Prospective validation of the International Warfarin Pharmacogenetics Consortium algorithm in high-risk elderly people (VIALE study).
Filippelli AmeliaSimona SignorielloCiro BanconeGraziamaria CorbiValentina ManzoSeverino IesuCecilia PolitiAlberto GigantinoMaria Teresa De DonatoPaolo MasielloVittorio SimeonAlessandro Della CorteMichele CelluraleValeria ContiMassimo FriginoTiziana CiarambinoMarta MarracinoLaura CarpenitoNicola FerraraMarisa De FeoCiro GalloPublished in: The pharmacogenomics journal (2019)
We assessed the predictive accuracy of the Warfarin Pharmacogenetics Consortium (IWPC) algorithm in a prospective cohort of 376 high-risk elderly patients (≥65 years) who required new treatment with warfarin for either medical (non valvular atrial fibrillation) or surgical conditions (heart valve replacement), had ≥1 comorbid conditions, and regularly used ≥2 other drugs. Follow-up visits were performed according to clinical practice and lasted for a maximum of 1 year. Two hundred and eighty-three (75%) patients achieved a stable maintenance dose. Warfarin maintenance doses were low on average (median 20.3 mg/week, interquartile range, 14.1-27.7 mg/week) and were substantially overestimated by the IWPC algorithm. Overall the percentage of patients whose predicted dose of warfarin was within 20% of the actual stable dose was equal to 37.5%, (95% CI 32.0-43.3%). IWPC algorithm explained only 31% of the actual warfarin dose variability. Modifications of the IWPC algorithm are needed in high-risk elderly people.
Keyphrases
- atrial fibrillation
- oral anticoagulants
- direct oral anticoagulants
- venous thromboembolism
- machine learning
- end stage renal disease
- left atrial
- deep learning
- catheter ablation
- left atrial appendage
- ejection fraction
- newly diagnosed
- chronic kidney disease
- heart failure
- healthcare
- clinical practice
- randomized controlled trial
- peritoneal dialysis
- percutaneous coronary intervention
- clinical trial
- neural network
- patient reported outcomes
- combination therapy