GEORGINA NAKAFERO Georgina.Nakafero@nottingham.ac.uk
Senior Research Fellow
Risk stratified monitoring for methotrexate toxicity in immune mediated inflammatory diseases: prognostic model development and validation using primary care data from the UK
Nakafero, Georgina; Grainge, Matthew J.; Williams, Hywel C.; Card, Tim; Taal, Maarten W.; Aithal, Guruprasad P.; Fox, Christopher P.; Mallen, Christian D.; van der Windt, Danielle A.; Stevenson, Matthew D.; Riley, Richard D.; Abhishek, Abhishek
Authors
MATTHEW GRAINGE MATTHEW.GRAINGE@NOTTINGHAM.AC.UK
Associate Professor
HYWEL WILLIAMS HYWEL.WILLIAMS@NOTTINGHAM.AC.UK
Professor of Dermato-Epidemiology
Dr TIM CARD tim.card@nottingham.ac.uk
Clinical Associate Professor
MAARTEN TAAL M.TAAL@NOTTINGHAM.AC.UK
Professor of Medicine
GURUPRASAD AITHAL Guru.Aithal@nottingham.ac.uk
Professor of Hepatology
Professor CHRIS FOX Christopher.Fox@nottingham.ac.uk
Clinical Professor in Haematology
Christian D. Mallen
Danielle A. van der Windt
Matthew D. Stevenson
Richard D. Riley
ABHISHEK ABHISHEK ABHISHEK.ABHISHEK@NOTTINGHAM.AC.UK
Clinical Professor
Abstract
OBJECTIVE: To develop and validate a prognostic model to inform risk stratified decisions on frequency of monitoring blood tests during long term methotrexate treatment. DESIGN: Retrospective cohort study. SETTING: Electronic health records within the UK's Clinical Practice Research Datalink (CPRD) Gold and CPRD Aurum. PARTICIPANTS: Adults (≥18 years) with a diagnosis of an immune mediated inflammatory disease who were prescribed methotrexate by their general practitioner for six months or more during 2007-19. MAIN OUTCOME MEASURE: Discontinuation of methotrexate owing to abnormal monitoring blood test result. Patients were followed-up from six months after their first prescription for methotrexate in primary care to the earliest of outcome, drug discontinuation for any other reason, leaving the practice, last data collection from the practice, death, five years, or 31 December 2019. Cox regression was performed to develop the risk equation, with bootstrapping used to shrink predictor effects for optimism. Multiple imputation handled missing predictor data. Model performance was assessed in terms of calibration and discrimination. RESULTS: Data from 13 110 (854 events) and 23 999 (1486 events) participants were included in the development and validation cohorts, respectively. 11 candidate predictors (17 parameters) were included. In the development dataset, the optimism adjusted R2 was 0.13 and the optimism adjusted Royston D statistic was 0.79. The calibration slope and Royston D statistic in the validation dataset for the entire follow-up period was 0.94 (95% confidence interval 0.85 to 1.02) and 0.75 (95% confidence interval 0.67 to 0.83), respectively. The prognostic model performed well in predicting outcomes in clinically relevant subgroups defined by age group, type of immune mediated inflammatory disease, and methotrexate dose. CONCLUSION: A prognostic model was developed and validated that uses information collected during routine clinical care and may be used to risk stratify the frequency of monitoring blood test during long term methotrexate treatment.
Citation
Nakafero, G., Grainge, M. J., Williams, H. C., Card, T., Taal, M. W., Aithal, G. P., …Abhishek, A. (2023). Risk stratified monitoring for methotrexate toxicity in immune mediated inflammatory diseases: prognostic model development and validation using primary care data from the UK. BMJ, 381, Article e074678. https://doi.org/10.1136/bmj-2022-074678
Journal Article Type | Article |
---|---|
Acceptance Date | Apr 21, 2023 |
Online Publication Date | May 30, 2023 |
Publication Date | May 30, 2023 |
Deposit Date | Jun 30, 2023 |
Publicly Available Date | Jul 7, 2023 |
Journal | BMJ |
Print ISSN | 0959-8138 |
Electronic ISSN | 1756-1833 |
Publisher | BMJ Publishing Group |
Peer Reviewed | Peer Reviewed |
Volume | 381 |
Article Number | e074678 |
DOI | https://doi.org/10.1136/bmj-2022-074678 |
Keywords | General medicine |
Public URL | https://nottingham-repository.worktribe.com/output/21646321 |
Publisher URL | https://www.bmj.com/content/bmj/381/bmj-2022-074678.full.pdf |
Additional Information | This is the peer reviewed version of the following article: Nakafero, G., Grainge, M. J., Williams, H. C., Card, T., Taal, M. W., Aithal, G. P., …Abhishek, A. (2023). Risk stratified monitoring for methotrexate toxicity in immune mediated inflammatory diseases: prognostic model development and validation using primary care data from the UK. BMJ, 381, Article e074678, which has been published in final form at https://doi.org/10.1136/bmj-2022-074678 |
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Publisher Licence URL
https://creativecommons.org/licenses/by/4.0/
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