| Literature DB >> 34335136 |
Rachelle Meisters1, Daan Westra1, Polina Putrik1,2, Hans Bosma3, Dirk Ruwaard1, Maria Jansen1,2.
Abstract
Objectives: Loneliness has been associated with unhealthy behavior, poorer health, and increased morbidity. However, the costs of loneliness are poorly understood.Entities:
Keywords: Netherlands; health inequalities; healthcare expenditure; loneliness; social determinants of health
Year: 2021 PMID: 34335136 PMCID: PMC8284859 DOI: 10.3389/ijph.2021.581286
Source DB: PubMed Journal: Int J Public Health ISSN: 1661-8556 Impact factor: 3.380
FIGURE 1Hypothesized relationships between loneliness and health expenditures. Hypothesis 1: loneliness is indirectly related to higher expenditure through poorer physical and mental health (blue arrows). Hypothesis 2a and b: loneliness is directly related to higher pharmaceutical and mental healthcare expenditure (orange arrows). Hypothesis 3: loneliness is directly related to higher GP expenditure (yellow arrow). Hypothesis 4: net effect of the previous hypothesis will result in a direct and an indirect increase of total healthcare expenditure (green arrows). *Confounding factors considered in this study are age, gender, migration background, marital status, education, income level, and income inadequacy (The Netherlands, 2020).
Sample characteristics (n = 341,376) (The Netherlands, 2020).
| Sample characteristics |
| Sample characteristics |
| ||
|---|---|---|---|---|---|
| Age | 19–40 | 55,817 (16.4%) | Physical activity | Insufficient | 96,417 (28.2%) |
| 41–64 | 118,814 (34.8%) | Sufficient | 244,959 (71.8%) | ||
| 65–80 | 143,231 (42.0%) | BMI | Underweight (<18, 5) | 4,260 (1.2%) | |
| 81+ | 23,514 (6.9%) | Normal (18, 5–25) | 155,082 (45.4%) | ||
| Gender | Male | 161,576 (47.3%) | Overweight (25–30) | 131,625 (38.6%) | |
| Female | 179,800 (52.7%) | Obese (30>) | 50,409 (14.8%) | ||
| Migration background | Dutch-born | 300,426 (88.0%) | Alcohol consumption | Never | 33,799 (9.9%) |
| Western migration background | 28,697 (8.4%) | Regular consumption | 280,475 (82.2%) | ||
| Non-western migration background | 12,253 (3.6%) | Excessive | 27,102 (7.9%) | ||
| Marital status | Married/co-habitant | 248,688 (72.8%) | Smoking | Never smoked | 138,456 (40.6%) |
| Single | 36,338 (10.6%) | Former smoker | 147,920 (43.3%) | ||
| Widowed | 23,533 (6.9%) | Current smoker | 55,000 (16.1%) | ||
| Divorced | 32,817 (9.6%) | Chronic disease | None | 207,262 (60.7%) | |
| Education | Primary school | 19,897 (5.8%) | At least one | 134,114 (39.3%) | |
| Lower vocational | 106,023 (31.1%) | Self-rated health | Excellent, (very) good | 252,118 (73.8%) | |
| Middle vocational/secondary | 107,937 (31.6%) | Fair, poor | 89,258 (26.2%) | ||
| Higher vocational/university | 107,519 (31.5%) | Psychological distress | None or low | 207,079 (60.6%) | |
| Household income quartile | 0–25% | 43,471 (12.7%) | Moderate | 1198,853 (34.8%) | |
| 26–50% | 86,582 (25.4%) | High | 15,444 (4.6%) | ||
| 51–75% | 99,759 (29.2%) | Loneliness | Not lonely | 198,705 (58.2%) | |
| 76–100% | 111,564 (32.7%) | Somewhat lonely | 114,428 (33.5%) | ||
| Self-reported income adequacy | Inadequate, major concerns | 9,690 (2.8%) | Severely lonely | 18,393 (5.4%) | |
| Inadequate, some concerns | 34,973 (10.2%) | Very severely lonely | 9,850 (2.9%) | ||
| Adequate, minor concerns | 117,764 (34.5%) | Completing | Paper and pencil | 149,630 (43.8%) | |
| Adequate, no concerns | 178,949 (52.4%) | Survey | Internet | 191,249 (56.0%) | |
| Face-to-face | 337 (0.1%) | ||||
| Telephone | 160 (0.05%) | ||||
BMI, body mass index; GP, general practitioner.
Registry data variables.
Self-reported variables extracted from Health Survey.
Prevalence loneliness across age groups N (%) (The Netherlands, 2020).
| 19–40 | 41–64 | 65–80 | 81+ | |
|---|---|---|---|---|
| Not lonely | 36,383 (65.2%) | 71,665 (60.3%) | 80,639 (56.3%) | 10,018 (42.6%) |
| Somewhat lonely | 15,123 (27.1%) | 36,985 (31.1%) | 51,611 (36.0%) | 10,709 (45.5%) |
| Severely lonely | 2,870 (5.1%) | 6,365 (5.4%) | 7,228 (5.0%) | 1,930 (8.2%) |
| Very severely lonely | 1,441 (2.6%) | 3,799 (3.2%) | 3,753 (2.6%) | 857 (3.6%) |
Associations of loneliness with total healthcare, GP, specialized, pharmaceutical, and mental healthcare expenditure (The Netherlands, 2020).
| 1. Loneliness | 2. Demographic and loneliness | 3. Demographic, SES, and loneliness | 4. demographic, SES, lifestyle, and loneliness | 5. Demographic, SES, lifestyle, self-perceived health, and loneliness | 6. Total: demographic, SES, lifestyle, self-perceived health, psychological distress, and loneliness | ||
|---|---|---|---|---|---|---|---|
| IRR 95% (CI) | IRR 95% (CI) | IRR 95% (CI) | IRR 95% (CI) | IRR 95% (CI) | IRR 95% (CI) | ||
| Total expenditure | Not lonely | Ref | Ref | Ref | Ref | Ref | Ref |
| Somewhat lonely |
|
|
|
| 1.00 (0.97–1.03) |
| |
| Severely lonely |
|
|
|
| 1.04 (0.99–1.10) | 0.96 (0.91–1.02) | |
| Very severely lonely |
|
|
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| 1.05 (0.99–1.12) | 0.94 (0.87–1.01) | |
| GP Expenditure | Not lonely | Ref | Ref | Ref | Ref | Ref | Ref |
| Somewhat lonely |
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| Severely lonely |
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| Very severely lonely |
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| Specialized care Expenditure | Not lonely | Ref | Ref | Ref | Ref | Ref | Ref |
| Somewhat lonely |
| 1.05 (1.00–1.11) | 1.01 (0.96–1.07) | 1.01 (0.96–1.06) |
|
| |
| Severely lonely |
|
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| 0.93 (0.85–1.00) | 0.94 (0.87–1.02) | |
| Very severely lonely |
|
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| 1.09 (0.98–1.20) |
|
| |
| Pharmaceutical Expenditure | Not lonely | Ref | Ref | Ref | Ref | Ref | Ref |
| Somewhat lonely |
|
|
|
| 1.02 (0.97–1.07) | 1.02 (0.96–1.07) | |
| Severely lonely |
|
|
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| 1.05 (0.94–1.18) | 1.04 (0.94–1.16) | |
| Very severely lonely |
|
|
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| 1.01 (0.87–1.18) | 1.00 (0.85–1.18) | |
| Mental healthcare Expenditure | Not lonely | Ref | Ref | Ref | Ref | Ref | Ref |
| Somewhat lonely |
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| Severely lonely |
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| 1.09 (0.95–1.26) | |
| Very severely lonely |
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| Inflated part reported in | |||||||
Coefficients with p < 0.05 are in bold. GP, General practitioner; IRR, Incidence rate ratio; CI, confidence interval; SES, Socioeconomic status. Results from Poisson and Zero-inflated negative binomial regressions (n = 342,095). Inflated part reported in Supplementary Appendix A4.
Marginal effects of loneliness for healthcare expenditure, extrapolated to entire Dutch 18+ population (The Netherlands, 2020).
| Million € [95% CI] (% category spending 2017) | |||||
|---|---|---|---|---|---|
| Total expenditure | GP expenditure | Specialized care expenditure | Pharmaceutical expenditure | Mental healthcare expenditure | |
| A. model 6: fully adjusted model | |||||
| Somewhat lonely | −315.1 [−299.0 to −331.2] (−0.7) | 3.3 [3.0–3.5] (0.5) | −314.4 [−289.0 to −339.9] (−1.4) | 13.7 [−4.4 to 31.8] (0.3) | 243.4 [235.9–250.9] (7.4) |
| Severely lonely | −63.0 [−100.4 to −25.6] (−0.1) | 1.7 [1.2–2.3] (0.2) | −69.2 [−97.2 to −41.3] (−0.3) | 6.0 [−7.7 to 19.8] (0.0) | 55.2 [48.5–62.0] (1.7) |
| Very severely lonely | −57.3 [−95.3 to −19.3] (−0.1) | 0.9 [0.3–1.4] (0.1) | −66.2 [−88.2 to −44.2] (−0.3) | −1.2 [−14.3 to 11.9] (0.1) | 41.6 [30.3–52.8] (1.3) |
| Total | −435.4 [−494.7 to −376.1] (−1.0) | 5.8 [4.5–7.1] (0.8) | −449.9. [−474.3 to −425.4] (−2.0) | 18.5 [−26.4 to 63.4] (0.4) | 340.2 [314.7–365.8] (10.3) |
| B. model 3: basic model + SES | |||||
| Somewhat lonely | 1,273.2 [1,248.1–1,298.5] (3.0) | 17.8 [19.2–20.3] (2.8) | 200.2 [194.0–206.4] (0.9) | 201.9 [175.1–228.8] (4.3) | 497.1 [455.9–538.3] (15.1) |
| Severely lonely | 647.6 [578.0–717.3] (1.5) | 9.7 [8.9–10.4] (1.4) | 190.8 [141.1–240.2] (0.8) | 95.6 [66.4–124.7] (2.1) | 212.7 [183.4–242.1] (6.5) |
| Very severely lonely | 484.5 [416.0–553.0] (1.1) | 7.3 [6.6–8.1] (1.0) | 112.1 [74.6–149.7] (0.5) | 49.8 [38.8–60.9] (1.1) | 179.4 [143.0–215.8] (5.4) |
| Total | 2,405.4 [2,242.0–2,568.8] (5.6) | 36.7 [34.7–38.7] (5.2) | 503.1 [422.0–584.1] (2.2) | 347.4 [280.3–414.4] (7.5) | 889.3 [782.3–996.2] (27.0) |
| C. model 2: basic model | |||||
| Somewhat lonely | 1,797.0 [1,758.6–1,835.3] (4.2) | 27.6 [26.9–28.3] (3.9) | 450.9 [452.7–450.1] (2.0) | 289.0 [255.3–322.7] (6.2) | 569.1 [521.1–617.2] (17.3) |
| Severely lonely | 921.7 [837.5–1,005.8] (2.2) | 13.3 [12.5–14.2] (1.9) | 305.7 [247.6–364.0] (1.4) | 138.2 [103.5–172.9] (3.0) | 274.0 [231.2–316.8] (8.3) |
| Very severely lonely | 744.0 [657.8–830.2] (1.7) | 10.8 [9.8–11.8] (1.5) | 208.8 [164.0–253.8] (0.9) | 85.5 [70.2–101.0] (1.8) | 253.9 [191.8–316.2] (7.7) |
| Total | 3,462 [3,253.8–3,671.4] (8.1) | 51.8 [49.3–54.3] (7.3) | 965.4 [864.3–1,068.0] (4.3) | 512.7 [429.0–596.6] (11.0) | 1,097.0 [943.9–1,250.1] (33.3) |
GP, general practitioner; CI, confidence interval; SES, socioeconomic status. A. model 6 is the most extensive model, which includes loneliness, demographic, SES, lifestyle, self-perceived health and psychological distress. B. model 3 includes loneliness, demographic, and SES factors. C. model 2 is the basic model, which includes loneliness and demographic factors. Results from Poisson and Zero-inflated negative binomial regressions (n = 342,095).
FIGURE 2Marginal effects of loneliness on healthcare expenditures based on model 6 (fully adjusted) and 2 (basic), in age categories. (A) Based on model 6: fully adjusted model. (B) Based on model 2: basic model. GP, general practitioner. A) model 6 is fully adjusted model, which includes loneliness, demographic, SES, lifestyle, self-perceived health, and psychological distress. B) model 2 is the basic model, which includes loneliness and demographic factors (The Netherlands, 2020).