Development and Validation of a Quantitative Score for the Criteria Clinical Control in Stable COPD Proposed in the Spanish COPD Guidelines (GesEPOC): Results of the EPOCONSUL Audit
Abstract
:1. Introduction
2. Materials and Methods
2.1. Data Source
2.2. Participants
2.3. Development and Validation Cohorts
2.4. Predictors and Outcome
2.5. Statistical Analysis
3. Results
3.1. Model Development and Performance
3.2. Score and Grouping
3.3. External Validation of the Model
4. Discussion
Study Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
COPD | Chronic Obstructive Pulmonary Disease |
AUC | Area Under Curve |
GesEPOC | Spanish COPD Guide |
References
- Miravitlles, M.; Calle, M.; Molina, J.; Almagro, P.; Gómez, J.-T.; Trigueros, J.A.; Cosío, B.G.; Casanova, C.; López-Campos, J.L.; Riesco, J.A.; et al. Spanish COPD guidelines (GesEPOC) 2021: Updated pharmacological treatment of stable COPD. Arch. Bronconeumol. 2022, 58, 69–81. [Google Scholar] [CrossRef] [PubMed]
- Agustí, A.; Celli, B.R.; Criner, G.J.; Halpin, D.; Anzueto, A.; Barnes, P.; Bourbeau, J.; Han, M.K.; Martinez, F.J.; de Oca, M.M.; et al. Global initiative for chronic obstructive lung disease 2023 report: GOLD executive summary. Arch. Bronconeumol. 2023, 59, 232–248. [Google Scholar] [CrossRef]
- Soler-Cataluña, J.J.; Alcázar-Navarrete, B.; Miravitlles, M. The concept of control in COPD: A new proposal for optimising therapy. Eur. Respir. J. 2014, 44, 1072–1075. [Google Scholar] [CrossRef] [PubMed]
- Soler-Cataluña, J.J.; Marzo, M.; Catalán, P.; Miralles, C.; Alcazar, B.; Miravitlles, M. Validation of clinical control in COPD as a new tool for optimizing treatment. Int. J. Chron. Obstruct. Pulmon. Dis. 2018, 13, 3719–3731. [Google Scholar] [CrossRef] [PubMed]
- Tashiro, H.; Takahashi, K. Clinical Impacts of interventions for physical activity and sedentary behavior on patients with chronic obstructive pulmonary disease. J. Clin. Med. 2023, 12, 1631. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
- Gunen, H.; Kokturk, N.; Naycı, S.; Ozkaya, S.; Yıldız, B.P.; Turan, O.; Gumus, A.; Akgun, M.; Gurgun, A.; Ogus, C.; et al. The CO-MIND Study: Chronic obstructive pulmonary disease management in daily practice and its implications for improved outcomes according to GOLD 2019 perspective. Int. J. Chron. Obstruct. Pulmon. Dis. 2022, 17, 1883–1895. [Google Scholar] [CrossRef] [PubMed]
- Vanfleteren, L.E.G.W.; Lindberg, A.; Zhou, C.; Nyberg, F.; Stridsman, C. Exacerbation risk and mortality in global initiative for chronic obstructive lung disease group A and B patients with and without exacerbation history. Am. J. Respir. Crit. Care. Med. 2023, 208, 163–175. [Google Scholar] [CrossRef]
- Barrecheguren, M.; Kostikas, K.; Mezzi, K.; Shen, S.; Alcazar, B.; Soler-Cataluña, J.J.; Miravitlles, M.; Wedzicha, J.A. COPD clinical control as a predictor of future exacerbations: Concept validation in the SPARK study population. Thorax. 2020, 75, 351–353. [Google Scholar] [CrossRef] [PubMed]
- Price, D.; West, D.; Brusselle, G.; Gruffydd-Jones, K.; Jones, R.; Miravitlles, M.; Rossi, A.; Hutton, C.; Ashton, V.L.; Stewart, R.; et al. Management of COPD in the UK primary-care setting: An analysis of real-life prescribing patterns. Int. J. Chron. Obstruct. Pulmon. Dis. 2014, 9, 889–904. [Google Scholar] [CrossRef]
- Calle Rubio, M.; Rodríguez Hermosa, J.L.; de Torres, J.P.; Marín, J.M.; Martínez-González, C.; Fuster, A.; Cosío, B.G.; Peces-Barba, G.; Solanes, I.; Feu-Collado, N.; et al. COPD Clinical Control: Predictors and long-term follow-up of the CHAIN cohort. Respir. Res. 2021, 22, 36. [Google Scholar] [CrossRef]
- Calle Rubio, M.; López-Campos, J.L.; Soler-Cataluña, J.J.; Alcázar Navarrete, B.; Soriano, J.B.; Rodríguez González-Moro, J.M.; Ferrer, M.E.F.; Hermosa, J.L.R. EPOCONSUL Study. Variability in adherence to clinical practice guidelines and recommendations in COPD outpatients: A multi-level, cross-sectional analysis of the EPOCONSUL study. Respir. Res. 2017, 18, 200. [Google Scholar] [CrossRef] [PubMed]
- Moons, K.G.; Altman, D.G.; Reitsma, J.B.; Ioannidis, J.P.; Macaskill, P.; Steyerberg, E.W.; Vickers, A.J.; Ransohoff, D.F.; Collins, G.S. Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): Explanation and elaboration. Ann. Intern. Med. 2015, 162, W1–W73. [Google Scholar] [CrossRef]
- Agustí, A.; Edwards, L.D.; Rennard, S.I.; MacNee, W.; Tal-Singer, R.; Miller, B.E.; Vestbo, J.; Lomas, D.A.; Wouters, E.; Crim, C.; et al. Persistent systemic inflam mation is associated with poor clinical outcomes in COPD: A novel phenotype. PLoS ONE 2012, 7, e37483. [Google Scholar] [CrossRef]
- Singh, D.; Agusti, A.; Anzueto, A.; Barnes, P.J.; Bourbeau, J.; Celli, B.R.; Criner, G.J.; Frith, P.; Halpin, D.M.G.; Han, M.; et al. Global strategy for the diagnosis, management, and prevention of chronic obstructive lung disease: The GOLD science committee report 2019. Eur. Respir. J. 2019, 53, 1900164. [Google Scholar] [CrossRef]
- Bestall, J.C.; Paul, E.A.; Garrod, R.; Garnham, R.; Jones, P.W.; Wedzicha, J.A. Usefulness of the medical research council (MRC) dyspnoea scale as a measure of disability in patients with chronic obstructive pulmonary disease. Thorax 1999, 54, 581–586. [Google Scholar] [CrossRef] [PubMed]
- Ramon, M.A.; Esquinas, C.; Barrecheguren, M.; Pleguezuelos, E.; Molina, J.; Quintano, J.A.; Roman-Rodríguez, M.; Naberan, K.; Llor, C.; Roncero, C.; et al. Self-reported daily walking time in COPD: Relationship with relevant clinical and functional characteristics. Int. J. Chron. Obstruct. Pulmon. Dis. 2017, 12, 1173–1181. [Google Scholar] [CrossRef] [PubMed]
- Nattino, G.; Finazzi, S.; Bertolini, G.A. New test and graphical tool to assess the goodness of fit of logistic regression models. Stat. Med. 2016, 35, 709–720. [Google Scholar] [CrossRef] [PubMed]
- Halpin, D.M.G.; de Jong, H.J.I.; Carter, V.; Skinner, D.; Price, D. Distribution, temporal stability and appropriateness of therapy of patients with COPD in the UK in relation to GOLD 2019. eClinicalMedicine 2019, 14, 32–41. [Google Scholar] [CrossRef]
- Albitar, H.A.H.; Iyer, V.N. Adherence to global initiative for chronic obstructive lung disease guidelines in the real world: Current understanding, barriers, and solutions. Curr. Opin. Pulm. Med. 2020, 26, 149–154. [Google Scholar] [CrossRef] [PubMed]
- Singh, D.; Holmes, S.; Adams, C.; Bafadhel, M.; Hurst, J.R. Overcoming therapeutic inertia to reduce the risk of COPD exacerbations: Four action points for healthcare professionals. Int. J. Chron. Obstruct. Pulmon. Dis. 2021, 16, 3009–3016. [Google Scholar] [CrossRef]
- Fiore, M.; Ricci, M.; Rosso, A.; Flacco, M.E.; Manzoli, L. Chronic obstructive pulmonary disease overdiagnosis and overtreatment: A meta-analysis. J. Clin. Med. 2023, 12, 6978. [Google Scholar] [CrossRef] [PubMed]
- Tzouvelekis, A.; Kyriakopoulos, C.; Gerogianni, I.; Rapti, A.; Michailidis, V.; Dimoulis, A.; Steiropoulos, P.; Styliara, P.; Kostikas, K.; Gogali, A. Real world study on the reasons for escalation or de-escalation of inhaled therapies in COPD patients: The STEPINCOPD multicenter observational study. J. Chronic Obstr. Pulm. Dis. 2024, 21, 2427755. [Google Scholar] [CrossRef] [PubMed]
- Woodruff, P.G.; Agusti, A.; Roche, N.; Singh, D.; Martinez, F.J. Current concepts in targeting chronic obstructive pulmonary disease pharmacotherapy: Making progress towards personalised management. Lancet 2015, 385, 1789–1798. [Google Scholar] [CrossRef]
- Moretta, P.; Cavallo, N.D.; Candia, C.; Lanzillo, A.; Marcuccio, G.; Santangelo, G.; Marcuccio, L.; Ambrosino, P.; Maniscalco, M. Psychiatric Disorders in patients with chronic obstructive pulmonary disease: Clinical significance and treatment strategies. J. Clin. Med. 2024, 13, 6418. [Google Scholar] [CrossRef] [PubMed]
- Jenkins, C.R.; Postma, D.S.; Anzueto, A.R.; Make, B.J.; Peterson, S.; Eriksson, G.; Calverley, P.M. Reliever salbutamol use as a measure of exacerbation risk in chronic obstructive pulmonary disease. BMC Pulmon. Med. 2015, 15, 97. [Google Scholar] [CrossRef] [PubMed]
- Garcia-Aymerich, J.; Lange, P.; Benet, M.; Schnohr, P.; Antó, J.M. Regular physical activity modifies smoking-related lung function decline and reduces risk of chronic obstructive pulmonary disease: A population-based cohort study. Am. J. Respir. Crit. Care Med. 2007, 175, 458–463. [Google Scholar] [CrossRef] [PubMed]
- Kim, T.; Kim, H.; Shin, S.H.; Im, Y.; Kong, S.; Choi, H.S.; Zo, S.; Kim, S.H.; Choi, Y.; Kang, D.; et al. Association of moderate-to-vigorous physical activity with reduction of acute exacerbation in COPD patients using a dual ultra-long-acting bronchodilators. Sci. Rep. 2024, 14, 26440. [Google Scholar] [CrossRef]
- Nici, L.; Mammen, M.J.; Charbek, E.; Alexander, P.E.; Au, D.H.; Boyd, C.M.; Criner, G.J.; Donaldson, G.C.; Dreher, M.; Fan, V.S.; et al. Pharmacologic management of chronic obstructive pulmonary disease. An official american thoracic society clinical practice guideline. Am. J. Respir. Crit. Care Med. 2020, 201, e56–e69. [Google Scholar] [CrossRef] [PubMed]
- Nathan, R.A.; Sorkness, C.A.; Kosinski, M.; Schatz, M.; Li, J.T.; Marcus, P.; Murray, J.J.; Pendergraft, T.B. Development of the asthma control test: A survey for assessing asthma control. J. Allergy Clin. Immunol. 2004, 113, 59–65. [Google Scholar] [CrossRef] [PubMed]
- Ye, L.; Gao, X.; Tu, C.; Du, C.; Gu, W.; Hang, J.; Zhao, L.; Jie, Z.; Li, H.; Lu, Y.; et al. Comparative analysis of effectiveness of asthma control test-guided treatment versus usual care in patients with asthma from China. Respir. Med. 2021, 182, 106382. [Google Scholar] [CrossRef]
- Mannino, D.; Siddall, J.; Small, M.; Haq, A.; Stiegler, M.; Bogart, M. Treatment patterns for chronic obstructive pulmonary disease (COPD) in the United States: Results from an observational cross-sectional physician and patient survey. Int. J. Chron. Obstruct. Pulmon. Dis. 2022, 17, 749–761. [Google Scholar] [CrossRef] [PubMed]
Development Cohort (n = 485) | Validation Cohort (n = 341) | |
---|---|---|
Demographic and clinical characteristics | ||
Gender (male), n (%) | 341 (70.3) | 240 (70.4) |
Age (years), m (SD) | 68.9 (9.4) | 69.4 (8.8) |
Tobacco
| 142 (29.3) 343 (70.7) 47.9 (22.7) | 81 (23.8) 260 (76.2) 47.7 (23.0) |
BMI kg/m2, m (SD) | 27.3 (5.4) | 27.1 (4.4) |
Charlson index, median, IQR Charlson index ≥ 3, n (%) | 1 (1–3) 139 (28.7) | 1 (1–3) 92 (27.1) |
Dyspnoea (MRC-m) ≥ 2, n (%) | 278 (57.3) | 192 (56.3) |
CAT questionnaire > 10, n (%) | 133 (70.4) | 107 (78.1) |
Chronic bronchitis criteria, n (%) | 217 (44.7) | 153 (44.9) |
Post-FEV1, % predicted, m (SD) | 52.7 (17.6) | 52.8 (18.8) |
KCO, % predicted, m (SD) | 67.2 (21.4) | 66.3 (22.6) |
Had severe exacerbations in previous year, n (%) | 133 (27.4) | 89 (26.1) |
BODE value, median, IQR | 4 (2–5) | 4 (2–5) |
GOLD group, n (%)
| 75 (29.6) 68 (26.9) 21 (8.3) 89 (35.2) | 55 (29.3) 35 (26.1) 20 (10.6) 59 (31.4) |
GesEPOC risk level, n (%)
| 166 (39.8) 251 (60.2) | 111 (38.1) 180 (61.9) |
Inhaled therapy, n (%)
| 27 (5.6) 2 (0.4) 182 (37.6) 37 (7.6) 236 (48.8) | 25 (7.4) 2 (0.6) 131 (38.9) 23 (6.8) 156 (46.3) |
Degree of clinical control reported at the visit by the attending doctor #
| 155 (32) 330 (68.0) | 110 (32.3) 231 (67.7) |
Long-term oxygen therapy, n (%) | 120 (24.7) | 88 (25.8) |
Home ventilation, n (%) | 53 (10.9) | 28 (8.2) |
Respiratory rehabilitation, n (%) | 81 (16.7) | 57 (16.7) |
Resources in care | ||
Level of complexity of hospital Tertiary, n (%) Secondary, n (%) | 348 (71.8) 137 (28.2) | 243 (71.3) 98 (28.7) |
University Hospital, n (%) | 337 (69.5) | 211 (72.8) |
Attended in specialized COPD outpatient clinic, n (%) | 192 (39.8) | 117 (34.3) |
Scheduled follow-up visits, n (%)
| 210 (46.1) 146 (43.8) 48 (10.5) | 151 (45.3) 198 (43.4) 36 (10.8) |
COPD Clinical Control Grade Estimated and Reported by the Physician at the Visit (N = 485) | Patients with Controlled COPD | Patients with Poorly Controlled COPD | p Value | Unadjusted OR | Unadjusted OR (95% CI) |
---|---|---|---|---|---|
Degree of dyspnoea adjusted for obstruction severity * | |||||
Yes | 88 (46.1) | 103 (53.9) | <0.001 | 5.447 | (3.604–8.234) |
Not | 242 (82.3) | 52 (17.7) | 1 | 1 | |
Use rescue inhaler more than three times per week | |||||
Yes | 41 (27.7) | 107 (72.3) | <0.001 | 15.713 | (9.800–25.194) |
Not | 289 (85.8) | 48 (14.2) | 1 | 1 | |
Walk less than 30 min a day | |||||
Yes | 141 (54.7) | 117 (45.3) | <0.001 | 4.127 | (2.695–6.319) |
Not | 189 (83.3) | 38 (16.7) | 1 | 1 | |
Sputum colour is purulent (with colour) | |||||
Yes | 2 (66.7) | 1 (33.3) | 0.959 | 1.065 | (0.096–11.384) |
Not | 328 (68) | 154 (32) | 1 | 1 | |
Exacerbations of COPD in the last 3 months | |||||
Yes | 54 (34.6) | 102 (65.4) | <0.001 | 9.836 | (6.324–15.301) |
Not | 276 (83.9) | 53 (16.1) | 1 | 1 |
Variable | β Coefficient (SE) | p Value | Adjusted OR | (CI 95%) | Scoring of Degree Clinical Control of COPD |
---|---|---|---|---|---|
Degree of dyspnoea adjusted for obstruction severity * | 1.367 | <0.001 | 3.922 | (2.289–6.719) | 2 |
Use rescue inhaler more than three times per week | 2.045 | <0.001 | 7.726 | (4.517–13.212) | 3 |
Walk less than 30 min a day | 0.708 | <0.012 | 2.030 | (1.165–3.536) | 1 |
Exacerbations of COPD in the last 3 months | 1.722 | <0.001 | 5.598 | (3.271–9.579) | 2 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Calle Rubio, M.; Cataluña, J.J.S.; Miravitlles, M.; Navarrete, B.A.; López-Campos, J.L.; Ferrer, M.E.F.; Rodríguez Hermosa, J.L. Development and Validation of a Quantitative Score for the Criteria Clinical Control in Stable COPD Proposed in the Spanish COPD Guidelines (GesEPOC): Results of the EPOCONSUL Audit. J. Clin. Med. 2025, 14, 707. https://doi.org/10.3390/jcm14030707
Calle Rubio M, Cataluña JJS, Miravitlles M, Navarrete BA, López-Campos JL, Ferrer MEF, Rodríguez Hermosa JL. Development and Validation of a Quantitative Score for the Criteria Clinical Control in Stable COPD Proposed in the Spanish COPD Guidelines (GesEPOC): Results of the EPOCONSUL Audit. Journal of Clinical Medicine. 2025; 14(3):707. https://doi.org/10.3390/jcm14030707
Chicago/Turabian StyleCalle Rubio, Myriam, Juan José Soler Cataluña, Marc Miravitlles, Bernardino Alcázar Navarrete, José Luis López-Campos, Manuel E. Fuentes Ferrer, and Juan Luis Rodríguez Hermosa. 2025. "Development and Validation of a Quantitative Score for the Criteria Clinical Control in Stable COPD Proposed in the Spanish COPD Guidelines (GesEPOC): Results of the EPOCONSUL Audit" Journal of Clinical Medicine 14, no. 3: 707. https://doi.org/10.3390/jcm14030707
APA StyleCalle Rubio, M., Cataluña, J. J. S., Miravitlles, M., Navarrete, B. A., López-Campos, J. L., Ferrer, M. E. F., & Rodríguez Hermosa, J. L. (2025). Development and Validation of a Quantitative Score for the Criteria Clinical Control in Stable COPD Proposed in the Spanish COPD Guidelines (GesEPOC): Results of the EPOCONSUL Audit. Journal of Clinical Medicine, 14(3), 707. https://doi.org/10.3390/jcm14030707