| Literature DB >> 35886715 |
Ángel Denche-Zamorano1, María Mendoza-Muñoz2,3, Jorge Carlos-Vivas4, Laura Muñoz-Bermejo5, Jorge Rojo-Ramos5, Frano Giakoni-Ramírez6, Andrés Godoy-Cumillaf7, Sabina Barrios-Fernandez5.
Abstract
One of the main concerns of governments and organisations worldwide is the cost and burden of health services, with sedentary lifestyles being a significant impacting factor, and physical activity is one of the potential solutions. Therefore, this study aims to analyse the possible associations between the physical activity level, hospitalisation prevalence, and the use and number of visits to emergency services in the Spanish population, examining potential differences between sex and age groups. This is a cross-sectional study based on data from the Spanish National Health Survey 2017 (ENSE 2017), the last one before the COVID-19 pandemic, with 17,199 participants. A descriptive analysis was performed using median and interquartile range (continuous variables) and absolute and relative frequencies (ordinal variables). Intergroup differences were analysed with non-parametric tests: chi-square and z-test for independent proportions (categorical variables), and Kruskal-Wallis and Mann-Whitney U (continuous variables). Spearman's rho was used to study correlations between variables. A multiple binary regression analysis was performed to predict hospitalisations. Hospitalisations and emergency services use showed a dependence relation with the physical activity level (p < 0.001): those who performed moderate and/or vigorous physical activity used those services less than sedentary individuals and those whose only activity was walking. Thus, associations could be drawn between the hospitalisation prevalence, the use and number of visits to emergency departments, and the physical activity level in the Spanish population aged 18-69 years in the pre-pandemic period.Entities:
Keywords: health costs; health services; physical activity; physical activity level; sedentariness
Mesh:
Year: 2022 PMID: 35886715 PMCID: PMC9321179 DOI: 10.3390/ijerph19148867
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Figure 1Chart outlining the study sample’s eligibility criteria.
Sociodemographic characteristics of the sample.
| Age (Years) | Men = 8238 | Women = 8961 | Total = 17,199 |
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|---|---|---|---|---|
| Median (IQR) | 47 (20) | 47 (21) | 47 (21) | 0.467 |
| Mean (SD) | 46.7 (13.2) | 46.9 (13.3) | 46.8 (13.2) | - |
| Age Group (years) | Men | Women | Total | |
| 18–34 | 1573 (19.1) a | 1743 (19.5) a | 3316 (19.3) | 0.227 |
| 35–49 | 3007 (36.5) a | 3188 (35.6) a | 6195 (36.0) | |
| 50–64 | 2874 (34.9) a | 3103 (34.6) a | 5977 (34.8) | |
| 65–69 | 784 (9.5) a | 927 (10.3) a | 1711 (9.9) | |
| Hospitalization | Men = 8238 | Women = 8961 | Total = 17,199 | |
| Yes | 601 (7.3) a | 615 (6.9) a | 1216 (7.1) | 0.269 |
| No | 7637 (92.7) a | 8346 (93.1) a | 15,983 (92.9) | |
| Use of Emergency Services | Men = 8238 | Women = 8961 | Total = 17,199 | |
| Yes | 2181 (26.5) a | 2784 (31.1) b | 4965 (28.9) | <0.001 |
| No | 6057 (73.5) a | 6177 (68.9) b | 12,234 (71.1) | |
| Visits to Emergency Services | Men = 8234 | Women = 8953 | Total = 17,187 |
|
| Median (IQR) | 0 (1) | 0 (1) | 0 (1) | <0.001 |
| Mean (SD) | 0.42 (1.02) | 0.60 (1.44) | 0.51 (1.27) | - |
| CI (95%) | 0.40–0.44 | 0.57–0.63 | 0.49–0.53 | - |
| PAL | Men = 8199 | Women = 8942 | Total = 17,141 | |
| Inactive (PAI = 0) | 1156 (14.1) | 1326 (14.8) | 2482 (14.5) | <0.001 |
| Walkers (PAI = 0) | 3335 (40.7) | 4566 (51.1) | 7901 (46.1) | |
| Low (PAI = 1–15) | 1077 (13.1) | 1262 (14.1) | 2339 (13.6) | |
| Medium PAI = 16–30) | 1273 (15.5) | 1076 (12.0) | 2349 (13.7) | |
| High (PAI = 31–45) | 877 (10.7) | 476 (5.3) | 1353 (7.9) | |
| Very High (PAI > 45) | 481 (5.9) | 236 (2.6) | 717 (4.2) |
IQR: interquartile range; SD: standard deviation n: participants; %: percentage; PAL: Physical Activity Level, PAI: Physical Activity Index; only considers vigorous and moderate physical activity. Scores between 0 and 67.5; Inactive: PAI = 0; reports not walking at least one day a week for more than 10 min at a time; Walkers PAI = 0; reports walking at least one day a week for more than 10 min at a time; Low: PAI = 1–15; Medium: PAI = 16–30; High: PAI = 31–45; Very high: PAI > 45; p: p-value from Mann–Whitney U test; p *: p-value from Chi-square test; a, b: Pairwise z-test for independent proportions, each subscript represents a subset, whose column proportions differ significantly at the 0.05 level; CI: Confidence interval at 0.05 level of significance.
Age group relations and the hospitalisation prevalence in the general Spanish population aged 18–69 years, compared by sex, according to the ENSE 2017.
| Men ( | Women ( | Total ( | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Age Group (Years) | Yes | No |
| Yes | No |
| Yes | No |
|
| 18–34 | 64 (4.1) a | 1509 (95.9) b | <0.001 | 87 (5.0) a | 1656 (95.0) b | <0.001 | 151 (4.6) a | 3165 (95.4) b | <0.001 |
| 35–49 | 170 (5.7) a | 2837 (94.3) b | 176 (5.5) a | 3012 (94.5) b | 346 (5.6) a | 5849 (94.4) b | |||
| 50–64 | 261 (9.1) a | 2613 (90.9) b | 249 (8.0) a | 2854 (92.0) b | 510 (8.5) a | 5467 (91.5) b | |||
| 65–69 | 106 (13.5) a | 678 (86.5) b | 103 (11.1) a | 824 (88.9) b | 209 (12.2) a | 1502 (87.8) b | |||
| Total | 601 (7.3) | 7637 (92.7) | 615 (6.9) | 8346 (93.1) | 1216 (7.1) | 15,983 (92.9) | |||
Values presented in absolute and relative frequencies; n: number of participants; Yes: hospitalised at least once in the last 12 months; No: not hospitalised in the previous 12 months; p: p-value from chi-square test; a, b: Pairwise z-test for independent proportions. Each subscript corresponds to a subset whose column proportions do not differ from each other at the 0.05 level.
Associations between the hospitalisation prevalence and physical activity level in the general Spanish population aged 18–69 years compared by sex, according to the ENSE 2017.
| Men ( | Women ( | Total ( | |||||||
|---|---|---|---|---|---|---|---|---|---|
| PAL | Yes | No |
| Yes | No |
| Yes | No |
|
| Inactive | 137 (11.9) a | 1019 (88.1) b | 0.001 | 150 (11.3) a | 1176 (88.7) b | <0.001 | 287 (11.6) a | 2195 (88.4) b | <0.001 |
| Walkers | 281 (8.4) a | 3054 (91.6) b | 320 (7.0) a | 4246 (93.0) a | 601 (7.6) a | 7300 (92.4) b | |||
| Low | 58 (5.4) a | 1019 (94.6) b | 67 (5.3) a | 1195 (94.7) b | 125 (5.3) a | 2214 (94.7) b | |||
| Medium | 73 (5.7) a | 1200 (94.3) b | 50 (4.6) a | 1026 (95.4) b | 123 (5.2) a | 2226 (94.8) b | |||
| High | 32 (3.6) a | 845 (96.4) b | 19 (4.0) a | 457 (96.0) b | 51 (3.8) a | 1302 (96.2) b | |||
| Very High | 18 (3.7) a | 463 (96.3) b | 9 (3.8) a | 227 (96.2) b | 27 (3.8) a | 690 (96.2) b | |||
| Total | 599 (7.3) | 7600 (92.7) | 615 (6.9) | 8327 (93.1) | 1214 (7.1) | 15,927 (92.9) | |||
Values presented in absolute and relative frequencies; n: number of participants; PAL (Physical Activity Level) PAI: Physical Activity Index; only considers vigorous and moderate physical activity. Scores between 0 and 67.5; Inactive: PAI = 0; reports not walking at least one day a week for more than 10 min at a time; Walkers PAI = 0; reports walking at least one day a week for more than 10 min at a time; Low: PAI = 1–15; Medium: PAI = 16–30; High: PAI = 31–45; Very high: PAI > 45; Yes: hospitalised at least once in the last 12 months; No: not hospitalised in the last 12 months; p: p-value from chi-square test; a, b: Pairwise z-test for independent proportions. Each subscript corresponds to a subset whose column proportions do not differ from each other at the 0.05 level.
Associations between the hospitalisation prevalence and physical activity level in the general Spanish population aged 18–69 years compared by age, according to the ENSE 2017.
| 18–34 Years ( | 35–49 Years ( | 50–64 Years ( | 65–69 Years ( | Total ( | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PAL | Yes | No |
| Yes | No |
| Yes | No |
| Yes | No |
| Yes | No |
|
| Inactive | 33 (7.8) a | 388 (92.2) b | 0.002 | 79 (8.4) a | 856 (91.6) b | <0.001 | 127 (14.5) a | 751 (85.5) b | <0.001 | 48 (19.4) a | 200 (80.6) b | 0.002 | 287 (11.6) a | 2195 (88.4) b | <0.001 |
| Walkers | 61 (5.0) a | 1158 (95.0) a | 158 (6.2) a | 2407 (93.8) a | 263 (8.4) a | 2861 (91.6) a | 119 (12.0) a | 874 (88.0) a | 601 (7.6) a | 7300 (92.4) b | |||||
| Low | 22 (4.6) a | 456 (95.4) a | 38 (3.9) a | 932 (96.1) b | 52 (7.5) a | 644 (92.5) a | 13 (6.7) a | 182 (93.3) b | 125 (5.3) a | 2214 (94.7) b | |||||
| Medium | 18 (3.4) a | 512 (96.6) a | 43 (4.9) a | 838 (95.1) a | 39 (5.2) a | 704 (94.8) b | 23 (11.8) a | 172 (88.2) a | 123 (5.2) a | 2226 (94.8) b | |||||
| High | 14 (3.2) a | 427 (96.8) a | 21 (3.8) a | 533 (96.2) a | 12 (3.9) a | 294 (96.1) b | 4 (7.7) a | 48 (92.3) a | 51 (3.8) a | 1302 (96.2) b | |||||
| Very High | 3 (1.4) a | 205 (98.6) b | 7 (2.6) a | 265 (97.4) b | 15 (7.2) a | 194 (92.8) a | 2 (7.1) a | 26 (92.9) a | 27 (3.8) a | 690 (96.2) b | |||||
| Total | 151 (4.6) | 3146 (95.4) | 346 (5.6) | 5831 (94.4) | 508 (8.5) | 5448 (91.5) | 209 (12.2) | 1502 (87.8) | 1214 (7.1) | 15,927 (92.9) | |||||
Values presented in absolute and relative frequencies; n: number of participants; %: percentage; PAL (Physical Activity Level); PAI: Physical Activity Index; only consider vigorous and moderate physical activity. Scores between 0 and 67.5; Inactive: PAI = 0; reports not walking at least one day a week for more than 10 min at a time; Walkers PAI = 0; reports walking at least one day a week for more than 10 min at a time; Low: PAI = 1–15; Medium: PAI = 16–30; High: PAI = 31–45; Very high: PAI > 45; Yes: hospitalised at least once in the last 12 months; No: not hospitalised in the last 12 months; p: p-value from chi-square test; a, b: Pairwise z-test for independent proportions. Each subscript corresponds to a subset whose column proportions do not differ from each other at the 0.05 level.
Associations between the use of emergency services in the general Spanish population aged 18–69 years, compared by age, according to the ENSE 2017.
| Men ( | Women ( | Total ( | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Age Groups | Yes | No |
| Yes | No |
| Yes | No |
|
| 18–34 years ( | 486 (30.9) a | 1087 (69.1) b | <0.001 | 673 (38.6) a | 1070 (61.4) b | <0.001 | 1159 (35.0) a | 2157 (65.0) b | <0.001 |
| 35–49 years ( | 813 (27.0) a | 2194 (73.0) a | 977 (30.6) a | 2211 (69.4) a | 1790 (28.9) a | 4405 (71.1) a | |||
| 50–64 years ( | 688 (23.9) a | 2186 (76.1) b | 865 (27.9) a | 2238 (72.1) b | 1553 (26.0) a | 4424 (74.0) b | |||
| 65–69 years ( | 194 (24.7) a | 590 (75.3) a | 269 (29.0) a | 658 (71.0) a | 463 (27.1) a | 1248 (72.9) a | |||
| Total ( | 2181 (26.5) | 6057 (73.5) | 2784 (31.1) | 6177 (68.9) | 4965 (28.8) | 12,234 (71.2) | |||
Values presented in absolute and relative frequencies; n: number of participants; %: Percentage; Yes: used emergency services at least once in the last 12 months; No: did not use emergency services at least once in the last 12 months; p: p-value from chi-square test; a, b: Pairwise z-test for independent proportions. Each subscript corresponds to a subset whose column proportions do not differ from each other at the 0.05 level.
Associations between the use of emergency services and physical activity level in the general Spanish population aged 18–69 years compared by sex, according to the ENSE 2017.
| Men ( | Women ( | Total ( | |||||||
|---|---|---|---|---|---|---|---|---|---|
| PAL | Yes | No |
| Yes | No |
| Yes | No |
|
| Inactive | 407 (35.2) a | 749 (64.8) b | 0.002 | 550 (41.5) a | 776 (58.5) b | <0.001 | 957 (38.6) a | 1525 (61.4) b | <0.001 |
| Walkers | 883 (26.5) a | 2452 (73.5) a | 1409 (30.9) a | 3157 (69.1) a | 2292 (29.0) a | 5609 (71.0) a | |||
| Low | 244 (22.7) a | 833 (77.3) b | 353 (28.0) a | 909 (72.0) b | 597 (25.5) a | 1742 (74.5) b | |||
| Medium | 315 (24.7) a | 958 (75.3) a | 285 (26.5) a | 791 (73.5) b | 600 (25.5) a | 1749 (74.5) b | |||
| High | 227 (25.9) a | 650 (74.1) a | 127 (26.7) a | 349 (73.3) b | 354 (26.2) a | 999 (73.8) b | |||
| Very High | 99 (20.6) a | 382 (79.4) b | 60 (25.4) a | 176 (74.6) a | 159 (22.2) a | 558 (77.8) b | |||
| Total | 2175 (26.5) | 6024 (73.5) | 2784 (31.1) | 6158 (68.9) | 4959 (28.9) | 12,182 (71.1) | |||
Values presented in absolute and relative frequencies; n: number of participants; %: Percentage; PAL: Physical Activity Level); PAI: Physical Activity Index; only considers vigorous and moderate physical activity. Scores between 0 and 67.5; Inactive: PAI = 0; reports not walking at least one day a week for more than 10 min at a time; Walkers PAI = 0; reports walking at least one day a week for more than 10 min at a time; Low: PAI = 1–15; Medium: PAI = 16–30; High: PAI = 31–45; Very high: PAI > 45; Yes: used emergency services at least once in the last 12 months; No: did not use emergency services at least once in the last 12 months; p: p-value from chi-square test; a, b: Pairwise z-test for independent proportions. Each subscript corresponds to a subset whose column proportions do not differ from each other at the 0.05 level.
Associations between the use of emergency services and physical activity level in the general Spanish population aged 18–69 years compared by age, according to the ENSE 2017.
| 18–34 Years ( | 35–49 Years ( | 50–64 Years ( | 65–69 Years ( | Total ( | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PAL | Yes | No |
| Yes | No |
| Yes | No |
| Yes | No |
| Yes | No |
|
| Inactive | 178 (42.3) a | 243 (57.7) b | 0.001 | 343 (36.7) a | 592 (63.3) b | <0.001 | 334 (38.0) a | 544 (62.0) b | <0.001 | 102 (41.1) a | 146 (58.9) b | 0.001 | 957 (38.6) a | 1525 (61.4) b | <0.001 |
| Walkers | 454 (37.2) a | 765 (62.8) b | 758 (29.6) a | 1807 (70.4) a | 809 (25.9) a | 2315 (74.1) a | 271 (27.3) a | 722 (72.7) a | 2292 (29.0) a | 5609 (71.0) a | |||||
| Low | 149 (31.2) a | 329 (68.8) a | 265 (27.3) a | 705 (72.7) b | 139 (20.0) a | 557 (80.0) b | 44 (22.6) a | 151 (77.4) a | 597 (25.5) a | 1742 (74.5) b | |||||
| Medium | 178 (33.6) a | 352 (66.4) a | 229 (26.0) a | 652 (74.0) b | 161 (21.7) a | 582 (78.3) b | 32 (16.4) a | 163 (83.6) b | 600 (25.5) a | 1749 (74.5) b | |||||
| High | 144 (32.7) a | 297 (67.3) a | 134 (24.2) a | 420 (75.8) b | 68 (22.2) a | 238 (77.8) a | 8 (15.4) a | 44 (84.6) a | 354 (26.2) a | 999 (73.8) b | |||||
| Very High | 54 (26.0) a | 154 (74.0) b | 60 (22.1) a | 212 (77.9) b | 39 (18.7) a | 170 (81.3) b | 6 (21.4) a | 22 (78.6) a | 159 (22.2) a | 558 (74.8) b | |||||
| Total | 1157 (35.1) | 2140 (64.9) | 1789 (29.0) | 4388 (71.0) | 1550 (26.0) | 4406 (74.0) | 463 (27.1) | 1248 (72.9) | 4959 (28.9) | 12,182 (71.1) | |||||
Values presented in absolute and relative frequencies; n: number of participants; % Percentage; PAL (Physical Activity Level); PAI: Physical Activity Index; only considers vigorous and moderate physical activity. Scores between 0 and 67.5; Inactive: PAI = 0; reports not walking at least one day a week for more than 10 min at a time; Walkers PAI = 0; reports walking at least one day a week for more than 10 min at a time; Low: PAI = 1–15; Medium: PAI = 16–30; High: PAI = 31–45; Very high: PAI > 45; Yes: used emergency services at least once in the last 12 months; No: did not use emergency services at least once in the last 12 months; p: p-value from chi-square test; a, b: Pairwise z-test for independent proportions. Each subscript corresponds to a subset whose column proportions do not differ from each other at the 0.05 level.
Associations between the number of visits to emergency services and physical activity level in the general Spanish population aged 18–69 years compared by sex, according to the ENSE 2017.
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| Inactive | 1156 | 0.66 | (1.39) | 0.58–0.74 | 0 | (1) | <0.001 | a |
| Walkers | 3333 | 0.43 | (1.06) | 0.39–0.46 | 0 | (1) | b | |
| Low | 1076 | 0.34 | (0.91) | 0.29–0.40 | 0 | (0) | c | |
| Medium | 1273 | 0.35 | (0.83) | 0.31–0.40 | 0 | (0) | bc | |
| High | 877 | 0.37 | (0.79) | 0.32–0.42 | 0 | (1) | bc | |
| Very High | 481 | 0.28 | (0.65) | 0.23–0.34 | 0 | (0) | c | |
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| Inactive | 1322 | 0.99 | (2.22) | 0.87–1.11 | 0 | (1) | <0.001 | a |
| Walkers | 4562 | 0.58 | (1.34) | 0.54–0.61 | 0 | (1) | b | |
| Low | 1262 | 0.46 | (1.08) | 0.40–0.52 | 0 | (1) | c | |
| Medium | 1076 | 0.44 | (1.09) | 0.37–0.50 | 0 | (1) | c | |
| High | 476 | 0.47 | (1.04) | 0.37–0.56 | 0 | (1) | b | |
| Very High | 236 | 0.51 | (1.30) | 0.35–0.68 | 0 | (1) | b | |
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| Inactive | 2478 | 0.84 | (1.89) | 0.76–0.91 | 0 | (1) | <0.001 | a |
| Walkers | 7895 | 0.51 | (1.23) | 0.49–0.54 | 0 | (1) | b | |
| Low | 2338 | 0.41 | (1.00) | 0.37–0.45 | 0 | (1) | c | |
| Medium | 2349 | 0.39 | (0.96) | 0.35–0.43 | 0 | (1) | c | |
| High | 1353 | 0.41 | (0.89) | 0.36–0.45 | 0 | (1) | c | |
| Very High | 717 | 0.36 | (0.92) | 0.29–0.43 | 0 | (0) | c | |
PAL: Physical Activity Level; PAI: Physical Activity Index; only considers vigorous and moderate physical activity. Scores between 0 and 67.5; Inactive: PAI = 0; reports not walking at least one day a week for more than 10 min at a time; Walkers PAI = 0; reports walking at least one day a week for more than 10 min at a time; Low: PAI = 1–15; Medium: PAI = 16–30; High: PAI = 31–45; Very high: PAI > 45; n: participants; SD: standard deviation; CI: confidence interval; Med: Median; IQR: interquartile range; p: value from Kruskal-Wallis test; p *: p-value from Mann–Whitney U test; a–c: different subscripts denote significant intergroup differences at the 0.05 level using the Mann–Whitney U-test.
Logarithmic binary regression model for the hospitalisation risk factor.
| B | SE | Wald | Df | Sig | Exp(B) | 95% CI for EXP(B) | ||
|---|---|---|---|---|---|---|---|---|
| Lower | Upper | |||||||
| Years | 0.031 | 0.003 | 154.816 | 1 | <0.001 | 1.032 | 1.027 | 1.037 |
| Inactive | 56.134 | 5 | <0.001 | |||||
| Walkers | −0.350 | 0.079 | 19.473 | 1 | <0.001 | 0.705 | 0.603 | 0.823 |
| Low | −0.561 | 0.115 | 23.698 | 1 | <0.001 | 0.571 | 0.455 | 0.715 |
| Medium | −0.593 | 0.116 | 26.191 | 1 | <0.001 | 0.553 | 0.440 | 0.694 |
| High | −0.848 | 0.161 | 27.799 | 1 | <0.001 | 0.428 | 0.313 | 0.587 |
| Very High | −0.826 | 0.211 | 15.294 | 1 | <0.001 | 0.438 | 0.289 | 0.662 |
| Sex | −0.203 | 0.062 | 10.526 | 1 | <0.001 | 0.817 | 0.723 | 0.923 |
| Urgencies | −1.704 | 0.064 | 704.894 | 1 | <0.001 | 0.182 | 0.160 | 0.206 |
| Constant | −2.668 | 0.146 | 333.764 | 1 | <0.001 | 0.069 | ||
B: Understandarized beta; SE: Standard error of the regression; Wald: Wald Chi-Squared Test; Df: Degrees of freedom; Sig: Statistical significance; Exp: Exponential regression; CI: Confidence Interval. Inactive: PAI = 0; reports not walking at least one day a week for more than 10 min at a time; Walkers PAI = 0; reports walking at least one day a week for more than 10 min at a time; Low: PAI = 1–15; Medium: PAI = 16–30; High: PAI = 31–45; Very high: Sex: men or women; PAI > 45; Yes: used emergency services at least once in the last 12 months. Yes: used emergency services at least once in the last 12 months; No: did not use emergency services at least once in the last 12 months.