TY - JOUR
T1 - Prediction of primary non-response to methotrexate therapy using demographic, clinical and psychosocial variables: results from the UK Rheumatoid Arthritis Medication Study (RAMS)
AU - Sergeant, Jamie
AU - Hyrich, Kimme
AU - Anderson, James
AU - Kopec-Harding, Kamilla
AU - Hope, Holly
AU - Symmons, Deborah
AU - RAMS Co-Investigators
AU - Barton, Anne
AU - Verstappen, Suzanne
N1 - Funding Information:
This report includes independent research supported by the National Institute for Health Research Biomedical Research Unit Funding Scheme (NIHR Manchester Musculoskeletal Biomedical Research Unit). The views expressed in this publication are those of the authors and not necessarily those of the NHS, the National Institute for Health Research or the Department of Health. We thank Arthritis Research UK for their support: Arthritis Research UK grant number 20380.
Funding Information:
1Centre for Biostatistics, Manchester Academic Health Science Centre, University of Manchester, Manchester, UK. 2Arthritis Research UK Centre for Epidemiology, Centre for Musculoskeletal Research, Manchester Academic Health Science Centre, University of Manchester, Manchester, UK. 3NIHR Manchester Biomedical Research Centre, Central Manchester University Hospitals NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, UK. 4Arthritis Research UK Centre for Genetics and Genomics, Centre for Musculoskeletal Research, Manchester Academic Health Science Centre, University of Manchester, Manchester, UK.
Publisher Copyright:
© 2018 The Author(s).
PY - 2018/7/13
Y1 - 2018/7/13
N2 - Methotrexate (MTX) remains the disease-modifying anti-rheumatic drug of first choice in rheumatoid arthritis (RA) but response varies. Predicting non-response to MTX could enable earlier access to alternative or additional medications and control of disease progression. We aimed to identify baseline predictors of non-response to MTX and combine these into a prediction algorithm. This study included patients recruited to the Rheumatoid Arthritis Medication Study (RAMS), a UK multi-centre prospective observational study of patients with RA or undifferentiated polyarthritis, commencing MTX for the first time. Non-response to MTX at 6 months was defined as “no response” using the European League Against Rheumatism (EULAR) response criteria, discontinuation of MTX due to inefficacy or starting biologic therapy. The association of baseline demographic, clinical and psychosocial predictors with non-response was assessed using logistic regression. Predictive performance was assessed using the area under the receiver operating characteristic curve (AUC) and calibration plots. Of 1050 patients, 449 (43%) were classified as non-responders. Independent multivariable predictors of MTX non-response (OR (95% CI)) were rheumatoid factor (RF) negativity (0.62 (0.45, 0.86) for RF positivity versus negativity), higher Health Assessment Questionnaire score (1.64 (1.25, 2.15)), higher tender joint count (1.06 (1.02, 1.10)), lower Disease Activity score in 28 joints (0.29 (0.23, 0.39)) and higher Hospital Anxiety and Depression Scale anxiety score (1.07 (1.03, 1.12)). The optimism-corrected AUC was 0.74. This is the first model for MTX non-response to be developed in a large contemporary study of patients commencing MTX in which demographic, clinical and psychosocial predictors were considered. Patient anxiety was a predictor of non-response and could be addressed at treatment commencement.
AB - Methotrexate (MTX) remains the disease-modifying anti-rheumatic drug of first choice in rheumatoid arthritis (RA) but response varies. Predicting non-response to MTX could enable earlier access to alternative or additional medications and control of disease progression. We aimed to identify baseline predictors of non-response to MTX and combine these into a prediction algorithm. This study included patients recruited to the Rheumatoid Arthritis Medication Study (RAMS), a UK multi-centre prospective observational study of patients with RA or undifferentiated polyarthritis, commencing MTX for the first time. Non-response to MTX at 6 months was defined as “no response” using the European League Against Rheumatism (EULAR) response criteria, discontinuation of MTX due to inefficacy or starting biologic therapy. The association of baseline demographic, clinical and psychosocial predictors with non-response was assessed using logistic regression. Predictive performance was assessed using the area under the receiver operating characteristic curve (AUC) and calibration plots. Of 1050 patients, 449 (43%) were classified as non-responders. Independent multivariable predictors of MTX non-response (OR (95% CI)) were rheumatoid factor (RF) negativity (0.62 (0.45, 0.86) for RF positivity versus negativity), higher Health Assessment Questionnaire score (1.64 (1.25, 2.15)), higher tender joint count (1.06 (1.02, 1.10)), lower Disease Activity score in 28 joints (0.29 (0.23, 0.39)) and higher Hospital Anxiety and Depression Scale anxiety score (1.07 (1.03, 1.12)). The optimism-corrected AUC was 0.74. This is the first model for MTX non-response to be developed in a large contemporary study of patients commencing MTX in which demographic, clinical and psychosocial predictors were considered. Patient anxiety was a predictor of non-response and could be addressed at treatment commencement.
KW - Methotrexate
KW - Prediction model
KW - Response
KW - Rheumatoid arthritis
KW - Humans
KW - Middle Aged
KW - Arthritis, Rheumatoid/drug therapy
KW - Logistic Models
KW - Male
KW - Treatment Outcome
KW - United Kingdom
KW - Disease Progression
KW - Adult
KW - Female
KW - Aged
KW - Antirheumatic Agents/therapeutic use
KW - Methotrexate/therapeutic use
UR - http://www.scopus.com/inward/record.url?scp=85050023686&partnerID=8YFLogxK
UR - http://www.mendeley.com/research/prediction-primary-nonresponse-methotrexate-therapy-using-demographic-clinical-psychosocial-variable
U2 - 10.1186/s13075-018-1645-5
DO - 10.1186/s13075-018-1645-5
M3 - Article
C2 - 30005689
VL - 20
SP - 147
JO - Arthritis Research and Therapy
JF - Arthritis Research and Therapy
SN - 1478-6354
IS - 1
M1 - 147
ER -