“…In this study, we attempted to address an important issue in early-stage retina trials with multiple functional vision endpoints, in which statistical power for detecting vision gains based on each endpoint is limited by the variance caused by small sample size, noisy measurements, and variable treatment response ( Abou-Hanna, Andrews, Khan, Musch, & Jayasundera, 2021 ; Allingham, Mettu, & Cousins, 2022 ; Cukras et al, 2018 ; da Cruz et al, 2018 ; de Guimaraes, Georgiou, Bainbridge, & Michaelides, 2021 ; Reichel et al, 2022 ). We developed a hierarchical Bayesian joint model (HBJM) to exploit the relationship between two endpoints, visual acuity (VA) and contrast sensitivity function (CSF), and computed a five-dimensional collective endpoint (CE 5D ) that consists of two parameters of the visual acuity behavioral function (VABF) ( Lesmes & Dorr, 2019 ) and three parameters of contrast sensitivity function ( Watson & Ahumada, 2005 ).…”