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Article

Deconstructing Therapeutic Failure with Inhaled Therapy in Hospitalized Patients: Phenotypes, Risk Profiles, and Clinical Inertia

by
Myriam Calle Rubio
1,2,3,†,
Soha Esmaili
2,4,5,†,
Juan Luis Rodríguez Hermosa
1,2,6,*,‡,
Iman Esmaili
7,
Pedro José Adami Teppa
1,
Miriam García Carro
1,
José Carlos Tallón Martínez
8,
Ángel Nieto Sánchez
2,9,
Consolación Riesco Rubio
1,
Laura Fernández Cortés
1,
María Morales Dueñas
1,
Valeria Chamorro del Barrio
1 and
Xinyi Gao
1,‡
1
Pulmonology Department, Hospital Clínico San Carlos, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), 28040 Madrid, Spain
2
Department of Medicine, School of Medicine, Universidad Complutense de Madrid, 28040 Madrid, Spain
3
CIBER de Enfermedades Respiratorias (CIBERES), 28029 Madrid, Spain
4
Pulmonology Department, Hospital Universitario La Zarzuela, Hospital Quirónsalud San Jose, 28040 Madrid, Spain
5
Heart Lung Innovation Centre, Vancouver, BC V6Z 1Y6, Canada
6
School of Medicine, Universidad Antonio de Nebrija, 28029 Madrid, Spain
7
ISNS Data Analytics and Research, Vancouver, BC V6B1J6, Canada
8
Farmacy Department, Hospital Clínico San Carlos, 28040 Madrid, Spain
9
Internal Medicine Departament, Hospital Clínico San Carlos, 28040 Madrid, Spain
*
Author to whom correspondence should be addressed.
These authors contributed equally to this work.
These authors also contributed equally to this work.
Biomedicines 2025, 13(12), 2892; https://doi.org/10.3390/biomedicines13122892 (registering DOI)
Submission received: 9 October 2025 / Revised: 21 November 2025 / Accepted: 23 November 2025 / Published: 26 November 2025
(This article belongs to the Section Molecular and Translational Medicine)

Abstract

Background: Hospitalized patients on chronic inhaled therapy suffer high rates of therapeutic failure. Current approaches often overlook patient heterogeneity, treating failure as a uniform problem. We hypothesized that clinical inertia, a key driver of failure, is not a monolithic entity but is governed by specific, non-overlapping factors. Methods: In this unicentric, observational cohort study of 499 hospitalized adults on chronic inhaled therapy, we used unsupervised clustering to identify patient phenotypes. Multivariable logistic regression was used to model predictors of critical inhaler errors and three distinct forms of clinical inertia: Therapeutic Class (TCI), Device-Level (DLI), and Adherence-Related (ARI). Results: Inhaler misuse was driven by objective capability—deficient knowledge (aOR 6.03, 95% CI 2.88–12.64) and low inspiratory flow (aOR 3.11, 95% CI 1.06–9.12)—while patient-reported adherence was not a significant independent predictor. Crucially, the three forms of clinical inertia were governed by distinct, non-overlapping predictors: TCI was predicted by high therapeutic potency (aOR 7.80, 95% CI 3.65–16.64), DLI by a failure in the clinical process (lack of patient training, aOR 3.49, 95% CI 1.21–10.03), and ARI by regimen complexity (aOR 0.06, 95% CI 0.02–0.25). Post-discharge mortality (21.6% overall; 25.8% in Cluster 1 vs. 18.3% in Cluster 2) was independently predicted by objective risk factors, including older age (aOR 1.51, 95% CI 1.20–1.89) and an unassessed inspiratory flow (aOR 2.44, 95% CI 1.19–5.03). Two underlying patient phenotypes were identified—an “Unassessed/Older” (n = 225) and an “Assessed/Younger” (n = 274)—which represented distinct in-hospital care pathways but did not independently predict mortality after multivariate adjustment. Conclusions: Therapeutic failure in hospitalized patients is a predictable outcome driven by distinct, non-overlapping factors. This study deconstructs this failure by identifying the specific, actionable drivers of inhaler misuse (patient capability) and the three forms of clinical inertia (therapeutic potency, failures in the care process, and regimen complexity). These processes occur within two distinct patient phenotypes that represent different in-hospital care pathways. Our findings provide a new framework to move beyond generic interventions toward a more precise, evidence-based approach to inhaled therapy.
Keywords: therapeutic failure; clinical phenotypes; clinical inertia; inhaled therapy; hospitalized patients; inhaler technique therapeutic failure; clinical phenotypes; clinical inertia; inhaled therapy; hospitalized patients; inhaler technique

Share and Cite

MDPI and ACS Style

Calle Rubio, M.; Esmaili, S.; Rodríguez Hermosa, J.L.; Esmaili, I.; Adami Teppa, P.J.; García Carro, M.; Tallón Martínez, J.C.; Nieto Sánchez, Á.; Riesco Rubio, C.; Fernández Cortés, L.; et al. Deconstructing Therapeutic Failure with Inhaled Therapy in Hospitalized Patients: Phenotypes, Risk Profiles, and Clinical Inertia. Biomedicines 2025, 13, 2892. https://doi.org/10.3390/biomedicines13122892

AMA Style

Calle Rubio M, Esmaili S, Rodríguez Hermosa JL, Esmaili I, Adami Teppa PJ, García Carro M, Tallón Martínez JC, Nieto Sánchez Á, Riesco Rubio C, Fernández Cortés L, et al. Deconstructing Therapeutic Failure with Inhaled Therapy in Hospitalized Patients: Phenotypes, Risk Profiles, and Clinical Inertia. Biomedicines. 2025; 13(12):2892. https://doi.org/10.3390/biomedicines13122892

Chicago/Turabian Style

Calle Rubio, Myriam, Soha Esmaili, Juan Luis Rodríguez Hermosa, Iman Esmaili, Pedro José Adami Teppa, Miriam García Carro, José Carlos Tallón Martínez, Ángel Nieto Sánchez, Consolación Riesco Rubio, Laura Fernández Cortés, and et al. 2025. "Deconstructing Therapeutic Failure with Inhaled Therapy in Hospitalized Patients: Phenotypes, Risk Profiles, and Clinical Inertia" Biomedicines 13, no. 12: 2892. https://doi.org/10.3390/biomedicines13122892

APA Style

Calle Rubio, M., Esmaili, S., Rodríguez Hermosa, J. L., Esmaili, I., Adami Teppa, P. J., García Carro, M., Tallón Martínez, J. C., Nieto Sánchez, Á., Riesco Rubio, C., Fernández Cortés, L., Morales Dueñas, M., Chamorro del Barrio, V., & Gao, X. (2025). Deconstructing Therapeutic Failure with Inhaled Therapy in Hospitalized Patients: Phenotypes, Risk Profiles, and Clinical Inertia. Biomedicines, 13(12), 2892. https://doi.org/10.3390/biomedicines13122892

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