| Literature DB >> 24348031 |
Christine L Baker1, Kelly H Zou1, Jun Su2.
Abstract
BACKGROUND: Acute exacerbation of chronic obstructive pulmonary disease (COPD) is a leading cause of hospitalizations and readmissions in the US. Reducing the frequency of hospital readmission is a high priority of US health care organizations and government agencies. This study evaluated the risk factors associated with readmissions among commercially insured adults aged 40-65 years in the US who were hospitalized for COPD.Entities:
Keywords: chronic obstructive pulmonary disease; claims data; hospitalization; noninterventional study; readmission; real-world data; rehospitalization
Mesh:
Year: 2013 PMID: 24348031 PMCID: PMC3848494 DOI: 10.2147/COPD.S51507
Source DB: PubMed Journal: Int J Chron Obstruct Pulmon Dis ISSN: 1176-9106
Figure 1Patient flow diagram.
Abbreviation: COPD, chronic obstructive pulmonary disease.
Figure 2Percentage of study sample readmitted by time to first readmission since the index hospitalization and readmission type (n = 6,095).
Abbreviation: COPD, chronic obstructive pulmonary disease.
Figure 3Time to first hospital readmission (months) since the index hospitalization for all readmitted patients (n = 2,527).
Baseline demographic characteristics (% patients)
| Variable | All readmissions | COPD-related readmissions | Not readmitted |
|---|---|---|---|
| Male | 40.80 | 40.21 | 41.28 |
| Female | 59.20 | 59.79 | 58.72 |
| 40–44 | 1.98 | 1.55 | 2.30 |
| 45–49 | 6.57 | 5.95 | 7.06 |
| 50–54 | 16.70 | 15.11 | 16.87 |
| 55–59 | 28.21 | 29.33 | 29.32 |
| 60–65 | 45.94 | 48.07 | 44.45 |
| Urban | 76.61 | 77.10 | 75.25 |
| Rural | 23.39 | 22.90 | 24.75 |
| South | 44.76 | 43.43 | 47.06 |
| North central | 36.09 | 36.29 | 33.21 |
| West | 9.85 | 10.59 | 10.34 |
| Northeast | 9.22 | 9.58 | 9.22 |
| Unknown | 0.08 | 0.12 | 0.17 |
| PPO | 57.18 | 57.53 | 57.96 |
| HMO | 14.13 | 15.53 | 13.65 |
| Comprehensive | 11.91 | 12.43 | 10.96 |
| POS | 10.37 | 8.51 | 10.01 |
| Other | 6.41 | 6.01 | 7.43 |
Notes:
Defined as all readmissions that occurred during the follow-up period, regardless of diagnosis
defined as a subset of all readmissions, which includes only readmissions where COPD was listed as a primary or secondary diagnosis
treated as missing in logistic regression.
P = 0.0301 COPD-related readmissions versus not readmitted.
Abbreviations: COPD, chronic obstructive pulmonary disease; PPO, preferred provider organization; HMO, health maintenance organization; POS, noncapitated point-of-service.
Pre-index Deyo–CCI and respiratory medications (% patients)
| Variable | All readmissions | COPD-related readmissions | Not readmitted |
|---|---|---|---|
| Chronic pulmonary disease | 86.43 | 91.55 | 79.18 |
| Diabetes | 30.71 | 27.66 | 21.92 |
| Congestive heart failure | 23.23 | 20.70 | 11.46 |
| Cerebrovascular disease | 11.40 | 10.23 | 7.09 |
| Malignancy | 11.12 | 10.59 | 6.75 |
| Peripheral vascular disease | 7.84 | 6.96 | 5.16 |
| Renal disease | 7.64 | 6.25 | 3.34 |
| Myocardial infarction | 7.32 | 7.50 | 3.81 |
| Diabetes with chronic complications | 6.61 | 5.77 | 3.31 |
| Rheumatologic disease | 4.59 | 3.57 | 3.11 |
| Metastatic solid tumor | 2.14 | 1.84 | 0.98 |
| Peptic ulcer disease | 1.94 | 1.73 | 1.46 |
| Mild liver disease | 1.62 | 1.49 | 0.70 |
| Moderate or severe liver disease | 0.87 | 0.71 | 0.25 |
| Hemiplegia or paraplegia | 0.67 | 0.48 | 0.34 |
| AIDS | 0.24 | 0.24 | 0.08 |
| Dementia | 0.12 | 0.00 | 0.08 |
| Short-acting bronchodilator | 46.42 | 49.79 | 39.97 |
| Systemic corticosteroid | 39.14 | 40.81 | 31.33 |
| Long-acting bronchodilator | 35.22 | 40.04 | 27.72 |
| Oxygen therapy | 32.49 | 35.51 | 19.14 |
| Inhaled corticosteroid | 11.00 | 10.71 | 10.06 |
| Leukotriene modifier | 9.81 | 10.05 | 7.34 |
| Mast cell stabilizer | 0.04 | 0.06 | 0.03 |
Notes:
Defined as all readmissions that occurred during the follow-up period, regardless of diagnosis
defined as a subset of all readmissions, which includes only readmissions where COPD was listed as a primary or secondary diagnosis
within 90-day period before index hospitalization.
P < 0.05 versus not readmitted
P < 0.0001 versus not readmitted.
Abbreviations: AIDS, acquired autoimmune deficiency syndrome; CCI, Charlson comorbidity index; COPD, chronic obstructive pulmonary disease.
Pre-index health care utilization for COPD (% patients)
| Variable | All readmissions | COPD-related readmissions | Not readmitted |
|---|---|---|---|
| 0 | 73.05 | 68.41 | 89.41 |
| 1 | 17.85 | 20.23 | 8.80 |
| ≥2 | 9.10 | 11.36 | 1.79 |
| 0 | 28.49 | 25.76 | 32.48 |
| 1 | 40.09 | 38.19 | 47.03 |
| ≥2 | 31.42 | 36.05 | 20.49 |
| 0 | 17.10 | 11.30 | 22.65 |
| 1 | 9.62 | 7.56 | 12.22 |
| ≥2 | 73.29 | 81.14 | 65.13 |
Notes:
Defined as all readmissions that occurred during the follow-up period, regardless of diagnosis
defined as a subset of all readmissions, which includes only readmissions where COPD was listed as a primary or secondary diagnosis
required COPD diagnosis in any primary or secondary position.
P < 0.0001 versus not readmitted for both readmission types.
Abbreviations: COPD, chronic obstructive pulmonary disease.
Significant predictors of readmission within 30 days of index hospitalization
| Risk factor | OR | 95% CI | |
|---|---|---|---|
| Moderate or severe liver disease | 3.09 | 1.36–7.02 | 0.0070 |
| Metastatic solid tumor | 2.44 | 1.35–4.44 | 0.0034 |
| Number of IP hospitalizations in pre-index period (≥2 versus
0) | 2.25 | 1.61–3.14 | <0.0001 |
| Congestive heart failure | 1.41 | 1.11–1.78 | 0.0045 |
| Diabetes | 1.35 | 1.10–1.66 | 0.0046 |
| Number of ICU days in index hospitalization | 1.04 | 1.00–1.09 | 0.0479 |
| Year of index hospitalization (2009 versus 2008) | 0.77 | 0.61–0.97 | 0.0238 |
| Number of IP hospitalizations in pre-index (≥2 versus 0) | 3.20 | 2.24–4.58 | <0.0001 |
| Chronic pulmonary disease | 2.52 | 1.56–4.05 | 0.0001 |
| Metastatic solid tumor | 2.26 | 1.21–4.25 | 0.0109 |
| Number of IP hospitalizations in pre-index (1 versus 0) | 1.39 | 1.02–1.90 | 0.0357 |
| Number of ICU days in index hospitalization | 1.05 | 1.00–1.10 | 0.0356 |
| Year of index hospitalization (2009 versus 2008) | 0.76 | 0.58–0.99 | 0.0455 |
Notes:
Defined as all readmissions that occurred during the follow-up period, regardless of diagnosis
defined as a subset of all readmissions, which includes only readmissions where COPD was listed as a primary or secondary diagnosis
required COPD diagnosis in any primary or secondary position. Statistically significant odds ratios are reported when the corresponding two-sided P-values are ≤0.05 from multivariable stepwise logistic regression analyses.
Abbreviations: IP, inpatient; ICU, intensive care unit; CI, confidence interval; OR, odds ratio.
Significant predictors for readmissions within 90 days of index hospitalization
| Risk factor | OR | 95% CI | |
|---|---|---|---|
| Moderate or severe liver disease | 3.10 | 1.47–6.54 | 0.0029 |
| Number of IP hospitalizations in pre-index (≥2 versus 0) | 2.90 | 2.21–3.80 | <0.0001 |
| Metastatic solid tumor | 1.69 | 1.01–2.81 | 0.0447 |
| Congestive heart failure | 1.50 | 1.25–1.79 | <0.0001 |
| Plan type (HMO versus comprehensive) | 1.46 | 1.11–1.92 | 0.0072 |
| Renal disease | 1.43 | 1.09–1.89 | 0.0102 |
| Number of IP hospitalizations in pre-index (1 versus 0) | 1.39 | 1.14–1.69 | 0.0013 |
| Myocardial infarction | 1.31 | 1.00–1.72 | 0.0481 |
| Malignancy | 1.29 | 1.01–1.65 | 0.0394 |
| Number of ED visits in pre-index (≥2 versus 0) | 1.27 | 1.05–1.53 | 0.0149 |
| Systemic corticosteroids | 1.22 | 1.06–1.41 | 0.0072 |
| Diabetes | 1.20 | 1.03–1.41 | 0.0199 |
| Number of ICU days in index hospitalization | 1.04 | 1.00–1.07 | 0.0413 |
| Number of IP hospitalizations in pre-index (≥2 versus 0) | 3.92 | 2.95–5.20 | <0.0001 |
| Moderate or severe liver disease | 2.79 | 1.23–6.34 | 0.0143 |
| Metastatic solid tumor | 1.82 | 1.08–3.10 | 0.0258 |
| Plan type (HMO versus comprehensive) | 1.62 | 1.17–2.23 | 0.0034 |
| Number of OP visits in pre-index (≥2 versus 0) | 1.61 | 1.29–2.01 | <0.0001 |
| Number of IP hospitalizations in pre-index (1 versus 0) | 1.61 | 1.14–2.26 | 0.0064 |
| Long-acting bronchodilator treatment | 1.21 | 1.02–1.45 | 0.0313 |
| Number of ICU days in index hospitalization | 1.04 | 1.00–1.08 | 0.0348 |
Notes:
Defined as all readmissions that occurred during the follow-up period, regardless of diagnosis
defined as a subset of all readmissions, which includes only readmissions where COPD was listed as a primary or secondary diagnosis
required COPD diagnosis in any primary or secondary position
within 90-day period before index hospitalization. Statistically significant odds ratios are reported when corresponding two-sided P-values are ≤0.05 from multivariable stepwise logistic regression analyses.
Abbreviations: CI, confidence interval; COPD, chronic obstructive pulmonary disease; ED, emergency department; HMO, health maintenance organization; ICU, intensive care unit; IP, inpatient; OP, outpatient; OR, odds ratio.
Comorbidity categories used in the Deyo-Charlson comorbidity index algorithm
| Conditions | ICD-9 codes |
|---|---|
| Acquired autoimmune deficiency syndrome | 042–044.9 |
| Any malignancy, including lymphoma and leukemia | 140–172.9, 174–195.8, 200–208.9 |
| Cerebrovascular disease | 430–438.xx |
| Chronic pulmonary disease | 490–496, 500–505, 506.4 |
| Congestive heart failure | 428–428.9 |
| Connective tissue disease | 710.0, 710.1, 710.4, 714.0–714.2, 714.81, 725 |
| Dementia | 290–290.9 |
| Diabetes mellitus | 250–250.3, 250.7 |
| Diabetes with end organ disease | 250.4–250.6 |
| Hemiplegia or paraplegia | 344.1, 342–342.9 |
| Metastatic solid tumor | 196–199.1 |
| Mild liver disease | 571.2, 571.5, 571.6, 571.4–571.49 |
| Moderate or severe liver disease | 572.2–572.8, 456.0–456.21 |
| Moderate or severe renal disease | 582–582.9, 583–583.7, 585.xx, 586, 588–588.9 |
| Myocardial infarction | 412, 410–410.9 |
| Peripheral vascular disease | 441–441.9, 443.9, 785.4, V43.4 |
| Ulcer | 531–534.9 |