Screening experiments have become the backbone of modern drug discovery and biological research, enabling the evaluation of thousands of compounds simultaneously. However, screening success hinges on two critical factors: (1) selecting appropriate cellular models and (2) designing robust experimental frameworks. Poor choices can lead to irreproducible results, failed clinical translation,…