Patient selection |
Healthier patients perform better in clinical trials; the sickest patients are often excluded from randomized clinical trials; patients new to dialysis (incident versus prevalent patients) |
Geographical disparities |
Randomized clinical trials may enroll patients from a specific geographical location (e.g., Japan) or single study site (lacking diversity in race/ethnicity), generating results that may not be extrapolated to the United States patient population; observational studies from clinical settings outside the United States (e.g., Australia) may not translate to United States clinical settings |
Clinical intervention |
Improved patient outcomes can arise from uncontrolled for health care provider or facility-level practices rather than a treatment variable; study participants respond positively to personal attention and clinical care |
Analytic confounders |
Unit of analysis or comparison (e.g., patient, clinic, or hospital level); person versus person-time calculations; complexity of statistical tools (e.g., marginal structural models); role of competing events (e.g., dead patients cannot be hospitalized) |