| Literature DB >> 23763761 |
Kyle Darnell1, Alok Kumar Dwivedi2, Zhouyang Weng2, Ralph J Panos1.
Abstract
BACKGROUND: COPD is a significant cause of morbidity and mortality in the Veterans Health Administration (VHA). To determine the clinical factors associated with the cost of COPD management, we analyzed the relationship between clinical characteristics and COPD healthcare costs at the Cincinnati VAMC.Entities:
Keywords: COPD; Cost; Healthcare utilization; Veterans healthcare administration
Year: 2013 PMID: 23763761 PMCID: PMC3700817 DOI: 10.1186/1478-7547-11-13
Source DB: PubMed Journal: Cost Eff Resour Alloc ISSN: 1478-7547
Figure 1Patient selection diagram. Patients were selected by a modified stratified systematic sampling: every other patient in the first quintile with the greatest COPD-related healthcare costs and every fourth patient in the remaining quintiles. If a patient received primary or pulmonary care from non-VA providers, airflow limitation (FEV1/FVC < 0.7) was not present on spirometry, or if they were in hospice care, they were excluded and replaced by the next patient on the rank list.
Figure 2Encounters and costs for a primary diagnosis of COPD at the cincinnati VAMC in FY08. Costs are represented by the green line and encounters (outpatient visits, emergency department visits, and hospitalizations) by the red line. FY: fiscal year; COPD: chronic obstructive pulmonary disease.
Figure 3Encounters and costs for primary and secondary diagnosis of COPD at the cincinnati VAMC in FY08. Costs are represented by the green line and encounters (outpatient visits, emergency department visits, and hospitalizations) by the red line. FY: fiscal year; COPD: chronic obstructive pulmonary disease.
Summary of categorical demographic and clinical characteristics
| Gender | |
| Male | 816 (97%) |
| Female | 24 (3%) |
| Marital Status | |
| Single | 45 (5%) |
| Married | 400 (48%) |
| Divorced | 272 (32%) |
| Separated | 31 (4%) |
| Widowed | 92 (11%) |
| Race (41) | |
| White | 696 (87%) |
| African American | 103 (13%) |
| Smoking (265) | |
| Never | 36 (6%) |
| Past | 260 (45%) |
| Current | 279 (49%) |
| Comorbidities | |
| Coronary Artery Disease | 240 (29%) |
| Depression | 204 (24%) |
| Diabetes Mellitus | 181 (22%) |
| Heart Failure | 45 (5%) |
| Hypertension | 527 (63%) |
| Vaccination | |
| Influenza | 620 (74%) |
| Pneumococcal | 722 (86%) |
| Medications | |
| Long acting beta agonist | 271 (32%) |
| Short acting anti-muscarinic | 473 (56%) |
| Long acting anti-muscarinic | 124 (15%) |
| Inhaled corticosteroid | 226 (40%) |
| Oral corticosteroid | 39 (5%) |
| Supplemental oxygen | 196 (23%) |
| Theophylline | 38 (4%) |
| Statin | 467 (56) |
| Illicit drug use (303) | 91 (17%) |
| Nursing home resident | 36 (4%) |
| Treated by a pulmonologist | 216 (26%) |
| COPD for > 5 years | 260 (31%) |
(Percentage is the proportion of patients with identified clinical characteristics) COPD-chronic obstructive pulmonary disease.
Summary of quantitative demographic and clinical characteristics
| Age (years) | 840 | 67.29 ±10.85 | 66 (59–79) |
| Hospitalizations* | 840 | 0.49 ± 1.00 | 0 (0–1) |
| Clinic Visits* | 840 | 4.16 ± 5.43 | 2 (1–5) |
| ED Visits* | 840 | 0.28 ± 0.79 | 0 (0–8)β |
| Number of Prescriptions* | 700 | 10.55 ± 9.49 | 7 (4–15) |
| BMI (kg/m2) | 834 | 27.87 ± 6.83 | 27 (23–32) |
| FEV1 (L) | 689 | 1.85 ± 0.80 | 1.76 (1.21-2.37) |
| FVC (L) | 689 | 3.23 ± 0.98 | 3.12 (2.56-3.82) |
| DLCO (ml/min/mmHg) | 540 | 14.34 ± 6.05 | 13.5 (9.9-18.2) |
| EF (%) | 390 | 54 ± 12 | 58 (53–63) |
| Maximum serum | | | |
| bicarbonate (mEq/L) | 758 | 30.07 ± 3.68 | 30 (28–32) |
| Smoking (pack years) | 259 | 62.77 ± 37.53 | 55 (36–80) |
*Per patient; αexcept where indicated; β(minimum-maximum) SD, Standard deviation; ED, Emergency department; BMI, Body mass index; FEV1, Forced expiratory volume in 1 second; FVC, Forced vital capacity; DLCO, Diffusing capacity; EF, Ejection fraction.
Comorbidities and Spirometry per Quintile
| Comorbidity | | | | | |
| Depression | 38 (12%) | 47 (37%) | 38 (31%) | 40 (31%) | 41 (32%) |
| Diabetes | 31 (10%) | 30 (24%) | 34 (26%) | 49 (38%) | 36 (28%) |
| Coronary artery | | | | | |
| Disease | 37 (12%) | 58 (46%) | 48 (37%) | 53 (41%) | 43 ( 33%) |
| Hypertension | 95 (30%) | 108 (85%) | 99 (76%) | 108 (83%) | 116 (90%) |
| Heart failure | 9 (3%) | 8 (6%) | 5 (4%) | 15 (12%) | 8 (6%) |
| COPD >5 years | 81 (25%) | 58 (46%) | 33 (25%) | 45 (35%) | 43 (33%) |
| Spirometry | | | | | |
| FEV1 (L) | 1.56 ± 0.70 | 1.93 ± 0.88 | 2.14 ± 0.76 | 1.98 ± 0.70 | 2.25 ± 0.78 |
| FEV1% predicted | 50.0 ± 20.2% | 60.2 ± 22.7% | 64.3 ± 19.1% | 61.8 ± 18.2% | 67.0 ± 20.5% |
| FVC (L) | 3.04 ± 0.94 | 3.34 ± 1.07 | 3.43 ± 0.94 | 3.14 ± 0.91 | 3.58 ± 0.93 |
| FVC% predicted | 77.7 ± 22.4% | 83.8 ± 23.0% | 82.6 ± 19.5% | 79.1 ± 17.4% | 85.5 ± 18.1% |
| FEV1/FVC | 50.9 ± 14.4% | 56.9 ± 13.5% | 62.1 ± 12.2% | 62.3 ± 12.3% | 62.0 ± 11.9% |
Comorbidites are presented as n, percentage of the quintile; Spirometry is presented as mean ± standard deviation.
Figure 4Contribution of clinical variables to median COPD cost. + variable present; - variable not present CAD-coronary artery disease; HTN-hypertension; COPD-chronic obstructive pulmonary disease; SAMA-short acting anti-muscarinic agonist; LAMA-long acting anti-muscarinic agonist; LABA-long acting beta agonist; ICS-inhaled corticosteroid.
Univariate analysis of factors associated with copd-related and total healthcare costs
| | ||||
|---|---|---|---|---|
| Age | 0.003 [−0.008, 0.013] | 0.627 | −0.009 [−0.017, -0.001] | 0.02 |
| Female | 0.413 [−0.252, 1.077] | 0.223 | 0.192 [−0.309, 0.692] | 0.452 |
| Married | −0.288 [−0.789, 0.213] | 0.259 | −0.527 [−0.904, -0.151] | 0.006 |
| Divorced | 0.154 [−0.359, 0.666] | 0.556 | −0.222 [−0.608, 0.163] | 0.258 |
| Separated | 0.010 [−0.733, 0.753] | 0.979 | 0.004 [−0.555, 0.564] | 0.987 |
| Widowed | 0.276 [−0.303, 0.856] | 0.350 | −0.248 [−0.684, 0.188] | 0.264 |
| Black | 0.002 [−0.337, 0.341] | 0.991 | 0.233 [−0.017, 0.483] | 0.068 |
| Current Smoker | 0.750 [0.156, 1.345] | 0.014 | 0.568 [0.14, 0.996] | 0.009 |
| Ever Smoker | 0.749 [0.152, 1.346] | 0.014 | 0.645 [0.215, 1.074] | 0.003 |
| Hospitalizations | 1.196 [1.120, 1.271] | <.0001 | 0.747 [0.68, 0.813] | <.0001 |
| Clinic visits | 0.110 [0.091, 0.129] | <.0001 | 0.055 [0.04, 0.04] | <.0001 |
| ED visits | 0.695 [0.562, 0.828] | <.0001 | 0.356 [0.252, 0.459] | <.0001 |
| Number of Prescriptions | 0.049 [0.037, 0.060] | <.0001 | 0.021 [0.012, 0.03] | <.0001 |
| BMI | −0.015 [−0.031, 0.001] | 0.067 | 0.012 [0, 0.025] | 0.048 |
| FEV1 | −0.493 [−0.639, -0.349] | <.0001 | −0.019 [−0.13, 0.091] | 0.73 |
| FVC | −0.300 [−0.422, -0.178] | <.0001 | −0.066 [−0.156, 0.024] | 0.15 |
| DLCO | −0.070 [−0.092, -0.049] | <.0001 | −0.026 [−0.010, -0.01] | 0.002 |
| EF | −1.192 [−2.568, 0.184] | 0.089 | −0.545 [−1.462, 0.371] | 0.243 |
| Maximum serum bicarbonate | 0.086 [0.054, 0.118] | <.0001 | 0.047 [0.024, 0.069] | <.0001 |
| CAD | 0.282 [0.038, 0.527] | 0.024 | 0.27 [0.086, 0.453] | 0.004 |
| Depression | −0.102 [−0.360, 0.157] | 0.440 | 0.281 [0.088, 0.475] | 0.004 |
| DM | 0.194 [−0.075, 0.463] | 0.157 | 0.416 [0.215, 0.617] | <.0001 |
| Heart failure | 0.422 [−0.069, 0.914] | 0.092 | 0.541 [0.172, 0.91] | 0.004 |
| Hypertension | −0.119 [−0.348, 0.110] | 0.309 | 0.137 [−0.035, 0.309] | 0.119 |
| Influenza vaccine | −0.083 [−0.335, 0.168] | 0.516 | 0.037 [−0.153, 0.227] | 0.704 |
| Pneumococcal vaccine | 0.147 [−0.172, 0.466] | 0.365 | 0.058 [−0.182, 0.298] | 0.633 |
| Long acting beta agonists | 0.776 [0.545, 1.007] | <.0001 | 0.178 [0, 0.355] | 0.05 |
| Short acting anti-muscarinic | 0.756 [0.539, 0.974] | <.0001 | 0.131 [−0.037, 0.298] | 0.126 |
| Long acting anti-muscarinic | 0.964 [0.658, 1.269] | <.0001 | 0.394 [0.161, 0.627] | 0.001 |
| Inhaled corticosteroids | 0.815 [0.596, 1.034] | <.0001 | 0.196 [0.27, 0.365] | 0.023 |
| Oral corticosteroids | 1.034 [0.513, 1.556] | <.0001 | 0.618 [0.225, 1.011] | 0.002 |
| Supplemental oxygen | 1.081 [0.829, 1.333] | <.0001 | 0.551 [0.358, 0.745] | <.0001 |
| Theophylline | 0.619 [0.088, 1.150] | 0.022 | 0.107 [−0.293, 0.507] | 0.599 |
| Statin | −0.128 [−0.350, 0.095] | 0.262 | 0.133 [−0.034, 0.301] | 0.118 |
| Illicit drug use | −0.014 [−0.407, 0.380] | 0.946 | 0.005 [−0.267, 0.276] | 0.972 |
| Nursing home resident | 2.363 [1.839, 2.887] | <.0001 | 1.682 [1.286, 2.078] | <.0001 |
| Treated by a pulmonologist | 0.639 [0.389, 0.889] | <.0001 | 0.359 [0.17, 0.549] | <.001 |
| COPD for > 5 years | 0.335 [0.097, 0.574] | 0.006 | 0.042 [−0.139, 0.222] | 0.651 |
ED, Emergency department; BMI, Body mass index; FEV1, Forced expiratory volume in 1 second; FVC, Forced vital capacity; DLCO, Diffusing capacity; EF, Ejection fraction; CAD, Coronary artery disease; DM, Diabetes mellitis; COPD, Chronic obstructive pulmonary disease.
Multivariable analysis of factors associated with copd-related and total healthcare costs
| | ||||
|---|---|---|---|---|
| Hospitalizations | 0.988 [0.926, 1.050] | <0.001 | 0.609 [0.543, 0.674] | <0.001 |
| Clinic visits | 0.053 [0.040, 0.067] | <0.001 | 0.027 [0.015, 0.039] | <0.001 |
| Treated by a pulmonologist | 0.299 [0.133, 0.464] | <0.001 | 0.208 [0.053, 0.363] | 0.009 |
| Number of medications | 0.012 [0.003, 0.021] | 0.011 | | NS |
| FEV1 | −0.133 [−0.234, -0.031] | 0.011 | | NS |
| Short acting anti-muscarinic | 0.246 [0.100, 0.393] | 0.001 | | NS |
| BMI | −0.012 [−0.023, -0.001] | 0.025 | | NS |
| Inhaled corticosteroid | 0.168 [0.005, 0.331] | 0.043 | | NS |
| DM | | NS | 0.291 [0.134, 0.449] | <0.001 |
| Depression | | NS | 0.195 [0.040, 0.351] | 0.014 |
| Age | | NS | −0.008 [−0.014, -0.002] | 0.012 |
| Nursing home resident | | NS | 0.506 [0.104, 0.909] | 0.014 |
| Maximum serum bicarbonate | NS | 0.021 [0.003, 0.039] | 0.026 | |
FEV1, Forced expiratory volume in 1 second; BMI, Body mass index; DM, Diabetes mellitus; NS, Not significant.