| Literature DB >> 23691009 |
Florent Baty1, Paul Martin Putora, Bruno Isenring, Torsten Blum, Martin Brutsche.
Abstract
COPD is associated with a relevant burden of disease and a high mortality worldwide. Only recently, the importance of comorbidities of COPD has been recognized. Studies postulated an association with inflammatory conditions potentially sharing pathogenic pathways and worsening overall prognosis. More evidence is required to estimate the role of comorbidities of COPD. Our aim was to investigate the prevalence and clustering of comorbidities associated with COPD, and to estimate their impact on clinically relevant outcomes. In this population-based case-control study, a nation-wide database provided by the Swiss Federal Office for Statistics enclosing every hospital entry covering the years 2002-2010 (n = 12'888'075) was analyzed using MySQL and R statistical software. Statistical methods included non-parametric hypothesis testing by means of Fisher's exact test and Wilcoxon rank sum test, as well as linear models with generalized estimating equation to account for intra-patient variability. Exploratory multivariate approaches were also used for the identification of clusters of comorbidities in COPD patients. In 2.6% (6.3% in patients aged >70 years) of all hospitalization cases an active diagnosis of COPD was recorded. In 21% of these cases, COPD was the main reason for hospitalization. Patients with a diagnosis of COPD had more comorbidities (7 [IQR 4-9] vs. 3 [IQR 1-6]; [Formula: see text]), were more frequently rehospitalized (annual hospitalization rate 0.33 [IQR 0.20-0.67] vs. 0.25 [IQR 0.14-0.43]/year; [Formula: see text]), had a longer hospital stay (9 [IQR 4-15] vs. 5 [IQR 2-11] days; [Formula: see text]), and had higher in-hospital mortality (5.9% [95% CI 5.8%-5.9%] vs. 3.4% [95% CI 3.3%-3.5%]; [Formula: see text]) compared to matched controls. A set of comorbidities was associated with worse outcome. We could identify COPD-related clusters of COPD-comorbidities.Entities:
Mesh:
Year: 2013 PMID: 23691009 PMCID: PMC3656944 DOI: 10.1371/journal.pone.0063285
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Characteristics of patients with COPD compared to age- and sex-matched patients without diagnosis of COPD (controls).
| COPD | Controls |
| |
| ( | ( | ||
| Median age in years [IQR] | 73 [64–80] |
| – |
| Sex-ratio (male:female) | 64% |
| – |
| Number of unique patients | 160′317 | 298′359 | – |
| Median hospitalization rate per year [IQR] | 0.33 [0.20–0.67] | 0.25 [0.14–0.43] | <0.001 |
| Median time between 2 hospitalizations in days [IQR] | 234 [91–487] | 485 [153–1035] | <0.001 |
| Median length-of-hospital stay in days [IQR] | 9 | 5 | <0.001 |
| Median number of comorbidities [IQR] | 7 | 3 | <0.001 |
| Percentage of patients without comorbidity [95% CI] | 2.8% [2.8%–2.9%] | 31.1% [30.7%–31.1%] | <0.001 |
| Percentage of in-hospital death [95% CI] | 5.9% [5.8%–5.9%] | 3.4% [3.3%–3.5%] | <0.001 |
matching.
Figure 1Age, gender and seasonal distribution of COPD hospitalizations.
The left panel displays the age distribution stratified by gender of patients with COPD diagnosis. The right panels show the seasonal effect in the hospitalization of acute COPD patients (COPD as main diagnosis), over the 2002–2010 period (upper right panel), and further summarized over monthly fluctuations (lower right panel).
Prevalence (in percentage) of the most significantly over−/under-represented comorbidities in patients with COPD compared to age- and sex- matched patients without diagnosis of COPD.
| ICD-10 | Comorbidity | Prev.COPD | Prev.Control | Odds ratio[95% CI] | p-value |
| B370 | Candidal stomatitis | 0.88 | 0.21 | 4.30 [3.9–4.6] | <0.001 |
| C340 | Malignant neoplasm: Main bronchus | 0.57 | 0.12 | 5.00 [4.4–5.5] | <0.001 |
| C341 | Malignant neoplasm: Upper lobe, bronchus or lung | 2.33 | 0.41 | 5.80 [5.5–6.2] | <0.001 |
| C343 | Malignant neoplasm: Lower lobe, bronchus or lung | 1.23 | 0.23 | 5.30 [5–5.8] | <0.001 |
| C348 | Malignant neoplasm: Overlapping lesion of bronchus and lung | 0.55 | 0.11 | 5.10 [4.6–5.7] | <0.001 |
| C349 | Malignant neoplasm: Bronchus or lung, unspecified | 1.49 | 0.52 | 2.90 [2.8–3.1] | <0.001 |
| C771 | Secondary and unspecified malignant neoplasm: Intrathoracic lymph nodes | 1.11 | 0.27 | 4.10 [3.8–4.5] | <0.001 |
| D648 | Other specified anaemias | 2.44 | 1.19 | 2.10 [2–2.2] | <0.001 |
| D649 | Anaemia, unspecified | 3.90 | 2.17 | 1.80 [1.8–1.9] | <0.001 |
| D751 | Secondary polycythaemia | 0.43 | 0.03 | 13.00 | <0.001 |
| E039 | Hypothyroidism, unspecified | 2.51 | 1.31 | 1.90 [1.9–2] | <0.001 |
| E119 | Non-insulin-dependent diabetes mellitus: Without complications | 10.17 | 6.47 | 1.60 [1.6–1.7] | <0.001 |
| E660 | Obesity due to excess calories | 2.69 | 1.35 | 2.00 [1.9–2.1] | <0.001 |
| E662 | Extreme obesity with alveolar hypoventilation | 0.73 | 0.07 | 10.00 [8.9–12] | <0.001 |
| E669 | Obesity, unspecified | 4.88 | 2.43 | 2.10 [2–2.1] | <0.001 |
| E871 | Hypo-osmolality and hyponatraemia | 1.60 | 0.72 | 2.20 [2.1–2.4] | <0.001 |
| F101 | Mental and behavioural disorders due to use of alcohol: Harmful use | 1.58 | 0.39 | 4.10 [3.9–4.4] | <0.001 |
| F102 | Mental and behavioural disorders due to use of alcohol: Dependence syndrome | 5.26 | 1.39 | 3.90 [3.8–4.1] | <0.001 |
| F171 | Mental and behavioural disorders due to use of tobacco: Harmful use | 12.15 | 1.47 | 9.30 [9–9.5] | <0.001 |
| F172 | Mental and behavioural disorders due to use of tobacco: Dependence syndrome | 7.11 | 0.98 | 7.70 [7.4–8] | <0.001 |
| F329 | Depressive episode, unspecified | 2.89 | 1.38 | 2.10 [2–2.2] | <0.001 |
| F412 | Mixed anxiety and depressive disorder | 1.59 | 0.54 | 3.00 [2.8–3.1] | <0.001 |
| G473 | Sleep apnoea | 3.76 | 1.02 | 3.80 [3.7–4] | <0.001 |
| H251 | Senile nuclear cataract | 0.25 | 0.80 | 0.30 [0.28–0.33] | <0.001 |
| H258 | Other senile cataract | 0.10 | 0.63 | 0.15 [0.13–0.17] | <0.001 |
| H259 | Senile cataract, unspecified | 0.37 | 2.25 | 0.16 [0.15–0.17] | <0.001 |
| I10 | Essential (primary) hypertension | 23.69 | 15.76 | 1.70 [1.6–1.7] | <0.001 |
| I110 | Hypertensive heart disease with (congestive) heart failure | 4.09 | 1.39 | 3.00 [2.9–3.1] | <0.001 |
| I119 | Hypertensive heart disease without (congestive) heart failure | 8.26 | 3.72 | 2.30 [2.3–2.4] | <0.001 |
| I251 | Atherosclerotic heart disease | 14.11 | 8.99 | 1.70 [1.6–1.7] | <0.001 |
| I252 | Old myocardial infarction | 4.37 | 2.53 | 1.80 [1.7–1.8] | <0.001 |
| I258 | Other forms of chronic ischaemic heart disease | 1.65 | 0.78 | 2.10 [2–2.2] | <0.001 |
| I259 | Chronic ischaemic heart disease, unspecified | 4.50 | 2.16 | 2.10 [2.1–2.2] | <0.001 |
| I270 | Primary pulmonary hypertension | 2.87 | 0.51 | 5.80 [5.5–6.1] | <0.001 |
| I272 | Other secondary pulmonary hypertension | 0.64 | 0.11 | 5.60 [5–6.3] | <0.001 |
| I278 | Other specified pulmonary heart diseases | 1.29 | 0.15 | 8.90 [8.1–9.8] | <0.001 |
| I279 | Pulmonary heart disease, unspecified | 2.02 | 0.13 | 16.00 | <0.001 |
| I420 | Dilated cardiomyopathy | 1.16 | 0.46 | 2.50 [2.4–2.7] | <0.001 |
| I48 | Atrial fibrillation and flutter | 9.75 | 5.28 | 1.90 [1.9–2] | <0.001 |
| I481 | Persistent atrial fibrillation | 2.85 | 1.67 | 1.70 [1.7–1.8] | <0.001 |
| I500 | Congestive heart failure | 4.28 | 1.38 | 3.20 [3.1–3.3] | <0.001 |
| I501 | Left ventricular failure | 3.83 | 1.55 | 2.50 [2.5–2.6] | <0.001 |
| I509 | Heart failure, unspecified | 2.74 | 1.05 | 2.70 [2.6–2.8] | <0.001 |
| I702 | Atherosclerosis of arteries of extremities | 4.65 | 2.15 | 2.20 [2.2–2.3] | <0.001 |
| I714 | Abdominal aortic aneurysm, without mention of rupture | 1.57 | 0.62 | 2.60 [2.4–2.7] | <0.001 |
| I739 | Peripheral vascular disease, unspecified | 2.97 | 1.09 | 2.80 [2.7–2.9] | <0.001 |
| I872 | Venous insufficiency (chronic)(peripheral) | 2.23 | 1.07 | 2.10 [2–2.2] | <0.001 |
| J13 | Pneumonia due to Streptococcus pneumoniae | 0.66 | 0.13 | 5.10 [4.6–5.7] | <0.001 |
| J151 | Pneumonia due to Pseudomonas | 0.36 | 0.03 | 12.00 [9.6–15] | <0.001 |
| J180 | Bronchopneumonia, unspecified | 1.74 | 0.58 | 3.00 [2.9–3.2] | <0.001 |
| J181 | Lobar pneumonia, unspecified | 2.26 | 0.63 | 3.70 [3.5–3.8] | <0.001 |
| J188 | Other pneumonia, organism unspecified | 0.96 | 0.30 | 3.30 [3–3.5] | <0.001 |
| J189 | Pneumonia, unspecified | 3.19 | 1.08 | 3.00 [2.9–3.1] | <0.001 |
| J450 | Predominantly allergic asthma | 0.62 | 0.15 | 4.10 [3.7–4.5] | <0.001 |
| J451 | Nonallergic asthma | 0.57 | 0.10 | 6.00 [5.3–6.7] | <0.001 |
| J47 | Bronchiectasis | 0.93 | 0.07 | 14.00 | <0.001 |
| J90 | Pleural effusion, not elsewhere classified | 1.58 | 0.70 | 2.30 [2.2–2.4] | <0.001 |
| J960 | Acute respiratory failure | 4.05 | 0.39 | 11.00 | <0.001 |
| J961 | Chronic respiratory failure | 2.73 | 0.10 | 29.00 | <0.001 |
| J969 | Respiratory failure, unspecified | 2.15 | 0.20 | 11.00 | <0.001 |
| K219 | Gastro-oesophageal reflux disease without oesophagitis | 1.71 | 0.73 | 2.40 [2.3–2.5] | <0.001 |
| K703 | Alcoholic cirrhosis of liver | 1.15 | 0.45 | 2.60 [2.4–2.7] | <0.001 |
| M232 | Derangement of meniscus due to old tear or injury | 0.08 | 0.55 | 0.14 [0.12–0.16] | <0.001 |
| M233 | Other meniscus derangements | 0.18 | 0.89 | 0.20 [0.18–0.22] | <0.001 |
| M814 | Drug-induced osteoporosis | 0.59 | 0.06 | 9.40 [8.2–11] | <0.001 |
| M819 | Osteoporosis, unspecified | 2.78 | 1.04 | 2.70 [2.6–2.8] | <0.001 |
| N179 | Acute renal failure, unspecified | 1.80 | 0.89 | 2.00 [2–2.1] | <0.001 |
| N188 | Chronic kidney disease | 4.39 | 2.13 | 2.10 [2–2.2] | <0.001 |
| N189 | Chronic kidney disease, unspecified | 4.64 | 2.25 | 2.10 [2.1–2.2] | <0.001 |
| N19 | Unspecified kidney failure | 3.03 | 1.67 | 1.80 [1.8–1.9] | <0.001 |
| R060 | Dyspnoea | 1.22 | 0.42 | 3.00 [2.8–3.1] | <0.001 |
| R64 | Cachexia | 1.33 | 0.25 | 5.40 [5–5.8] | <0.001 |
| R91 | Abnormal findings on diagnostic imaging of lung | 1.18 | 0.25 | 4.80 [4.5–5.2] | <0.001 |
| Y420 | Glucocorticoids and synthetic analogues | 0.47 | 0.08 | 6.00 [5.3–6.9] | <0.001 |
| Z049 | Examination and observation for unspecified reason | 0.00 | 0.42 | 0.0034 [0.0011–0.0082] | <0.001 |
| Z720 | Tobacco use | 1.03 | 0.14 | 7.30 [6.7–8.1] | <0.001 |
| Z851 | Personal history of malignant neoplasm of trachea, bronchus and lung | 1.50 | 0.23 | 6.70 [6.2–7.2] | <0.001 |
| Z864 | Personal history of psychoactive substance abuse | 3.17 | 0.65 | 5.00 [4.8–5.3] | <0.001 |
| Z902 | Acquired absence of lung [part of] | 1.12 | 0.12 | 9.30 [8.4–10] | <0.001 |
| Z921 | Personal history of long-term (current) use of anticoagulants | 3.48 | 2.00 | 1.80 [1.7–1.8] | <0.001 |
| Z958 | Presence of other cardiac and vascular implants and grafts | 1.99 | 0.93 | 2.20 [2.1–2.3] | <0.001 |
| Z991 | Dependence on respirator | 0.57 | 0.04 | 16.00 | <0.001 |
The table includes the alphabetically ordered ICD-10 codes and full description, together with the odds ratios and 95% CI associated with each enriched comorbidity. The corresponding Fisher’s exact test p-values are given.
Figure 2Principal component analysis biplot of comorbidities associated with COPD.
Hospitalization cases (PCA scores) are represented on the first 2 principal component axes using smoothed blue colored density. Comorbidities coded according to ICD-10 are depicted by framed labels (PCA loadings). Comorbidities lying in the same directions are correlated with each other. The further away from the center of the plot, the stronger is the influence of comorbidities. External explanatory variables (including age, gender, length-of-hospital stay [LOS], in-hospital death [Death], hospitalization rate, number of comorbidities and Charlson’s comorbidity score) were fitted to the PCA and displayed in the upper right box using vectors representations (red arrows). The number displayed on the upper left corner indicates the size of the grid.
Figure 3Discrimination between emphysema, bronchitis and asthma-associated COPD patients based on comorbidities using between-group principal component analysis (axes 1–2).
Hospitalization cases are displayed in the first 2 axes of the between-group PCA (smoothed blue colored density). The ellipsoids summarize the dispersion of the 3 COPD subtypes in the factorial map. Comorbidities are coded according to ICD-10 codes and depicted by framed labels. The number displayed on the upper left corner indicates the size of the grid.
List of 10 comorbidities mostly associated with each of the 3 COPD subtypes (emphysema, bronchitis, asthma).
| COPD subtypes | ICD10 | Comorbidity |
| Emphysema | ||
| ( | ||
| J961 | Chronic respiratory failure | |
| I279 | Pulmonary heart disease, unspecified | |
| R64 | Cachexia | |
| I270 | Primary pulmonary hypertension | |
| J969 | Respiratory failure, unspecified | |
| I278 | Other specified pulmonary heart diseases | |
| J960 | Acute respiratory failure | |
| Z864 | Personal history of psychoactive substance abuse | |
| J181 | Lobar pneumonia, unspecified | |
| I714 | Abdominal aortic aneurysm, without mention of rupture | |
| Bronchitis | ||
| ( | ||
| E669 | Obesity, unspecified | |
| E119 | Non-insulin-dependent diabetes mellitus: Without complications | |
| E660 | Obesity due to excess calories | |
| I10 | Essential (primary) hypertension | |
| M233 | Other meniscus derangements | |
| E039 | Hypothyroidism, unspecified | |
| M232 | Derangement of meniscus due to old tear or injury | |
| F171 | Mental and behavioural disorders due to use of tobacco: Harmful use | |
| F101 | Mental and behavioural disorders due to use of alcohol: Harmful use | |
| F102 | Mental and behavioural disorders due to use of alcohol: Dependence syndrome | |
| Asthma | ||
| ( | ||
| G473 | Sleep apnoea | |
| K219 | Gastro-oesophageal reflux disease without oesophagitis | |
| E662 | Extreme obesity with alveolar hypoventilation | |
| M814 | Drug-induced osteoporosis | |
| E669 | Obesity, unspecified | |
| Z991 | Dependence on respirator | |
| Y420 | Glucocorticoids and synthetic analogues | |
| E660 | Obesity due to excess calories | |
| F412 | Mixed anxiety and depressive disorder | |
| I10 | Essential (primary) hypertension |
The lists of comorbidities are sorted in decreasing order of importance. Both ICD-10 codes and their full description are provided.