| 2: 30.77%-36.69% | 2.838 (2.265-3.556) | <.001 | 2.002 (1.760-2.276) | <.001 | 2.290 (2.015-2.601) | .001 |
| 3: 36.70%-42.39% | 7.302 (5.835-9.138) | <.001 | 3.762 (3.293-4.299) | <.001 | 4.198 (3.667-4.806) | <.001 |
| 4: >42.39% | 14.358 (11.308-18.231) | <.001 | 5.402 (4.634-6.296) | <.001 | 6.195 (5.295-7.248) | <.001 |
Abbreviations: OR, odds ratio; ZCTA, zip code tabulation area.
Table data based on generalized estimating equation regression, controlled for covariates.
Households with a resident aged 65 years or older in which they live alone; estimates were generated from generalized estimating equation regression models controlling for age, sex, race, ethnicity, education, marital status, owner housing, Medicaid enrollment, household income, area, Census division at the ZCTA level.
Figure 2. Odds Ratios (ORs) of 30-Day Mortality After Long-term Care Facility Admission by Percentage of Older Single-Occupancy Households in Zip Code Tabulation Area
Data calculated from multilevel logistic regression. Q1 indicates quartile 1; Q2, quartile 2; Q3, quartile 3; Q4, quartile 4.