Integrative Analysis of Drug Co-Prescriptions in Peritoneal Dialysis Reveals Molecular Targets and Novel Strategies for Intervention
Open Access
- 26 May 2025
- journal article
- research article
- Published by MDPI AG in Journal of Clinical Medicine
- Vol. 14 (11) , 3733
Abstract
Background/Objectives: Peritoneal dialysis (PD) is a renal replacement therapy for patients with kidney failure. Managing PD patients often involves addressing a complex interplay of comorbidities and complications, necessitating the use of multiple medications. This study aimed to systematically characterize commonly co-prescribed drugs in PD and to identify novel drug combinations that may target dysregulated molecular mechanisms associated with PD’s pathophysiology. Methods: We analyzed clinical records from 702 PD patients spanning 30 years, encompassing over 5500 prescription points. Using network-based modeling techniques, we assessed drug co-prescription patterns, clinical outcomes, and longitudinal treatment trends. To explore potential drug repurposing opportunities, we constructed a molecular network model of PD based on a consolidated transcriptomics dataset and integrated this with drug–target interaction information. Results: We found commonly prescribed drugs such as furosemide, sucroferric oxyhydroxide, calcitriol, darbepoetin alfa, and aluminum hydroxide to be integral components of PD patient management, prescribed in over 30% of PD patients. The molecular-network-based approach found combinations of drugs like theophylline, fluoxetine, celecoxib, and amitriptyline to possibly have synergistic effects and to target dysregulated molecules of PD-related pathomechanisms. Two further distinct categories of drugs emerged as particularly interesting in our study: selective serotonin reuptake inhibitors (SSRIs), which were found to modulate molecules implicated in peritoneal fibrosis, and vascular endothelial growth factor (VEGF) inhibitors, which exhibit anti-fibrotic properties that are potentially useful for PD. Conclusions: This comprehensive exploration of drug co-prescriptions in the context of PD-related pathomechanisms provides valuable insights for opening future therapeutic strategies and identifying new targets for drug repurposing.Keywords
Funding Information
- Marie Skłodowska-Curie (812699, V907-B, 911422)
- Austrian Science Fund (FWF) Elise Richter (812699, V907-B, 911422)
- Austrian Research Promotion Agency (FFG) (812699, V907-B, 911422)
This publication has 78 references indexed in Scilit:
- Computational Drug Repositioning in Cardiorenal Disease: Opportunities, Challenges, and ApproachesProteomics, 2025
- The Omics‐Driven Machine Learning Path to Cost‐Effective Precision Medicine in Chronic Kidney DiseaseProteomics, 2025
- QSAR Methods2022
- SSRIs: Applications in inflammatory lung disease and implications for COVID‐19Neuropsychopharmacology Reports, 2021
- The Pharmacophore Concept and Its Applications in Computer-Aided Drug Design2019
- Network‐based Approaches in PharmacologyMolecular Informatics, 2017
- Effect of bevacizumab, a vascular endothelial growth factor inhibitor, on a rat model of peritoneal sclerosisInternational Urology and Nephrology, 2015
- Mechanisms and interventions in peritoneal fibrosisClinical and Experimental Nephrology, 2011
- Fluoxetine and citalopram exhibit potent antiinflammatory activity in human and murine models of rheumatoid arthritis and inhibit toll‐like receptorsArthritis & Rheumatism, 2010
- Prolonged use of the tyrosine kinase inhibitor in a peritoneal dialysis patient with metastatic renal cell carcinoma: possible beneficial effects on peritoneal membrane and peritonitis ratesInternational Urology and Nephrology, 2009