Background
Methods
Conceptual model
Data sources
Demographic and Clinical Characteristics | ||||
---|---|---|---|---|
Non-transplant Hospital (n = 197) | Transplant Hospital (n = 78) | Total (n = 275) | p-value | |
Hospitalizations (n,%) | 3893, 49.9% | 3910, 50.1% | ||
Year of admission | < 0.001 | |||
2009 | 1182 (30.4%) | 1349 (34.5%) | 2531 (32.4%) | |
2010 | 1238 (31.8%) | 1155 (29.5%) | 2393 (30.7%) | |
2011 | 1473 (37.8%) | 1406 (36.0%) | 2879 (36.9%) | |
Age, Median (Q1, Q3) | 64 (55.0, 70.0) | 62 (53.0, 69.0) | 63 (54.0, 70.0) | < 0.001 |
Female | 1484 (38.1%) | 1453 (37.2%) | 2937 (37.6%) | 0.37 |
Race, White | 2337 (64.4%) | 2109 (57.4%) | 4446 (60.9%) | < 0.001 |
Cardiovascular Diagnosis | ||||
MI (410.x) | 383 (9.8%) | 305 (7.8%) | 688 (8.8%) | 0.002 |
Stroke (997.x/436/437.1) | 247 (6.3%) | 461 (11.8%) | 708 (9.1%) | < 0.001 |
CHF (428.x) | 2110 (54.2%) | 1968 (50.3%) | 4078 (52.3%) | < 0.001 |
Dysrhythmia (427.x) | 2138 (54.9%) | 2027 (51.8%) | 4165 (53.4%) | 0.006 |
Cardiac arrest (427.5/997.1) | 85 (2.2%) | 102 (2.6%) | 187 (2.4%) | 0.22 |
Malignant HTN (402.x) | 59 (1.5%) | 85 (2.2%) | 144 (1.8%) | 0.03 |
Number of CV diagnosis | 0.02 | |||
1 | 2902 (74.5%) | 3005 (76.9%) | 5907 (75.7%) | |
≥ 2 | 991 (25.5%) | 905 (23.1%) | 1896 (24.3%) | |
Weighted Charlson score | < 0.001 | |||
0 | 467 (12.0%) | 828 (21.2%) | 1295 (16.6%) | |
1 | 471 (12.1%) | 754 (19.3%) | 1225 (15.7%) | |
2 | 1158 (29.7%) | 1102 (28.2%) | 2260 (29.0%) | |
3+ | 1797 (46.2%) | 1226 (31.4%) | 3023 (38.7%) | |
Diabetes mellitus | 2012 (51.7%) | 1959 (50.1%) | 3971 (50.9%) | 0.16 |
Dialysis use in hospital | 749 (19.2%) | 356 (9.1%) | 1105 (14.2%) | < 0.001 |
Admission type | < 0.001 | |||
Emergent/Urgent | 2884 (88.3%) | 2850 (83.1%) | 5734 (85.6%) | |
Elective/Others | 383 (11.7%) | 581 (16.9%) | 964 (14.4%) | |
Transferred in indicator | 302 (7.8%) | 509 (13.0%) | 811 (10.4%) | < 0.001 |
Cardiovascular Procedure (catheter-based or cardiac surgery) | 757 (19.5%) | 772 (19.7%) | 1529 (19.6%) | 0.74 |
Died in hospital | 146 (3.8%) | 117 (3.0%) | 263 (3.4%) | 0.06 |
Facility Structural Characteristics | ||||
Hospital Type | 0.09 | |||
Government, nonfederal | 14 (7.1%) | 12 (15.4%) | 26 (9.5%) | |
Non-profit, non-gov’t | 175 (88.8%) | 62 (79.5%) | 237 (86.2%) | |
Investor-owned | 8 (4.1%) | 4 (5.1%) | 12 (4.4%) | |
Medical/surgical intensive care | 191 (97.0%) | 78 (100.0%) | 269 (97.8%) | 0.12 |
Cardiac intensive care | 141 (71.6%) | 71 (91.0%) | 212 (77.1%) | < 0.001 |
HMO hospital | 17 (8.6%) | 9 (11.5%) | 26 (9.5%) | 0.46 |
PPO hospital | 16 (8.1%) | 3 (3.8%) | 19 (6.9%) | 0.21 |
Specialty cardiology & cardiac surgery services | 186 (94.4%) | 77 (98.7%) | 263 (95.6%) | 0.12 |
Freestanding/Satellite ED hospital | 25 (12.7%) | 6 (7.7%) | 31 (11.3%) | 0.24 |
Multi-detector 64-slice spiral CT | 171 (86.8%) | 75 (96.2%) | 246 (89.5%) | 0.02 |
Radiology interventional therapy | 131 (66.5%) | 73 (93.6%) | 204 (74.2%) | < 0.001 |
Hospital unit inpatient days | < 0.001 | |||
First quartile | 62 (31.5%) | 6 (7.7%) | 68 (24.7%) | |
Second quartile | 58 (29.4%) | 11 (14.1%) | 69 (25.1%) | |
Third quartile | 51 (25.9%) | 18 (23.1%) | 69 (25.1%) | |
Fourth quartile | 26 (13.2%) | 43 (55.1%) | 69 (25.1%) | |
Proportion of hospital unit Medicare discharges | < 0.001 | |||
Median (Q1, Q3) | 0.5 (0.4, 0.5) | 0.4 (0.3, 0.4) | 0.4 (0.4, 0.5) | |
Proportion of hospital unit Medicaid discharges | < 0.001 | |||
Median (Q1, Q3) | 0.1 (0.1, 0.2) | 0.2 (0.2, 0.3) | 0.2 (0.1, 0.2) | |
Number of Operating Rooms | < 0.001 | |||
Median (Q1, Q3) | 14 (10.0, 18.0) | 26 (19.0, 37.0) | 16 (11.0, 24.0) | |
Total surgical operations | < 0.001 | |||
Median (Q1, Q3) | 10,927 | 20,764 | 12,152 | |
(8018, 15,101) | (11,209, 27,502) | (8504, 19,382) | ||
Surgical intensity (Surgical procedures/inpatient beds/year) | 0.31 | |||
Median (Q1, Q3) | 35.3 | 37.8 | 36.5 | |
(26.6, 46.5) | (30.1, 48.4) | (27.6, 47.1) | ||
Hospital total expenses | < 0.001 | |||
First quartile | 62 (31.5%) | 6 (7.7%) | 68 (24.7%) | |
Second quartile | 60 (30.5%) | 9 (11.5%) | 69 (25.1%) | |
Third quartile | 58 (29.4%) | 11 (14.1%) | 69 (25.1%) | |
Fourth quartile | 17 (8.6%) | 52 (66.7%) | 69 (25.1%) | |
Physician FTEs/10 beds | 0.62 | |||
Median | 0.3 | 0.3 | 0.3 | |
Q1, Q3 | 0, 1.1 | 0, 1.7 | 0, 1.2 | |
Range | (0–23.5) | (0–24.6) | (0–24.6) | |
Teaching Status | < 0.001 | |||
Nonteaching | 90 (54.2%) | 18 (24.7%) | 108 (45.2%) | |
Minor teaching | 61 (36.8%) | 15 (20.5%) | 76 (20.6%) | |
Major teaching | 15 (9.0%) | 40 (54.8%) | 55 (54.8%) | |
FTEs nurses/10 beds | < 0.001 | |||
Median | 16.8 | 22.2 | 17.6 | |
Q1, Q3 | 13.8, 19.9 | 17.4, 26.9 | 14.3, 22.3 | |
Range | (0.2–47.3) | (0.2–41.6) | (0.2–47.3) | |
Hospital Process Factors – Timely & Effective Care: Heart Attack | ||||
Fibrinolytic therapy received within 30 min of ED arrival (percentage) | N = 58 | N = 24 | N = 82 | 0.88 |
Median | 50 | 41.5 | 50 | |
Q1, Q3 | 0, 100 | 0, 100 | 0, 100 | |
Aspirin at arrival (percentage) | N = 194 | N = 77 | N = 271 | 0.18 |
Median | 100 | 100 | 100 | |
Q1, Q3 | 99, 100 | 99, 100 | 99, 100 | |
Time to transfer to another facility for acute coronary intervention (minutes) | N = 37 | N = 7 | N = 44 | 0.08 |
Median | 78 | 42 | 73.5 | |
Q1, Q3 | 57, 105 | 30, 121 | 51, 106.5 | |
Time to ECG (minutes) | N = 161 | N = 51 | N = 212 | 0.01 |
Median | 11 | 16 | 12 | |
Q1, Q3 | 8, 18 | 8, 26 | 8, 19 | |
Hospital Mortality and Unplanned Hospital Visits | ||||
Acute myocardial infarction 30-day mortality rate (percentage) | N = 183 | N = 75 | N = 258 | 0.31 |
Median | 16.1 | 15.9 | 16 | |
Q1, Q3 | 15.1, 17.1 | 14.6, 17.4 | 14.9, 17.1 | |
Heart failure 30-day mortality rate (percentage) | N = 186 | N = 76 | N = 262 | 0.10 |
Median | 10.9 | 10.7 | 10.8 | |
Q1, Q3 | 10, 12 | 9.8, 11.8 | 10, 12 | |
Acute myocardial infarction 30-day readmission rate (percentage) | N = 183 | N = 76 | N = 259 | 0.13 |
Median | 20.1 | 20.5 | 20.2 | |
Q1, Q3 | 19.2, 21.4 | 19.7, 21.5 | 19.3, 21.4 | |
Heart failure 30-day readmission rate (percentage) | N = 186 | N = 76 | N = 262 | 0.83 |
Median | 24.7 | 25.0 | 24.8 | |
Q1, Q3 | 23.4, 26.6 | 23.4, 26.8 | 23.4, 26.7 |
Statistical analysis
Determinants of mortality
Determinants of high cost cardiovascular hospitalizations
Results
Primary CV diagnosis | Mortality | High cost (in the top quartile) | ||||
---|---|---|---|---|---|---|
Non-transplant hospital | Transplant hospital | p-value | Non-transplant hospital | Transplant hospital | p-value | |
MI (410.x) | 7.0% | 7.9% | 0.68 | 44.3% | 51.2% | 0.10 |
(27/383) | (24/305) | (143/323) | (125/244) | |||
Stroke (997.x/436/437.1) | 5.7% | 3.5% | 0.17 | 41.1% | 45.1% | 0.34 |
(14/247) | (16/461) | (85/207) | (185/410) | |||
CHF (428.x) | 3.4% | 2.3% | 0.04 | 23.1% | 24.1% | 0.48 |
(72/2110) | (46/1968) | (417/1807) | (389/1614) | |||
Dysrhythmia (427.x) | 4.7% | 4.0% | 0.25 | 21.5% | 27.3% | < 0.001 |
(101/2138) | (81/2027) | (395/1838) | (466/1704) | |||
Cardiac arrest (427.5/997.1) | 34.1% | 31.4% | 0.69 | 57.3% | 73.5% | 0.03 |
(29/85) | (32/102) | (43/75) | (61/83) | |||
Malignant HTN (402.x) | 0 | 0 | 9.3% | 13.2% | 0.49 | |
(5/54) | (10–76) |
Hospital-specific mortality: crude and risk-adjusted analyses
Variable | Comparison | Model 1: Transplant Hospital Only | Model 2: Transplant Hospital + Patient Characteristics | Model 3: Transplant Hospital + Patient Characteristics + Hospital Characteristics | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
OR | 95% CI | p-value | OR | 95% CI | p-value | OR | 95% CI | p-value | |||||
Transplant hospital | Transplant vs. Non-transplant | 0.81 | 0.60 | 1.09 | 0.16 | 0.72 | 0.48 | 1.08 | 0.11 | 0.98 | 0.50 | 1.91 | 0.94 |
Patient-level Characteristics | |||||||||||||
Age | ≥60 vs. < 60 | 2.28 | 1.53 | 3.4 | < 0.001 | 2.29 | 1.37 | 3.85 | 0.002 | ||||
Race | Non-white vs. White | 0.62 | 0.39 | 0.99 | 0.04 | 0.49 | 0.26 | 0.9 | 0.02 | ||||
Sex | Female vs. Male | 0.69 | 0.47 | 1.02 | 0.06 | 0.59 | 0.37 | 0.92 | 0.02 | ||||
Type of admission | Emergent/Urgent vs. Elective/Others | 1.37 | 0.73 | 2.56 | 0.33 | 1.5 | 0.69 | 3.26 | 0.30 | ||||
Admitted to high transfer in hospital | Yes vs. No | 1.52 | 1.02 | 2.27 | 0.04 | 1.76 | 1.01 | 3.05 | 0.05 | ||||
Number of CV diagnosis | ≥2 vs. 1 | 2.09 | 1.44 | 3.03 | < 0.001 | 1.73 | 1.08 | 2.78 | 0.02 | ||||
Weighted Charlson score | ≥2 vs. 0–1 | 1.37 | 0.89 | 2.12 | 0.16 | 1.06 | 0.63 | 1.81 | 0.82 | ||||
Hypertension | Yes vs. No | 1.11 | 0.64 | 1.93 | 0.71 | 1.26 | 0.61 | 2.57 | 0.53 | ||||
Tobacco abuse | Yes vs. No | 0.39 | 0.09 | 1.68 | 0.21 | 0.24 | 0.03 | 2.05 | 0.19 | ||||
Dyslipidemia | Yes vs. No | 0.48 | 0.31 | 0.75 | 0.001 | 0.58 | 0.35 | 0.98 | 0.04 | ||||
Diabetes mellitus | Yes vs. No | 0.46 | 0.31 | 0.66 | < 0.001 | 0.4 | 0.25 | 0.64 | < 0.001 | ||||
Invasive CV procedure | |||||||||||||
Diagnostic Cardiac catheterization | Yes vs. No | 2.60 | 1.76 | 3.84 | < 0.001 | 2.1 | 1.32 | 3.36 | 0.002 | ||||
Therapeutic cardiac catheterization | Yes vs. No | 0.22 | 0.07 | 0.67 | 0.008 | 0.35 | 0.1 | 1.17 | 0.09 | ||||
CABG | Yes vs. No | 0.23 | 0.06 | 0.93 | 0.04 | 0.35 | 0.07 | 1.65 | 0.18 | ||||
Valve surgery | Yes vs. No | 0.51 | 0.12 | 2.12 | 0.35 | 0.38 | 0.07 | 1.95 | 0.25 | ||||
Other cardiac surgery | Yes vs. No | 2.94 | 0.79 | 11.01 | 0.11 | 1.26 | 0.2 | 7.88 | 0.81 | ||||
Hospital-level Characteristics | |||||||||||||
Owner, Financial status, Payer Mix | |||||||||||||
Hospital total expenses by quartile | 2 vs. 1 | 1.45 | 0.64 | 3.27 | 0.38 | ||||||||
3 vs. 1 | 0.52 | 0.16 | 1.68 | 0.28 | |||||||||
4 vs. 1 | 0.26 | 0.07 | 0.97 | 0.05 | |||||||||
Inpatient Capacity | |||||||||||||
Hospital unit inpatient days by quartile | 2 vs. 1 | 0.53 | 0.21 | 1.3 | 0.16 | ||||||||
3 vs. 1 | 1.02 | 0.34 | 3.11 | 0.97 | |||||||||
4 vs. 1 | 4.26 | 1.2 | 15.21 | 0.03 | |||||||||
Cardiac intensive care | Yes vs. No | 1.75 | 0.78 | 3.91 | 0.18 | ||||||||
Staffing Patterns | |||||||||||||
Teaching status | Minor teaching vs. Nonteaching | 0.65 | 0.37 | 1.15 | 0.14 | ||||||||
Major teaching vs. Nonteaching | 0.32 | 0.16 | 0.65 | 0.002 | |||||||||
Process of Care for Heart Attack | |||||||||||||
Aspirin at arrival | Per 5% increase | 2.28 | 0.58 | 9.07 | 0.24 | ||||||||
Time to ECG | Per 20 min increase | 0.98 | 0.81 | 1.19 | 0.85 | ||||||||
QIC | 1758.36 | 1095.68 | 736.47 |
Hospital-specific hospitalization cost: crude and risk-adjusted analyses
Variable | Comparison | Model 1: Transplant Hospital Only | Model 2: Transplant Hospital + Patient Characteristics | Model 3: Transplant Hospital + Patient Characteristics + Hospital Characteristics | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
OR | 95% CI | p-value | OR | 95% CI | p-value | OR | 95% CI | p-value | |||||
Transplant hospital | Transplant vs. Non-transplant | 1.26 | 1.04 | 1.53 | 0.02 | 1.46 | 1.16 | 1.85 | 0.002 | 0.66 | 0.47 | 0.94 | 0.02 |
Patient-level Characteristics | |||||||||||||
Age | ≥60 vs. < 60 | 1.17 | 0.98 | 1.40 | 0.08 | 1.30 | 1.05 | 1.61 | 0.02 | ||||
Race | Non-white vs. White | 0.89 | 0.74 | 1.08 | 0.25 | 0.87 | 0.70 | 1.10 | 0.25 | ||||
Sex | Female vs. Male | 0.95 | 0.80 | 1.13 | 0.57 | 1.05 | 0.86 | 1.30 | 0.62 | ||||
Type of admission | Emergent/Urgent vs. Elective/Others | 0.55 | 0.43 | 0.69 | < 0.001 | 0.54 | 0.40 | 0.72 | < 0.001 | ||||
Admitted to high transfer in hospital | Yes vs. No | 0.97 | 0.75 | 1.25 | 0.81 | 1.07 | 0.82 | 1.40 | 0.61 | ||||
Number of CV diagnosis | ≥2 vs. 1 | 1.36 | 1.16 | 1.59 | < 0.001 | 1.55 | 1.25 | 1.93 | < 0.001 | ||||
Weighted Charlson score | ≥2 vs. 0–1 | 1.08 | 0.86 | 1.35 | 0.51 | 1.05 | 0.80 | 1.39 | 0.71 | ||||
Hypertension | Yes vs. No | 0.88 | 0.69 | 1.12 | 0.31 | 0.76 | 0.56 | 1.05 | 0.09 | ||||
Tobacco abuse | Yes vs. No | 0.65 | 0.42 | 1.00 | 0.05 | 0.68 | 0.37 | 1.27 | 0.23 | ||||
Dyslipidemia | Yes vs. No | 0.79 | 0.67 | 0.94 | 0.006 | 0.80 | 0.64 | 1.01 | 0.06 | ||||
Diabetes mellitus | Yes vs. No | 0.89 | 0.76 | 1.06 | 0.18 | 0.89 | 0.72 | 1.10 | 0.29 | ||||
Invasive CV procedure | |||||||||||||
Diagnostic Cardiac catheterization | Yes vs. No | 3.65 | 2.98 | 4.47 | < 0.001 | 4.51 | 3.46 | 5.89 | < 0.001 | ||||
Therapeutic cardiac catheterization | Yes vs. No | 3.11 | 1.79 | 5.41 | < 0.001 | 3.08 | 1.57 | 6.04 | 0.001 | ||||
CABG | Yes vs. No | 17.91 | 3.79 | 84.61 | < 0.001 | 25.48 | 2.65 | 244.93 | 0.005 | ||||
Valve surgery | Yes vs. No | 6.68 | 1.30 | 34.31 | 0.02 | 13.63 | 0.66 | 281.03 | 0.09 | ||||
Other cardiac surgery | Yes vs. No | 4.06 | 1.79 | 9.23 | < 0.001 | 3.88 | 1.13 | 13.31 | 0.03 | ||||
Hospital-level Characteristics | |||||||||||||
Owner, Financial status, Payer Mix | |||||||||||||
Hospital total expenses by quartile | 2 vs. 1 | 1.37 | 0.76 | 2.49 | 0.30 | ||||||||
3 vs. 1 | 1.73 | 0.89 | 3.38 | 0.11 | |||||||||
4 vs. 1 | 1.40 | 0.63 | 3.13 | 0.41 | |||||||||
PPO Hospital | Yes vs. No | 1.34 | 0.80 | 2.25 | 0.27 | ||||||||
% Medicare discharge | Per 10% increase | 0.69 | 0.60 | 0.80 | < 0.001 | ||||||||
Inpatient Capacity | |||||||||||||
Hospital unit inpatient days by quartile | 2 vs. 1 | 1.15 | 0.64 | 2.06 | 0.65 | ||||||||
3 vs. 1 | 0.91 | 0.48 | 1.74 | 0.77 | |||||||||
4 vs. 1 | 1.03 | 0.50 | 2.12 | 0.93 | |||||||||
Staffing Patterns | |||||||||||||
Physician FTE/10 beds | Per 1 FTE increase | 1.05 | 1.03 | 1.07 | < 0.001 | ||||||||
Nurse FTE/10 beds | Per 1 FTE increase | 1.01 | 1.00 | 1.03 | 0.18 | ||||||||
Process of Care for Heart Attack | |||||||||||||
Aspirin at arrival | Per 5% increase | 1.18 | 0.62 | 2.24 | 0.62 | ||||||||
Time to ECG | Per 20 min increase | 0.99 | 0.92 | 1.07 | 0.85 | ||||||||
QIC | 6258.81 | 4193.5 | 2466.62 |