Research ArticleRheumatoid Arthritis
Predicting Response to Tocilizumab Monotherapy in Rheumatoid Arthritis: A Real-world Data Analysis Using Machine Learning
Fredrik D. Johansson, Jamie E. Collins, Vincent Yau, Hongshu Guan, Seoyoung C. Kim, Elena Losina, David Sontag, Jacklyn Stratton, Huong Trinh, Jeffrey Greenberg and Daniel H. Solomon
The Journal of Rheumatology September 2021, 48 (9) 1364-1370; DOI: https://doi.org/10.3899/jrheum.201626
Fredrik D. Johansson
1F.D. Johansson, Assistant Professor, PhD, Department of Computer Science and Engineering, Chalmers University of Technology, Göteborg, Sweden;
Jamie E. Collins
2J.E. Collins, Assistant Professor, PhD, E. Losina, PhD, Department of Orthopedic Surgery, Brigham and Women’s Hospital, Boston, Massachusetts, USA;
Vincent Yau
3V. Yau, Principal Data Scientist, PhD, H. Trinh, PhD, Genentech, South San Francisco, California, USA;
Hongshu Guan
4H. Guan, Sr Statistical Programmer, Biostatistician, MS, J. Stratton, BA, Division of Rheumatology, Brigham and Women’s Hospital, Boston, Massachusetts, USA;
Seoyoung C. Kim
5S.C. Kim, Associate Professor of Medicine, MD, ScD, D.H. Solomon, Professor of Medicine, MD, MPH, Division of Rheumatology, and Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women’s Hospital, Boston, Massachusetts, USA;
Elena Losina
2J.E. Collins, Assistant Professor, PhD, E. Losina, PhD, Department of Orthopedic Surgery, Brigham and Women’s Hospital, Boston, Massachusetts, USA;
David Sontag
6D. Sontag, Associate Professor, PhD, Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA;
Jacklyn Stratton
4H. Guan, Sr Statistical Programmer, Biostatistician, MS, J. Stratton, BA, Division of Rheumatology, Brigham and Women’s Hospital, Boston, Massachusetts, USA;
Huong Trinh
3V. Yau, Principal Data Scientist, PhD, H. Trinh, PhD, Genentech, South San Francisco, California, USA;
Jeffrey Greenberg
7J. Greenberg, Chief Medical Officer, MD, MPH, NYU School of Medicine, New York, New York, and Corrona, Waltham, Massachusetts, USA.
Daniel H. Solomon
5S.C. Kim, Associate Professor of Medicine, MD, ScD, D.H. Solomon, Professor of Medicine, MD, MPH, Division of Rheumatology, and Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women’s Hospital, Boston, Massachusetts, USA;
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In this issue
The Journal of Rheumatology
Vol. 48, Issue 9
1 Sep 2021
Predicting Response to Tocilizumab Monotherapy in Rheumatoid Arthritis: A Real-world Data Analysis Using Machine Learning
Fredrik D. Johansson, Jamie E. Collins, Vincent Yau, Hongshu Guan, Seoyoung C. Kim, Elena Losina, David Sontag, Jacklyn Stratton, Huong Trinh, Jeffrey Greenberg, Daniel H. Solomon
The Journal of Rheumatology Sep 2021, 48 (9) 1364-1370; DOI: 10.3899/jrheum.201626
Predicting Response to Tocilizumab Monotherapy in Rheumatoid Arthritis: A Real-world Data Analysis Using Machine Learning
Fredrik D. Johansson, Jamie E. Collins, Vincent Yau, Hongshu Guan, Seoyoung C. Kim, Elena Losina, David Sontag, Jacklyn Stratton, Huong Trinh, Jeffrey Greenberg, Daniel H. Solomon
The Journal of Rheumatology Sep 2021, 48 (9) 1364-1370; DOI: 10.3899/jrheum.201626