| Literature DB >> 24275631 |
Matthew Sussman1, Joseph Menzin, Iris Lin, Winghan J Kwong, Michael Munsell, Mark Friedman, Magdy Selim.
Abstract
BACKGROUND: Limited data exist on the economic implications of stroke among patients with atrial fibrillation (AF). This study assesses the impact of AF on healthcare costs associated with ischemic stroke (IS), hemorrhagic stroke (HS), or transient ischemic attack (TIA). METHODS ANDEntities:
Keywords: economics; hemorrhage; ischemic stroke; outcomes research; transient ischemic attack
Mesh:
Substances:
Year: 2013 PMID: 24275631 PMCID: PMC3886763 DOI: 10.1161/JAHA.113.000479
Source DB: PubMed Journal: J Am Heart Assoc ISSN: 2047-9980 Impact factor: 5.501
Baseline Characteristics
| Characteristic | Overall | AF Cohort | Non‐AF Cohort | |
|---|---|---|---|---|
| Number of subjects | 160 456 | 23 807 | 136 649 | |
| Age, y | ||||
| Mean, SD | 69 (±14.8) | 77 (±11.6) | 67 (±14.8) | <0.0001 |
| Age group | ||||
| <55, N (%) | 29 572 (18.4) | 1048 (4.4) | 28 560 (20.9) | |
| 55 to 64, N (%) | 39 376 (24.6) | 3285 (13.8) | 36 075 (26.4) | |
| 65+, N (%) | 91 508 (57.0) | 19 474 (81.8) | 72 014 (52.7) | |
| Female, % | 51.5 | 50.7 | 51.6 | 0.0121 |
| Geographic Region, % | ||||
| Northeast | 12.8 | 15.3 | 12.4 | <0.0001 |
| North Central | 34.6 | 35.3 | 34.4 | |
| West | 17.1 | 19.7 | 16.7 | |
| South | 35.3 | 29.5 | 36.3 | |
| Unknown | 0.2 | 0.3 | 0.2 | |
| Metropolitan statistical area, % | 84.0 | 84.0 | 82.9 | <0.0001 |
| Stroke Type, % | ||||
| Ischemic | 49.9 | 59.9 | 48.2 | <0.0001 |
| TIA | 36.2 | 27.3 | 37.8 | |
| Hemorrhagic | 13.9 | 12.8 | 14.1 | |
| Type of Hemorrhagic Stroke | ||||
| Subarachnoid | 25.3 | 8.9 | 27.9 | |
| Intracerebral | 51.2 | 58.4 | 50.0 | |
| Other and unspecified intracranial | 23.5 | 32.6 | 22.0 | |
| Selected Comorbidities (>5% frequency, %) | ||||
| Chronic obstructive pulmonary disease | 9.7 | 15.0 | 8.8 | <0.0001 |
| Congestive heart failure (excluding left ventricular) | 9.0 | 24.1 | 6.4 | <0.0001 |
| Diabetes mellitus | 24.6 | 26.9 | 24.2 | <0.0001 |
| Hypertension | 51.2 | 62.1 | 49.3 | <0.0001 |
| Malignancy | 13.9 | 19.1 | 13.0 | <0.0001 |
| Peripheral vascular disease | 9.6 | 15.2 | 8.6 | <0.0001 |
| OAC use, % | 10.2 | 43.5 | 4.4 | <0.0001 |
AF indicates atrial fibrillation; OAC, oral anticoagulant; TIA, transient ischemic attack; SD, standard deviation.
Fisher's exact or Wilcoxon test.
Type of hemorrhagic stroke was not tested.
Source: Truven MarketScan® Research Databases January 1, 2005 to December 31, 2011.
Index Hospitalization and Post‐Index Stroke‐related Costs Among AF and Non‐AF Patients
| Stroke Type/Measure | Overall | AF Cohort | Non‐AF Cohort | Difference (AF vs Non‐AF) | |||||
|---|---|---|---|---|---|---|---|---|---|
| N | Estimate | N | Estimate | N | Estimate | Unadjusted | Adjusted | ||
| Ischemic Stroke | |||||||||
| Index event LOS, days | 80 083 | 8.0 (±11.5) | 14 251 | 8.3 (±11.7) | 65 832 | 7.9 (±11.4) | 0.4 | 1.1 | 0.0005 |
| Index mortality rate, % | 3.4 | 5.6 | 2.9 | 2.7 | 1.1 | 0.0011 | |||
| Patients surviving index hospitalization | 77 376 | 13 453 | 63 923 | ||||||
| Hospitalization within 30 days, % | 6.5 | 6.9 | 6.4 | 0.5 | 1.4 | <0.0001 | |||
| Patients with continuous enrollment 12 months post‐index | 46 071 | 7072 | 38 999 | ||||||
| Stroke‐related hospitalization within 12 months | 11.6 | 12.3 | 11.5 | 0.8 | 0.7 | 0.1325 | |||
| Mean cost index event | 80 083 | $20 933 (±37 413) | 14 251 | $21 151 (±36 553) | 65 832 | $20 886 (±37 597) | $265 | $3520 | <0.0001 |
| Mean 12‐month total stroke‐related cost | 46 071 | $25 106 (±39 475) | 7072 | $26 602 (±41 772) | 38 999 | $24 835 (±39 039) | $1767 | $4726 | <0.0001 |
| Hemorrhagic Stroke | |||||||||
| Index event LOS, days | 22 275 | 13.7 (±20.1) | 3052 | 10.7 (±16.1) | 19 223 | 14.1 (±20.6) | −3.4 | 1.0 | <0.0001 |
| Index mortality, % | 18.3 | 23.1 | 17.6 | 5.5 | −1.3 | 0.1436 | |||
| Patients surviving index hospitalization | 18 185 | 2346 | 15 839 | ||||||
| Hospitalization within 30 days, % | 9.7 | 10.0 | 9.6 | 0.4 | 2.8 | 0.0001 | |||
| Patients with continuous enrollment 12 months post‐index | 10 010 | 1162 | 8848 | ||||||
| Stroke‐related hospitalization within 12 months | 14.9 | 16.5 | 14.7 | 1.8 | 1.4 | 0.3179 | |||
| Mean cost index event | 22 275 | $59 054 (±99 512) | 3052 | $38 028 (±66 693) | 19 223 | $62 384 (±103 371) | ($24 356) | $2799 | 0.0214 |
| Mean 12‐month total stroke‐related cost | 10 010 | $74 462 (±113 962) | 1162 | $54 268 (±79 585) | 8848 | $77 113 (±117 479) | ($22 845) | $7824 | 0.0019 |
| TIA | |||||||||
| Patients with hospitalization index event | |||||||||
| Index event LOS, days | 38 585 | 3.5 (±4.0) | 4759 | 4.1 (±3.7) | 33 826 | 3.4 (±4.1) | 0.7 | 0.3 | <0.0001 |
| Index mortality, % | 0.1 | 0.2 | 0.1 | 0.1 | N/A | N/A | |||
| Patients surviving index hospitalization | 38 541 | 4749 | 33 792 | ||||||
| Hospitalization within 30 days, % | 3.2 | 5.0 | 2.9 | 2.1 | 1.2 | <0.0001 | |||
| Patients with continuous enrollment 12 months post‐index | 26 604 | 3047 | 23 557 | ||||||
| Stroke‐related hospitalization within 12 months | 8.0 | 10.2 | 7.7 | 2.5 | 1.1 | 0.0520 | |||
| Mean cost index event | 38 585 | $8616 (±10 812) | 4759 | $9208 (±4800) | 33 826 | $8533 (±10 128) | $675 | $846 | <0.0001 |
| Mean 12‐month total stroke‐related cost | 26 604 | $11 931 (±15 617) | 3047 | $13 581 (±17 064) | 23 557 | $11 718 (±15 407) | $1863 | $1890 | <0.0001 |
| Patients With ED Index Event | |||||||||
| Hospitalization within 30 days, % | 19 513 | 8.3 | 1745 | 13.8 | 17 768 | 7.8 | 6.0 | 5.0 | <0.0001 |
| Patients with continuous enrollment 12 months post‐index | 12 956 | 1082 | 11 874 | ||||||
| Stroke‐related hospitalization within 12 months | 8.9 | 14.5 | 8.4 | 6.1 | 5.9 | <0.0001 | |||
| Mean cost index event | 19 513 | $3395 (±3862) | 1745 | $2960 (±3858) | 17 768 | $3438 (±3860) | ($478) | $274 | 0.0011 |
| Mean 12‐month total stroke‐related cost | 12 956 | $9096 (±14 091) | 1082 | $9651 (±15 531) | 11 874 | $9046 (±13 952) | $605 | $1700 | <0.0001 |
AF indicates atrial fibrillation; ED, emergency department; TIA, transient ischemic attack; LOS, length of stay.
Only patients with 12 months continuous enrollment post index; includes index event cost.
Source: Truven MarketScan® Research Databases January 1, 2005 to December 31, 2011.
Generalized Linear Model Predicting Stroke‐Related Costs in the 12 Months Following the Index Event, by Stroke Type
| Stroke Type | Ischemic Stroke | Hemorrhagic Stroke | TIA | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Predictor Variable | Coefficient | Standard Error | Coefficient | Standard Error | Coefficient | Standard Error | |||
| Intercept | 10.392 | 0.0209 | <0.0001 | 11.048 | 0.0548 | <0.0001 | 9.2636 | 0.02 | <0.0001 |
| AF cohort |
| 0.0125 | <0.0001 |
| 0.038 | 0.0019 |
| 0.0147 | <0.0001 |
| Hemorrhage Subtype (vs Other and unspecified intracranial hemorrhage) | |||||||||
| Subarachnoid hemorrhage | — | — | — |
| 0.0301 | <0.0001 | — | — | — |
| Intracerebral hemorrhage | — | — | — |
| 0.0255 | — | — | — | |
| Age Group (vs <55) | |||||||||
| 55 to 64 | − | 0.0132 | <0.0001 | − | 0.0273 | <0.0001 |
| 0.0119 | <0.0001 |
| 65+ | − | 0.012 | − | 0.0269 | − | 0.0109 | |||
| Metropolitan Statistical Area |
| 0.0111 | <0.0001 | −0.0436 | 0.0282 | 0.1218 |
| 0.0103 | <0.0001 |
| Female | 0.0132 | 0.0082 | 0.1068 |
| 0.0204 | 0.0087 | − | 0.0079 | 0.0014 |
| Geographic Region (vs Northeast) | |||||||||
| North Central | − | 0.0134 | <0.0001 | − | 0.0329 | <0.0001 | − | 0.0133 | <0.0001 |
| West |
| 0.0153 |
| 0.0362 |
| 0.0145 | |||
| South | − | 0.0136 | − | 0.0329 | − | 0.0132 | |||
| Year of Stroke Diagnosis (vs 2006) | |||||||||
| 2007 | 0.0274 | 0.0134 | <0.0001 | 0.0687 | 0.034 | 0.0707 | 0.0022 | 0.013 | <0.0001 |
| 2008 |
| 0.0134 |
| 0.0341 | −0.0084 | 0.013 | |||
| 2009 |
| 0.013 |
| 0.0324 | 0.0237 | 0.0126 | |||
| 2010 |
| 0.0131 |
| 0.033 | 0.0087 | 0.0129 | |||
| 2011 | 0.0682 | 0.029 | 0.0789 | 0.0715 | − | 0.0309 | |||
| OAC use | −0.0016 | 0.0158 | 0.918 | −0.0242 | 0.0369 | 0.5122 | − | 0.0159 | <0.0001 |
| Selected Comorbidities | |||||||||
| Acute MI |
| 0.0343 | 0.0025 | 0.164 | 0.1009 | 0.1041 | 0.0711 | 0.0335 | 0.0336 |
| CHF | 0.0027 | 0.0158 | 0.8629 |
| 0.0466 | 0.0027 |
| 0.0162 | 0.0034 |
| CKD |
| 0.0231 | 0.0052 | −0.0743 | 0.0672 | 0.2691 |
| 0.025 | <0.0001 |
| COPD | −0.0216 | 0.0145 | 0.1343 | −0.0369 | 0.0416 | 0.3745 | 0.0153 | 0.014 | 0.2742 |
| Diabetes mellitus |
| 0.0094 | 0.0001 | 0.0209 | 0.0276 | 0.4495 |
| 0.0095 | <0.0001 |
| Hypertension | 0.0152 | 0.0084 | 0.0721 | 0.0257 | 0.0219 | 0.2412 |
| 0.0082 | <0.0001 |
| Liver disease | 0.0061 | 0.0294 | 0.8345 | 0.0309 | 0.0601 | 0.6067 |
| 0.0263 | <0.0001 |
| Malignancy | −0.0263 | 0.0123 | 0.0327 | −0.0388 | 0.0323 | 0.2293 | 0.0179 | 0.0119 | 0.1314 |
| Peripheral vascular |
| 0.0142 | 0.0098 | 0.0009 | 0.042 | 0.9828 |
| 0.0142 | <0.0001 |
| All‐Cause Baseline Resource Use | |||||||||
| Had hospitalization | 0.028 | 0.011 | 0.0109 | − | 0.0288 | 0.0045 |
| 0.0106 | 0.0002 |
| Had ED visit in baseline |
| 0.0109 | 0.0008 | −0.0454 | 0.0275 | 0.0984 |
| 0.0099 | <0.0001 |
Note: Bolded parameters are significant (P<0.01). AF indicates atrial fibrillation; CHF, congestive heart failure; CKD, chronic kidney disease; COPD, chronic obstructive pulmonary disease; MI, myocardial infarction; OAC, oral anticoagulant.
N=46 071; ratio of deviance to degrees of freedom=1.1185.
N=10 010; ratio of deviance to degrees of freedom=1.1574.
N=39 560; ratio of deviance to degrees of freedom=1.0977.
Source: Truven MarketScan® Research Databases January 1, 2005 to December 31, 2011.