PREDICTION OF RESPONSE TO METHOTREXATE IN PATIENTS WITH RHEUMATOID ARTHRITIS: A MACHINE LEARNING APPROACH USING CLINICAL TRIAL DATA

被引：0
|
作者：
Duong, S. [1 ]
Crowson, C. S. [1 ]
Athreya, A. [2 ]
Atkinson, E. [1 ]
Davis, J. M., III [3 ]
Warrington, K. J. [1 ]
Matteson, E.
Weinshilboum, R. [2 ]
Wang, L. [2 ]
Myasoedova, E. [3 ]
机构：
[1] Mayo Clin, Quantitat Hlth Sci, Rochester, MN USA
[2] Mayo Clin, Mol Pharmacol & Expt Therapeut, Rochester, MN USA
[3] Mayo Clin, Internal Med, Rheumatol, Rochester, MN USA
来源：
ANNALS OF THE RHEUMATIC DISEASES | 2022年 / 81卷
关键词：
D O I：
10.1136/annrheumdis-2022-eular.891
中图分类号：
R5 [内科学];
学科分类号：
1002 ; 100201 ;
摘要：
POS0514
引用
收藏
页码：513 / 514
页数：2
相关论文
共 50 条
  • [31] Machine learning-based prediction of relapse in rheumatoid arthritis patients using data on ultrasound examination and blood test
    Matsuo, Hidemasa
    Kamada, Mayumi
    Imamura, Akari
    Shimizu, Madoka
    Inagaki, Maiko
    Tsuji, Yuko
    Hashimoto, Motomu
    Tanaka, Masao
    Ito, Hiromu
    Fujii, Yasutomo
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [32] Machine learning-based prediction of relapse in rheumatoid arthritis patients using data on ultrasound examination and blood test
    Hidemasa Matsuo
    Mayumi Kamada
    Akari Imamura
    Madoka Shimizu
    Maiko Inagaki
    Yuko Tsuji
    Motomu Hashimoto
    Masao Tanaka
    Hiromu Ito
    Yasutomo Fujii
    Scientific Reports, 12
  • [33] Early prediction of clinical response to anti-TNF treatment using multi-omics and machine learning in rheumatoid arthritis
    Yoosuf, Niyaz
    Maciejewski, Mateusz
    Ziemek, Daniel
    Jelinsky, Scott A.
    Folkersen, Lasse
    Muller, Malin
    Sahlstrom, Peter
    Vivar, Nancy
    Catrina, Anca
    Berg, Louise
    Klareskog, Lars
    Padyukov, Leonid
    Brynedal, Boel
    RHEUMATOLOGY, 2022, 61 (04) : 1680 - 1689
  • [34] A novel approach to identify therapeutic response biomarkers to methotrexate in patients with rheumatoid arthritis
    Alex, P
    Szodoray, P
    Dozmorov, I
    Cadwell, C
    Turner, S
    Levy, V
    Tang, Y
    Turner, M
    Onnoonay, J
    Frank, B
    Centola, M
    JOURNAL OF MOLECULAR DIAGNOSTICS, 2004, 6 (04): : 413 - 413
  • [35] Evaluation of a clinical pharmacogenetics model to predict methotrexate response in patients with rheumatoid arthritis
    Rosario López-Rodríguez
    Aida Ferreiro-Iglesias
    Aurea Lima
    Miguel Bernardes
    Andrzej Pawlik
    Agnieszka Paradowska‑Gorycka
    Jerzy Świerkot
    Ryszard Slezak
    Isidoro Gonzalez-Alvaro
    Javier Narvaez
    Eva Pérez-Pampín
    Antonio Mera-Varela
    Laura Vidal-Bralo
    José Gorgonio Acuña-Ochoa
    Carmen Conde
    Antonio Gonzalez
    The Pharmacogenomics Journal, 2018, 18 : 539 - 545
  • [36] Evaluation of a clinical pharmacogenetics model to predict methotrexate response in patients with rheumatoid arthritis
    Lopez-Rodriguez, Rosario
    Ferreiro-Iglesias, Aida
    Lima, Aurea
    Bernardes, Miguel
    Pawlik, Andrzej
    Paradowska-Gorycka, Agnieszka
    Swierkot, Jerzy
    Slezak, Ryszard
    Gonzalez-Alvaro, Isidoro
    Narvaez, Javier
    Perez-Pampin, Eva
    Mera-Varela, Antonio
    Vidal-Bralo, Laura
    Gorgonio Acuna-Ochoa, Jose
    Conde, Carmen
    Gonzalez, Antonio
    PHARMACOGENOMICS JOURNAL, 2018, 18 (04): : 539 - 545
  • [37] METHOTREXATE POLYGLUTAMATES IN ERYTHROCYTES CORRELATES WITH CLINICAL RESPONSE IN JAPANESE PATIENTS WITH RHEUMATOID ARTHRITIS
    Takahashi, C.
    Kaneko, Y.
    Okano, Y.
    Ooshima, H.
    Takeuchi, T.
    ANNALS OF THE RHEUMATIC DISEASES, 2014, 73 : 218 - 219
  • [38] Leflunomide improves the clinical response in patients with active rheumatoid arthritis treated with methotrexate
    Kremer, JM
    CLINICAL AND EXPERIMENTAL RHEUMATOLOGY, 2003, 21 (06) : 695 - 696
  • [39] Prevalence and clinical characteristics of patients with rheumatoid arthritis with interstitial lung disease using unstructured healthcare data and machine learning
    Roman Ivorra, Jose A.
    Trallero-Araguas, Ernesto
    Lopez Lasanta, Maria
    Cebrian, Laura
    Lojo, Leticia
    Lopez-Muniz, Belen
    Fernandez-Melon, Julia
    Nunez, Belen
    Silva-Fernandez, Lucia
    Veiga Cabello, Raul
    Ahijado, Pilar
    de la Morena Barrio, Isabel
    Costas Torrijo, Nerea
    Safont, Belen
    Ornilla, Enrique
    Restrepo, Juliana
    Campo, Arantxa
    Andreu, Jose L.
    Diez, Elvira
    Lopez Robles, Alejandra
    Bollo, Elena
    Benavent, Diego
    Vilanova, David
    Lujan Valdes, Sara
    Castellanos-Moreira, Raul
    RMD OPEN, 2024, 10 (01):
  • [40] Microarray Gene Expression Profiling of Rheumatoid Arthritis Patients For Prediction of Response to Methotrexate Treatment
    Mans, K.
    Tandon, N.
    Sohnrey, C.
    Bolle, S.
    Gruetzkau, A.
    Burmester, G. R.
    Haeupl, T.
    Stuhlmueller, B.
    ANNALS OF THE RHEUMATIC DISEASES, 2013, 72 : A54 - A54
12345