“…Human cell cultures, especially recently developed 3-D organoid models, enable the study of disease, drug interactions, genetic alterations, and response to neural stimulation in ways infeasible in vivo (Kim et al, 2020;Schutgens & Clevers, 2020;Gao et al, 2014). Dozens of cultures are commonly grown (Lancaster et al, 2013(Lancaster et al, , 2017Paşca et al, 2015) and measured (Széll et al, 2020;Putzeys et al, 2019;Rolston et al, 2009) at a time, but massively parallel longitudinal experiments on organoid models are required to provide insights into organ development and function, and to use them as platforms for drug discovery (Schuster et al, 2020;Khan et al, 2021). Recent complex culturing experiments have focused on the large scale production of samples (Sarrafha et al, 2021), but managing experiments at this scale leads to a host of technical challenges in data management and analysis.…”