Machine learning-based prediction of relapse in rheumatoid arthritis patients using data on ultrasound examination and blood test | Scientific Reports…
Posted: May 5, 2022 at 1:43 am
Smolen, J. S., Aletaha, D. & McInnes, I. B. Rheumatoid arthritis. Lancet 388, 20232038 (2016).
CAS Article Google Scholar
Goekoop-Ruiterman, Y. P. & Huizinga, T. W. Rheumatoid arthritis: Can we achieve true drug-free remission in patients with RA?Nat. Rev. Rheumatol. 6, 6870 (2010).
Article Google Scholar
Aga, A. B. et al. Time trends in disease activity, response and remission rates in rheumatoid arthritis during the past decade: Results from the NOR-DMARD study 20002010. Ann. Rheum. Dis. 74, 381388 (2015).
CAS Article Google Scholar
van der Helm-van Mil, A. H. Risk estimation in rheumatoid arthritis: From bench to bedside. Nat. Rev. Rheumatol. 10, 171180 (2014).
Article Google Scholar
Ohrndorf, S. & Backhaus, M. Advances in sonographic scoring of rheumatoid arthritis. Ann. Rheum. Dis. 72, ii69ii75 (2013).
Article Google Scholar
Scir, C. A. et al. Ultrasonographic evaluation of joint involvement in early rheumatoid arthritis in clinical remission: Power Doppler signal predicts short-term relapse. Rheumatology (Oxford) 48, 10921097 (2009).
Article Google Scholar
Peluso, G. et al. Clinical and ultrasonographic remission determines different chances of relapse in early and long standing rheumatoid arthritis. Ann. Rheum. Dis. 70, 172175 (2011).
Article Google Scholar
Foltz, V. et al. Power Doppler ultrasound, but not low-field magnetic resonance imaging, predicts relapse and radiographic disease progression in rheumatoid arthritis patients with low levels of disease activity. Arthritis Rheum. 64, 6776 (2012).
Article Google Scholar
Iwamoto, T. et al. Prediction of relapse after discontinuation of biologic agents by ultrasonographic assessment in patients with rheumatoid arthritis in clinical remission: High predictive values of total gray-scale and power Doppler scores that represent residual synovial inflammation before discontinuation. Arthritis Care Res. 66, 15761581 (2014).
Article Google Scholar
Nguyen, H. et al. Prevalence of ultrasound-detected residual synovitis and risk of relapse and structural progression in rheumatoid arthritis patients in clinical remission: A systematic review and meta-analysis. Rheumatology (Oxford) 53, 21102118 (2014).
Article Google Scholar
Kawashiri, S. Y. et al. Ultrasound-detected bone erosion is a relapse risk factor after discontinuation of biologic disease-modifying antirheumatic drugs in patients with rheumatoid arthritis whose ultrasound power Doppler synovitis activity and clinical disease activity are well controlled. Arthritis Res. Ther. 19, 108 (2017).
Article Google Scholar
Matsuo, H. et al. Prediction of recurrence and remission using superb microvascular imaging in rheumatoid arthritis. J. Med. Ultrason. (2001)47, 131138 (2020).
Article Google Scholar
Matsuo, H. et al. Positive rate and prognostic significance of the superb microvascular imaging signal in joints of rheumatoid arthritis patients in remission with normal C-reactive protein levels and erythrocyte sedimentation rates. J. Med. Ultrason. (2001) 48, 353359 (2021).
Article Google Scholar
Ngiam, K. Y. & Khor, I. W. Big data and machine learning algorithms for health-care delivery. Lancet Oncol. 20, e262e273 (2019).
Article Google Scholar
Goecks, J., Jalili, V., Heiser, L. M. & Gray, J. W. How machine learning will transform biomedicine. Cell 181, 92101 (2020).
CAS Article Google Scholar
Kingsmore, K. M., Puglisi, C. E., Grammer, A. C. & Lipsky, P. E. An introduction to machine learning and analysis of its use in rheumatic diseases. Nat. Rev. Rheumatol. 17, 710730 (2021).
Article Google Scholar
Stafford, I. S. et al. A systematic review of the applications of artificial intelligence and machine learning in autoimmune diseases. NPJ Digit. Med. 3, 30 (2020).
CAS Article Google Scholar
Luque-Tvar, M. et al. Integrative clinical, molecular, and computational analysis identify novel biomarkers and differential profiles of anti-TNF response in rheumatoid arthritis. Front. Immunol. 12, 631662 (2021).
Article Google Scholar
Kalweit, M. et al. Personalized prediction of disease activity in patients with rheumatoid arthritis using an adaptive deep neural network. PLoSOne 16, e0252289 (2021).
CAS Article Google Scholar
Yoosuf, N. et al. Early prediction of clinical response to anti-TNF treatment using multi-omics and machine learning in rheumatoid arthritis. Rheumatology (Oxford) https://doi.org/10.1093/rheumatology/keab521 (2021).
Article Google Scholar
Vodencarevic, A. et al. Advanced machine learning for predicting individual risk of flares in rheumatoid arthritis patients tapering biologic drugs. Arthritis Res. Ther. 23, 67 (2021).
CAS Article Google Scholar
Koo, B. S. et al. Machine learning model for identifying important clinical features for predicting remission in patients with rheumatoid arthritis treated with biologics. Arthritis Res. Ther. 23, 178 (2021).
CAS Article Google Scholar
Johansson, F. D. et al. Predicting response to tocilizumab monotherapy in rheumatoid arthritis: A real-world data analysis using machine learning. J. Rheumatol. 48, 13641370 (2021).
CAS Article Google Scholar
van der Maaten, L. J. P. & Hinton, G. E. Visualizing data using t-SNE. J. Mach. Learn. Res. 9, 25792605 (2008).
MATH Google Scholar
Karlsson Sundbaum, J. et al. Methotrexate treatment in rheumatoid arthritis and elevated liver enzymes: A long-term follow-up of predictors, surveillance, and outcome in clinical practice. Int. J. Rheum. Dis. 22, 12261232 (2019).
CAS Article Google Scholar
Chen, Y., Yu, Z., Packham, J. C. & Mattey, D. L. Influence of adult height on rheumatoid arthritis: Association with disease activity, impairment of joint function and overall disability. PLoSOne 8, e64862 (2013).
ADS Article Google Scholar
Zhao, Y. et al. Ensemble learning predicts multiple sclerosis disease course in the SUMMIT study. NPJ Digit. Med. 3, 135 (2020).
Article Google Scholar
Morid, M. A., Lau, M. & Del Fiol, G. Predictive analytics for step-up therapy: Supervised or semi-supervised learning?. J. Biomed. Inform. 119, 103842 (2021).
Article Google Scholar
Fiorentino, M. C. et al. A deep-learning framework for metacarpal-head cartilage-thickness estimation in ultrasound rheumatological images. Comput. Biol. Med. 141, 105117 (2022).
Article Google Scholar
Rohrbach, J., Reinhard, T., Sick, T. & Drr, O. Bone erosion scoring for rheumatoid arthritis with deep convolutional neural networks. Comput. Electr. Eng. 78, 472481 (2019).
Article Google Scholar
Naredo, E. et al. Ultrasound joint inflammation in rheumatoid arthritis in clinical remission: How many and which joints should be assessed?. Arthritis Care Res. (Hoboken) 65, 512517 (2013).
Article Google Scholar
Backhaus, M. et al. Guidelines for musculoskeletal ultrasound in rheumatology. Ann. Rheum. Dis. 60, 641649 (2001).
CAS Article Google Scholar
Szkudlarek, M. et al. Interobserver agreement in ultrasonography of the finger and toe joints in rheumatoid arthritis. Arthritis Rheum. 48, 955962 (2003).
Article Google Scholar
Breiman, L. Random forests. Mach. Learn. 45, 532 (2001).
Article Google Scholar
Chen, T. & Carlos, G. XGBoost: A Scalable Tree Boosting System. KDD '16: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 785794. https://doi.org/10.1145/2939672.2939785 (2016).
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