Table 1.
A summary of the PH, PM, and PW models for composite endpoints of ND(·) and N(·).
| Rule of univariatization | |
| PH | |
| PM | |
| PW | . |
| Modeling target (k = 1, 0) | |
| PH | Hazard function: |
| PM | Mean function: |
| PW | Win-loss function: |
| Model assumption | |
| PH | λ1(t) / λ0 (t) ≡ exp(β) |
| PM | μ1 (t) / μ0 (t) ≡ exp(β) |
| PW | ω0 (t) / ω1 (t) ≡ exp(β) |
| Estimand & Interpretation | |
| PH | Hazard ratio: Treatment exp(β) times as likely to experience first event |
| PM | Mean ratio: Treatment experiencing exp(β) times as many events |
| PW | Loss ratio: Treatment exp(β) times as likely to produce worse outcome |
| adjusting for priority of death over non-fatal events | |
| Accounting for semi-competing risks | |
| PH | Not needed |
| PM | Inverse probability censoring weighting |
| PW | Not needed if death is hierarchically prioritized |
| R-function | |
| PH | survival::coxph |
| PM | Wcompo::CompoML |
| PW | WR::pwreg |