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Genetic and clinical prediction models for the efficacy and hepatotoxicity of methotrexate in patients with rheumatoid arthritis: a multicenter cohort study.
Onishi, Akira; Kamitsuji, Shigeo; Nishida, Miwa; Uemura, Yuko; Takahashi, Miho; Saito, Toshiharu; Yoshida, Yuichiro; Kobayashi, Masaki; Kawate, Mizuho; Nishimura, Keisuke; Misaki, Kenta; Nobuhara, Yumiko; Nakazawa, Takashi; Hatachi, Saori; Tsuji, Goh; Morinobu, Akio; Kumagai, Shunichi.
Afiliação
  • Onishi A; Department of Rheumatology and Clinical Immunology, Kobe University Graduate School of Medicine, 7-5-1 Kusunoki-cho, Chuo-ku, Kobe, 650-0017, Japan. aonishi@med.kobe-u.ac.jp.
  • Kamitsuji S; StaGen Co. Ltd., 4-11-6 KUGA Building, Kuramae, Taito-ku, Tokyo, 111-0051, Japan.
  • Nishida M; Center for Rheumatic Diseases, Shinko Hospital, 1-4-47 Wakihama-cho, Chuo-ku, Kobe, 651-0072, Japan.
  • Uemura Y; Shinko Institute for Medical Research, 1-4-47 Wakihama-cho, Chuo-ku, Kobe, 651-0072, Japan.
  • Takahashi M; Shinko Institute for Medical Research, 1-4-47 Wakihama-cho, Chuo-ku, Kobe, 651-0072, Japan.
  • Saito T; Shinko Institute for Medical Research, 1-4-47 Wakihama-cho, Chuo-ku, Kobe, 651-0072, Japan.
  • Yoshida Y; Sysmex Corporation, 1-5-1 Wakihamakaigan-dori, Chuo-ku, Kobe, 651-0073, Japan.
  • Kobayashi M; Sysmex Corporation, 1-5-1 Wakihamakaigan-dori, Chuo-ku, Kobe, 651-0073, Japan.
  • Kawate M; Sysmex Corporation, 1-5-1 Wakihamakaigan-dori, Chuo-ku, Kobe, 651-0073, Japan.
  • Nishimura K; Department of Endocrinology and Rheumatology, Kurashiki Central Hospital, 1-1-1 Miwa, Kurashiki-shi, Okayama, 710-0052, Japan.
  • Misaki K; Department of Rheumatology, Kita-Harima Medical Center, 926-250, Ichiba-cho, Ono, Hyogo, 675-1392, Japan.
  • Nobuhara Y; Department of Rheumatology, Osaka Saiseikai Nakatsu Hospital, 2-10-39, Shibata, Kita-ku, Osaka, 530-0012, Japan.
  • Nakazawa T; Department of Rheumatology, Osaka Saiseikai Nakatsu Hospital, 2-10-39, Shibata, Kita-ku, Osaka, 530-0012, Japan.
  • Hatachi S; Center for Rheumatic Diseases, Shinko Hospital, 1-4-47 Wakihama-cho, Chuo-ku, Kobe, 651-0072, Japan.
  • Tsuji G; Clinical Immunology and Rheumatology, Kitano Hospital, 2-4-20 Ogi-machi, Kita-ku, Osaka, 530-8480, Japan.
  • Morinobu A; Center for Rheumatic Diseases, Shinko Hospital, 1-4-47 Wakihama-cho, Chuo-ku, Kobe, 651-0072, Japan.
  • Kumagai S; Department of Rheumatology and Clinical Immunology, Kobe University Graduate School of Medicine, 7-5-1 Kusunoki-cho, Chuo-ku, Kobe, 650-0017, Japan.
Pharmacogenomics J ; 20(3): 433-442, 2020 06.
Article em En | MEDLINE | ID: mdl-31792368
ABSTRACT
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 < 0.0001) and the overall integrated discrimination improvement (IDI) was 0.083 (P = 0.0009). For hepatotoxicity, a genetic prediction model using seven polymorphisms showed the AUC was 0.783 with 70.0% sensitivity and 80.0% specificity, while the combined model indicated the AUC was 0.906 with 85.1% sensitivity and 87.8% specificity (overall category-free NRI 1.002, P < 0.0001; overall IDI 0.254, P < 0.0001). Our genetic and clinical models demonstrated moderate diagnostic accuracy for MTX efficacy and high accuracy for hepatotoxicity. These findings should, however, be validated and interpreted with a caution until external validation.
Assuntos

Texto completo: 1 Eixos temáticos: Pesquisa_clinica Base de dados: MEDLINE Assunto principal: Artrite Reumatoide / Metotrexato / Antirreumáticos / Doença Hepática Induzida por Substâncias e Drogas / Modelos Genéticos Tipo de estudo: Clinical_trials / Etiology_studies / Incidence_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Aged / Female / Humans / Male / Middle aged Idioma: En Ano de publicação: 2020 Tipo de documento: Article

Texto completo: 1 Eixos temáticos: Pesquisa_clinica Base de dados: MEDLINE Assunto principal: Artrite Reumatoide / Metotrexato / Antirreumáticos / Doença Hepática Induzida por Substâncias e Drogas / Modelos Genéticos Tipo de estudo: Clinical_trials / Etiology_studies / Incidence_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Aged / Female / Humans / Male / Middle aged Idioma: En Ano de publicação: 2020 Tipo de documento: Article