Abstract Session
Philip Mease, MD
Rheumatologist, Director of Rheumatology Research, Clinical Professor
Director of Rheumatology Research
Swedish Medical Center/Providence-St Joseph Health
Swedish Medical Center/Providence St. Joseph Health
Seattle, WA, United States
Table 1. COVID-19 test results, hospitalization, and mortality. IMID: rheumatoid arthritis, spondyloarthritis, systemic lupus erythematosus, psoriatic arthritis, systemic sclerosis, vasculitis, sarcoidosis, antiphospholipid syndrome, Sjögren's, inflammatory bowel disease, multiple sclerosis, psoriasis; Rheumatologic IMIDs: rheumatoid arthritis, spondyloarthritis, systemic lupus erythematosus, psoriatic arthritis, systemic sclerosis, vasculitis, sarcoidosis, antiphospholipid syndrome, Sjögren's. Other IMIDs: inflammatory bowel disease, multiple sclerosis, psoriasis.
Figure 1: Log adjusted odds ratio (OR). Selected risk factors for hospitalization and mortality in COVID-19 positive patients, using multivariable logistic regression (LR). The color of dots represents P-value from under-sampling. position and size of dots represent log-adjusted odds ratio and feature importance from over-sampling. The error bar represents the 95% confidence interval. Factors with fewer than 20 observations were excluded. NE: not enough samples to calculate the p-value after under-sampling.
Figure 2: (A) Feature importance of top 25 features of the all-age model of COVID-19 hospitalization within 30 days at two-time intervals. (B) Feature importance of top 25 features of the all-age model of COVID-19 death within 30 days at two-time intervals. Gradient boosting decision tree’s feature importance and influence of higher and lower values of the risk factors on the all-age group population outcome. The left side of each plot is associated with a reduced risk of hospitalization or death and the right side of each plot is associated with an increased risk of hospitalization or death. Red dots represent patients with higher values for a variable, and blue dots are patients with lower values. Nominal classes are binary [0, 1]. For sex, male is 1 (red).