“…However, these 2D models hardly mimic tumor cell biology because of tumor heterogeneity and different responses to secreted cytokines, growth factors, and methylation states of the cells. Moreover, the 2D cell culture systems cannot sufficiently simulate a three-dimensional (3D) physiological microenvironment, so they fail to provide physiologically relevant information regarding cell–cell interactions, cell–extracellular matrix interactions, growth factor synthesis, or physical and chemical cues to oncogenesis ( Hickman et al, 2014 ; Berkmann et al, 2020 ). Furthermore, the results obtained from gene expression analysis and drug resistance also differ substantially between 2D and 3D cell culture models ( Zhao et al, 2014 ; Costa et al, 2016 ; Henriksson et al, 2017 ; Zhou et al, 2017 ; Fontoura et al, 2020 ; Mao et al, 2020 ; Sun et al, 2020 ; Xie et al, 2021 ).…”