Longitudinal Study of Therapeutic Adherence in a Cystic Fibrosis Unit: Identifying Potential Factors Associated with Medication Possession Ratio.
Rosa María GirónAdrián PeláezAmparo IbáñezElisa Martínez-BesteiroRosa Mar Gómez PunterAdrian Martinez-VergaraJulio AncocheaAlberto MorellPublished in: Antibiotics (Basel, Switzerland) (2022)
Cystic fibrosis (CF) is a genetic and multisystemic disease that requires a high therapeutic demand for its control. The aim of this study was to assess therapeutic adherence (TA) to different treatments to study possible clinical consequences and clinical factors influencing adherence. This is an ambispective observational study of 57 patients aged over 18 years with a diagnosis of CF. The assessment of TA was calculated using the Medication Possession Ratio (MPR) index. These data were related to exacerbations and the rate of decline in FEV 1 percentage. Compliance was good for all CFTR modulators, azithromycin, aztreonam, and tobramycin in solution for inhalation. The patients with the best compliance were older; they had exacerbations and the greatest deterioration in lung function during this period. The three variables with the highest importance for the compliance of the generated Random Forest (RF) models were age, FEV 1 %, and use of Ivacaftor/Tezacaftor. This is one of the few studies to assess adherence to CFTR modulators and symptomatic treatment longitudinally. CF patient therapy is expensive, and the assessment of variables with the highest importance for a high MPR, helped by new Machine learning tools, can contribute to defining new efficient TA strategies with higher benefits.
Keyphrases
- cystic fibrosis
- lung function
- pseudomonas aeruginosa
- machine learning
- healthcare
- small molecule
- physical activity
- chronic obstructive pulmonary disease
- emergency department
- gene expression
- glycemic control
- risk assessment
- stem cells
- dna methylation
- adverse drug
- metabolic syndrome
- cross sectional
- insulin resistance
- electronic health record
- bone marrow
- case control
- case report
- weight loss