| Literature DB >> 31516821 |
S Lainez1, I Court-Fortune1, P Vercherin2, L Falchero3, T Didi4, P Beynel5, D Piperno6, E Frappe7, M Froudarakis1, J M Vergnon1, G Devouassoux8.
Abstract
BACKGROUND: Because ACO (Asthma-COPD-Overlap) does not fill out asthma or COPD (Chronic Obstructive Pulmonary Disease) criteria, such patients are poorly evaluated. The aim of this study was to screen asthma and COPD for an alternative diagnosis of ACO, then to determine subgroups of patients, using cluster analysis.Entities:
Keywords: ACO; Asthma; COPD; Cluster; Heterogeneity; MCA; Phenotype
Year: 2019 PMID: 31516821 PMCID: PMC6733899 DOI: 10.1016/j.rmcr.2019.100929
Source DB: PubMed Journal: Respir Med Case Rep ISSN: 2213-0071
Characteristics of the 172 ACO subjects.
| Male/Female (%) | 93/79 (54/46) |
| Age (median (25th | 62 (53,5–71,5) |
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| BMI (median (25th | 27 (24–30) |
| <30 (%) | 68 |
| ≥30 (%) | 32 |
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| Exacerbation per patient per year | |
| 0-1 (%) | 30 |
| ≥2 (%) | 70 |
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| Smoking exposure PY (median (25th | 30 (15–40) |
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| mMRC dyspnea score | |
| 0-1 (%) | 49 |
| 2-3-4 (%) | 51 |
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| Number of Comorbidities | |
| 0-1 (%) | 34 |
| ≥2 (%) | 66 |
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| Post-bronchodilator FEV-1 (median (25th | 64 (50–78) |
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| Age of onset of respiratory symptoms (median (25th | 33,5 (12,5–50) |
| <40 year-old (%) | 54 |
| ≥40 year-old (%) | 46 |
BMI: Body Mass Index; PY: pack year; mMRC: modified Medical Research Council; FEV-1: Forced Expiratory Volume in one second.
Fig. 1Representation of the 9 categorical variables using Multiple Component Analysis. Categorical variables are represented by diamonds. Grey diamonds represent variables with low values of square cosines, and black diamonds represent variables with high values of square cosines. BMI: Body Mass Index; mMRC: modified Medical Research Council; PY: pack year; FEV-1: Forced Expiratory Volume in 1 second; < 62 yo: age inferior to 62 years old; ≥62 yo: minimum age of 62 years old; < 40 yo: Onset of respiratory symptoms before 40 years old; ≥ 40 yo: Onset of respiratory symptoms from 40 year olds; < 30 PY: tobacco consumption inferior to 30 pack-year; ≥ 30 PY: tobacco consumption of at least 30 pack year; < 2 EPY: less than 2 exacerbations per year; ≥ 2 EPY: at least 2 exacerbations per year; cm < 2: less than 2 comorbidities; cm ≥ 2: at least 2 comorbidities.
Multiple correspondence analysis of clinical values of the 172 ACO subjects.
Fig. 2Visual representation of clustering analysis.
mMRC: modified Medical Research Council; PY: pack year; FEV-1: Forced Expiratory Volume in 1 second; 55 ACO patients are represented on the two-dimensional graph. Dots were gathered together if close enough, creating 6 ellipses which represent 6 clusters of patients.
After comparing clusters with the whole collected data, clusters determined different phenotypes different in term of age, age of onset of respiratory symptoms, dyspnea (mMRC), FEV-1 (% of predicted value), oxygen saturation (sat), smoking history (PY: pack year), BMI (Body Mass Index), number of comorbidity, frequency of mood disorder and LAMA (long acting muscarinic antagonist) prescription.
Clusterization of selected ACO patients.
| Patients | Cluster 1 (n = 6) | Cluster 2 (n = 7) | Cluster 3 (n = 9) | Cluster 4 (n = 8) | Cluster 5 (n = 16) | Cluster 6 (n = 9) | p-value |
|---|---|---|---|---|---|---|---|
| Age (year-old) | 52,70 | 50,00 | 68,70 | 55,5 | 70,9 | 69 | <0.0001 |
| Male proportion | 33,3 | 100 | 55,6 | 62,5 | 37,5 | 55,6 | NS |
| BMI (kg/m2) | 33,30 | 24,40 | 29,30 | 24,6 | 25,9 | 24,3 | <0.04 |
| Smoking exposure (PY) | 40,30 | 10,20 | 70,20 | 17,3 | 35,1 | 28,5 | 0.0005 |
| Current Smoker | 50 | 28,6 | 33,3 | 25 | 37,5 | 22,2 | NS |
| Rural life style | 16,70 | 28,60 | 33,30 | 37,5 | 31,3 | 22,2 | NS |
| Occupationnal exposure | 33,30 | 42,90 | 33,30 | 37,5 | 12,5 | 55,6 | NS |
| Age of symptoms onset | 13,30 | 17,40 | 10,90 | 46,1 | 51,2 | 53,8 | <0.0001 |
| Number of exacerbation/year | 4,20 | 1,60 | 3,60 | 1,8 | 2,9 | 3,1 | NS |
| Dyspnea score (mMRC) | 2,20 | 0,90 | 2,80 | 0,5 | 2,4 | 0,7 | <0.0001 |
| Number of Hospitalization during the last year | 0,60 | 0,00 | 0,60 | 0,6 | 0,9 | 0,3 | NS |
| Number of Comorbidities | 3,00 | 0,90 | 3,30 | 0,9 | 2,6 | 1,2 | 0.0002 |
| Cardiovascular | 50 | 14,3 | 55,6 | 25 | 62,5 | 22,2 | NS |
| Osteoporosis | 33,3 | 14,3 | 55,6 | 0 | 31,3 | 22,2 | NS |
| Diabetes | 50 | 14,3 | 44,4 | 12,5 | 25 | 11,1 | NS |
| GERD | 66,7 | 28,6 | 77,8 | 12,5 | 43,8 | 22,2 | NS |
| Sleep Apnea | 33,3 | 0 | 11,1 | 25 | 18,8 | 22,2 | NS |
| Mood disorder | 50 | 14,3 | 77,8 | 12,5 | 43,8 | 0 | <0.004 |
| Cancer | 16,7 | 0 | 11,1 | 0 | 31,3 | 22,2 | NS |
| FEV-1 (% of predicted value) | 50,30 | 72,60 | 41,90 | 85,6 | 61,8 | 83,7 | <0.0001 |
| FEV-1 Reversibility (%) | 11,40 | 4,10 | 8,80 | 5,4 | 6,3 | 4,5 | NS |
| KCO (% of predicted value) | 68,00 | 90,00 | 88,00 | 88,8 | 72,5 | 86 | NS |
| O2 saturation (%) | 94,0 | 97,3 | 93,0 | 95,8 | 93,8 | 96,3 | <0.05 |
| RV (% of predicted value) | 170,20 | 169,00 | 163,30 | 146 | 154,2 | 137,1 | NS |
| Serum Eosinophilia (Giga/l) | 0,20 | 0,70 | 0,60 | 0,3 | 0,4 | 0,7 | NS |
| Emphysema on CT scan | 66,7 | 33,3 | 62,5 | 28,6 | 60 | 28,6 | NS |
| ICS | 100 | 71,4 | 88,9 | 87,5 | 93,8 | 88,9 | NS |
| LABA | 100 | 85,7 | 88,9 | 75 | 93,8 | 55,6 | NS |
| LAMA | 100 | 42,9 | 88,9 | 50 | 93,8 | 88,9 | <0.02 |
| Oral corticosteroids | 16,7 | 0 | 44,4 | 12,5 | 12,5 | 33,3 | NS |
mMRC: modified Medical Research Council, GERD: gastroesophageal reflux; ICS: inhaled corticosteroid treatment; LABA: Long acting beta agonist; LAMA: long acting muscarinic antagonist.
Average.
Percentage of patients presenting this characteristic.
Fig. 3Final phenotypic expression of ACO patients. mMRC: modified Medical Research Council; PY: pack year; FEV-1: Forced Expiratory Volume in 1 second; cm < 2: less than 2 comorbidities; cm ≥ 2: at least 2 comorbidities; BMI: Body Mass Index; ≤ 30 PY: tobacco consumption inferior to 30 pack-year; > 30 PY: tobacco consumption of at least 30 pack year.