| Literature DB >> 27604455 |
Javier Valero-Elizondo1, Joseph A Salami1, Chukwuemeka U Osondu2, Oluseye Ogunmoroti2, Alejandro Arrieta3, Erica S Spatz4, Adnan Younus1, Jamal S Rana5, Salim S Virani6, Ron Blankstein7, Michael J Blaha8, Emir Veledar9, Khurram Nasir10.
Abstract
BACKGROUND: Physical activity (PA) has an established favorable impact on cardiovascular disease (CVD) outcomes and quality of life. In this study, we aimed to estimate the economic effect of moderate-vigorous PA on medical expenditures and utilization from a nationally representative cohort with and without CVD. METHODS ANDEntities:
Keywords: cardiovascular disease; cost; exercise; risk factors
Mesh:
Year: 2016 PMID: 27604455 PMCID: PMC5079024 DOI: 10.1161/JAHA.116.003614
Source DB: PubMed Journal: J Am Heart Assoc ISSN: 2047-9980 Impact factor: 5.501
Sample Characteristics from the Medical Expenditure Panel Survey 2012, Stratified by Physical Activity and CVD Status
| CVD |
| Non‐CVD |
| |||
|---|---|---|---|---|---|---|
| Nonoptimal PA | Optimal PA | Nonoptimal PA | Optimal PA | |||
| Sample, n | 1293 | 603 | 12 510 | 11 833 | ||
| Weighted sample | 12 539 605 | 6 822 007 | 99 586 391 | 104 714 281 | ||
| Age strata, y, n (%) | <0.001 | <0.001 | ||||
| 18–39 | 54 (4.2) | 36 (6.0) | 5016 (40.1) | 5642 (47.7) | ||
| 40–54 | 184 (14.2) | 101 (16.7) | 3720 (29.7) | 3304 (27.9) | ||
| 55–64 | 289 (22.4) | 146 (24.2) | 1993 (15.9) | 1671 (14.1) | ||
| 65–74 | 334 (25.8) | 185 (30.7) | 1094 (8.7) | 844 (7.1) | ||
| ≥75 | 432 (33.4) | 135 (22.4) | 687 (5.5) | 372 (3.1) | ||
| Sex, n (%) | <0.001 | <0.001 | ||||
| Female | 656 (50.7) | 248 (41.1) | 7127 (57.0) | 5479 (46.3) | ||
| Male | 637 (49.3) | 355 (58.9) | 5383 (43.0) | 6354 (53.7) | ||
| Hypertension, n (%) | <0.001 | <0.001 | ||||
| No | 240 (18.6) | 161 (26.7) | 8425 (67.3) | 8952 (75.7) | ||
| Yes | 1053 (81.4) | 442 (73.3) | 4085 (32.7) | 2881 (24.3) | ||
| Diabetes mellitus, n (%) | <0.001 | <0.001 | ||||
| No | 855 (66.1) | 446 (74.0) | 11 243 (89.9) | 11 079 (93.6) | ||
| Yes | 438 (33.9) | 157 (26.0) | 1267 (10.1) | 754 (6.4) | ||
| Hypercholesterolemia, n (%) | 0.02 | <0.001 | ||||
| No | 362 (28.0) | 200 (33.2) | 9039 (72.3) | 9314 (78.7) | ||
| Yes | 931 (72.0) | 403 (66.8) | 3471 (27.7) | 2519 (21.3) | ||
| Current smoker, n (%) | 0.12 | 0.11 | ||||
| No | 1074 (83.1) | 518 (85.9) | 10 611 (84.8) | 9949 (84.1) | ||
| Yes | 219 (16.9) | 85 (14.1) | 1899 (15.2) | 1884 (15.9) | ||
| Obese, n (%) | <0.001 | <0.001 | ||||
| No | 715 (55.3) | 399 (66.2) | 8142 (65.1) | 8951 (75.6) | ||
| Yes | 578 (44.7) | 204 (33.8) | 4368 (34.9) | 2882 (24.4) | ||
| CRF profile | <0.001 | <0.001 | ||||
| Optimal | 263 (20.3) | 182 (30.2) | 8164 (65.3) | 8913 (75.3) | ||
| Average | 366 (28.3) | 181 (30.0) | 2414 (19.3) | 1823 (15.4) | ||
| Poor | 664 (51.4) | 240 (39.8) | 1932 (15.4) | 1097 (9.3) | ||
| Health status, n (%) | <0.001 | <0.001 | ||||
| Excellent | 44 (3.4) | 44 (7.3) | 2059 (16.5) | 3134 (26.5) | ||
| Very good | 198 (15.3) | 190 (31.5) | 4603 (36.8) | 5186 (43.8) | ||
| Good | 470 (36.3) | 239 (39.6) | 4068 (32.5) | 2786 (23.5) | ||
| Fair | 422 (32.6) | 111 (18.4) | 1436 (11.5) | 630 (5.3) | ||
| Poor | 159 (12.3) | 19 (3.2) | 268 (2.1) | 61 (0.5) | ||
| Family income, n (%) | <0.001 | <0.001 | ||||
| Poor/near poor | 417 (32.3) | 133 (22.1) | 3291 (26.3) | 2585 (21.8) | ||
| Low/middle income | 579 (44.8) | 264 (43.8) | 5898 (47.1) | 5525 (46.7) | ||
| High income | 297 (23.0) | 206 (34.2) | 3321 (26.5) | 3723 (31.5) | ||
| Race/ethnicity, n (%) | 0.06 | <0.001 | ||||
| Non‐Hispanic White | 748 (57.8) | 375 (62.2) | 4732 (37.8) | 5060 (42.8) | ||
| Non‐Hispanic Black | 276 (21.3) | 105 (17.4) | 2570 (20.5) | 2357 (19.9) | ||
| Non‐Hispanic Asian | 45 (3.5) | 31 (5.1) | 1031 (8.2) | 857 (7.2) | ||
| Non‐Hispanic Other | 24 (1.9) | 13 (2.2) | 265 (2.1) | 273 (2.3) | ||
| Hispanic | 200 (15.5) | 79 (13.1) | 3912 (31.3) | 3286 (27.8) | ||
| Metropolitan area, n (%) | 0.25 | 0.97 | ||||
| No | 227 (17.6) | 93 (15.4) | 1424 (11.4) | 1345 (11.4) | ||
| Yes | 1066 (82.4) | 510 (84.6) | 11 086 (88.6) | 10 488 (88.6) | ||
| Insurance status, n (%) | <0.001 | <0.001 | ||||
| Private | 582 (45.0) | 359 (59.5) | 6608 (52.8) | 7046 (59.5) | ||
| Public only | 641 (49.6) | 204 (33.8) | 2737 (21.9) | 1908 (16.1) | ||
| Uninsured | 70 (5.4) | 40 (6.6) | 3165 (25.3) | 2879 (24.3) | ||
| Education, n (%) | <0.001 | <0.001 | ||||
| Less than high school | 356 (27.5) | 107 (17.7) | 2958 (23.6) | 2197 (18.6) | ||
| GED or high school diploma | 428 (33.1) | 202 (33.5) | 3645 (29.1) | 3502 (29.6) | ||
| Some college | 281 (21.7) | 124 (20.6) | 3025 (24.2) | 3246 (27.4) | ||
| College (bachelor's degree) | 139 (10.8) | 103 (17.1) | 1734 (13.9) | 1813 (15.3) | ||
| Masters, doctorate or professional | 74 (5.7) | 65 (10.8) | 891 (7.1) | 956 (8.1) | ||
| Region, n (%) | 0.75 | <0.001 | ||||
| Northeast | 233 (18.0) | 118 (19.6) | 2084 (16.7) | 1860 (15.7) | ||
| Midwest | 282 (21.8) | 133 (22.1) | 2200 (17.6) | 2232 (18.9) | ||
| South | 537 (41.5) | 250 (41.5) | 4820 (38.5) | 4295 (36.3) | ||
| West | 241 (18.6) | 102 (16.9) | 3406 (27.2) | 3446 (29.1) | ||
| Modified Charlson Comorbidity Index | <0.001 | <0.001 | ||||
| 0 | 842 (65.1) | 454 (75.3) | 11 009 (88.0) | 10 791 (91.2) | ||
| 1 | 275 (21.3) | 93 (15.4) | 1053 (8.4) | 744 (6.3) | ||
| ≥2 | 176 (13.6) | 56 (9.3) | 448 (3.6) | 298 (2.5) | ||
CRF indicates cardiovascular risk factor; CVD, cardiovascular disease; GED, general education development; PA, physical activity.
Cardiovascular risk factors: hypertension, diabetes mellitus, hypercholesterolemia, obesity, and smoking.
Charlson Comorbidity Index without cardiovascular components.
Average Expenditures of Physical Activity Per Capita, by CVD Status and CRF Category
| Total | CVD | Non‐CVD | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Cardiovascular Risk Factor Profile | ||||||||||
| Poor | Average | Optimal | ||||||||
| Expenditure | 95% CI | Expenditure | 95% CI | Expenditure | 95% CI | Expenditure | 95% CI | Expenditure | 95% CI | |
| Model 1 | ||||||||||
| Nonoptimal PA | $5397.61 | (5064, 5731) | $14 569.82 | (13 209, 15 931) | $7567.77 | (6700, 8436) | $5191.04 | (4568, 5814) | $3053.79 | (2713, 3394) |
| Optimal PA | $3443.45 | (3111, 3776) | $10 586.93 | (8508, 12 666) | $5475.72 | (4668, 6283) | $4476.12 | (3709, 5243) | $2328.69 | (1932, 2726) |
| Model 2 | ||||||||||
| Nonoptimal PA | $5012.54 | (4691, 5334) | $14 564.70 | (11 057, 18 072) | $6636.04 | (5755, 7517) | $4542.76 | (4000, 5086) | $3496.36 | (3048, 3945) |
| Optimal PA | $3787.56 | (3451, 4124) | $10 743.88 | (7347, 14 140) | $5173.92 | (4413, 5935) | $4003.99 | (3380, 4628) | $2847.15 | (2374, 3320) |
| Model 3 | ||||||||||
| Nonoptimal PA | $4867.82 | (4552, 5183) | $12 659.57 | (8992, 16 327) | $6339.80 | (5515, 7164) | $4577.91 | (4044, 5112) | $3733.97 | (3258, 4210) |
| Optimal PA | $4153.53 | (3821, 4486) | $10 092.42 | (6556, 13 629) | $5279.12 | (4477, 6081) | $4147.37 | (3552, 4743) | $3240.39 | (2765, 3716) |
Cardiovascular risk factors: hypertension, diabetes mellitus, hypercholesterolemia, obesity, and smoking. Model 1: unadjusted. Model 2: adjusted for age, sex, family income, and race/ethnicity. Model 3: adjusted for variables in model 2 plus insurance type, geographical region, and modified Charlson Comorbidity Index (Charlson Comorbidity Index without cardiovascular components). CRF indicates cardiovascular risk factor; CVD, cardiovascular disease; PA, physical activity.
Figure 1Weighted, adjusted mean health care expenditures by category, among optimal and nonoptimal PA, with and without CVD, further subclassified by CRF profile. CRF indicates cardiovascular risk factor; CVD, cardiovascular disease; ED, emergency department. Other=dental, vision aid, home healthcare, medical devices, others; PA, physical activity. Cardiovascular risk factors: hypertension, diabetes mellitus, hypercholesterolemia, obesity, and smoking. Non‐CVD: adjusted for age, sex, family income, race/ethnicity, insurance type, geographical region, and modified Charlson Comorbidity Index (without cardiovascular components). CVD: adjusted for “non‐CVD” covariates plus cardiovascular risk factors.
Health Care Resource Utilization Physical Activity Categories, by CVD Status and CRF Category
| CVD | Non‐CVD | |||||||
|---|---|---|---|---|---|---|---|---|
| Cardiovascular Risk Factor Profile | ||||||||
| Poor | Average | Optimal | ||||||
| Optimal PA | Nonoptimal PA | Optimal PA | Nonoptimal PA | Optimal PA | Nonoptimal PA | Optimal PA | Nonoptimal PA | |
| Health care utilization | ||||||||
| Hospitalizations | ||||||||
| Proportion with any hospitalizations, % | 21.0 | 27.2 | 7.9 | 11.8% | 5.7 | 8.0 | 2.6 | 3.4 |
| Average hospitalizations among those with ≥1 hospitalization | 1.26 | 1.44 | 1.19 | 1.34 | 1.23 | 1.28 | 1.24 | 1.21 |
| ED visits | ||||||||
| Proportion with any visit | 24.1 | 30.9 | 15.3 | 18.8 | 12.5 | 15.8 | 9.1 | 9.2 |
| Average visits among those with ≥1 visit | 1.47 | 1.61 | 1.31 | 1.44 | 1.38 | 1.45 | 1.31 | 1.31 |
| Outpatient visits | ||||||||
| Proportion with any visit, % | 94.7 | 95.6 | 85.0 | 89.1 | 74.1 | 81.0 | 60.5 | 63.5 |
| Average visits among those with ≥1 visit | 11.55 | 14.94 | 8.22 | 9.99 | 7.96 | 8.55 | 5.88 | 6.81 |
| Prescription medications | ||||||||
| Proportion with ≥1 purchase/refill, % | 97.2 | 97.3 | 87.7 | 91.7 | 76.6 | 81.7 | 48.9 | 53.5 |
| Average purchases/refills among those with ≥1 purchase/refill | 31.93 | 45.96 | 24.92 | 33.45 | 16.53 | 19.44 | 8.71 | 11.95 |
| High (≥75th percentile) health care utilization | ||||||||
| Hospitalizations | ||||||||
| Proportion ≥75th percentile, % | 21.0 | 27.2 | 7.9 | 11.8 | 5.7 | 8.0 | 2.6 | 3.4 |
| Average hospitalizations among those ≥75th percentile | 1.26 | 1.44 | 1.19 | 1.34 | 1.23 | 1.28 | 1.24 | 1.21 |
| ED visits | ||||||||
| Proportion ≥75th percentile, % | 7.0 | 10.9 | 3.3 | 5.1 | 3.0 | 4.4 | 1.9 | 1.9 |
| Average visits among those ≥75th percentile | 2.61 | 2.73 | 2.46 | 2.64 | 2.58 | 2.6 | 2.5 | 2.5 |
| Outpatient visits | ||||||||
| Proportion ≥75th percentile, % | 48.1 | 56.6 | 25.9 | 35.9 | 23.2 | 26.9 | 12.4 | 16.2 |
| Average visits among those ≥75th percentile | 18.82 | 22.59 | 19.66 | 19.53 | 18.36 | 19.34 | 18.57 | 18.77 |
| Prescription medications | ||||||||
| Proportion ≥75th percentile, % | 48.2 | 64.5 | 32.8 | 45.1 | 15.9 | 22.8 | 3.6 | 7.2 |
| Average visits among those ≥75th percentile | 50.67 | 62.34 | 48.09 | 56.25 | 44.46 | 45.12 | 37.61 | 44.11 |
Cardiovascular risk factors: hypertension, diabetes mellitus, hypercholesterolemia, obesity, and smoking. CRF indicates cardiovascular risk factor; CVD, cardiovascular disease; ED, emergency department; PA, physical activity.
Figure 2A, Odds ratios for health care utilization of optimal PA versus nonoptimal PA. CRF indicates cardiovascular risk factor profile; ED, emergency department; PA, physical activity. Color scheme: blue bars, univariate model; red bars; multivariate model. Cardiovascular risk factors: hypertension, diabetes mellitus, hypercholesterolemia, obesity, and smoking. Non‐CVD: adjusted for age, sex, family income, race/ethnicity, insurance type, geographical region, and modified Charlson Comorbidity Index (without cardiovascular components). CVD: adjusted for “non‐CVD” covariates plus cardiovascular risk factors. B, Odds ratios for “high” (≥75% percentile) healthcare utilization of optimal PA versus nonoptimal PA. CRF indicates cardiovascular risk factor; ED, emergency department. Color scheme: blue bars, univariate model; red bars, multivariate model. Cardiovascular risk factors: hypertension, diabetes mellitus, hypercholesterolemia, obesity, and smoking. Non‐CVD: adjusted for age, sex, family income, race/ethnicity, insurance type, geographical region, and modified Charlson Comorbidity Index (without cardiovascular components). CVD: adjusted for “non‐CVD” covariates plus cardiovascular risk factors. Note: “High hospitalizations” equaled 1 hospitalization, given the right shift of utilization.