Genetic and clinical prediction models for the efficacy and hepatotoxicity of methotrexate in patients with rheumatoid arthritis: a multicenter cohort study
Autor: | Akira Onishi, Akio Morinobu, Yuko Uemura, M. Takahashi, Goh Tsuji, M. Nishida, Shunichi Kumagai, Kenta Misaki, Shigeo Kamitsuji, Saori Hatachi, Takashi Nakazawa, Keisuke Nishimura, Mizuho Kawate, Yuichiro Yoshida, Yumiko Nobuhara, Toshiharu Saito, Masaki Kobayashi |
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Rok vydání: | 2019 |
Předmět: |
Male
0301 basic medicine medicine.medical_specialty Reference range 030226 pharmacology & pharmacy Gastroenterology Arthritis Rheumatoid Cohort Studies 03 medical and health sciences 0302 clinical medicine Pharmacokinetics Internal medicine Genetic model Genetics Humans Medicine Aged Pharmacology Models Genetic Receiver operating characteristic business.industry Middle Aged medicine.disease Methotrexate Treatment Outcome 030104 developmental biology Antirheumatic Agents Rheumatoid arthritis Molecular Medicine Female Chemical and Drug Induced Liver Injury business Rheumatism Forecasting medicine.drug Cohort study |
Zdroj: | The Pharmacogenomics Journal. 20:433-442 |
ISSN: | 1473-1150 1470-269X |
DOI: | 10.1038/s41397-019-0134-9 |
Popis: | The objective of the study is to develop genetic and clinical prediction models for the efficacy and hepatotoxicity of methotrexate (MTX) in patients with rheumatoid arthritis (RA). Among RA patients treated with MTX, 1966 polymorphisms of 246 enzymes/transporters relevant to pharmacokinetics and pharmacodynamics were measured by the Drug Metabolism Enzymes and Transporters (DMET) microarray and direct sequencing, and clinical variables at baseline were collected. For efficacy, response criteria of the European League Against Rheumatism were used to classify patients as responders or non-responders. Hepatotoxicity was defined as elevations of aspartate aminotransferase or alanine aminotransferase ≥1.5 times the reference range upper limit. Among 166 patients, a genetic prediction model for efficacy using seven polymorphisms showed the area under the receiver operating characteristic curve (AUC) was 0.822, with 74.3% sensitivity and 76.8% specificity. A combined genetic and clinical model indicated the AUC was 0.844, with 81.5% sensitivity and 76.9% specificity. By incorporating clinical variables into the genetic model, the overall category-free net reclassification improvement (NRI) was 0.663 (P |
Databáze: | OpenAIRE |
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