The tumor microenvironment (TME) plays a crucial role in the progression and treatment response of various cancers. Recent studies have utilized advanced spatial multi-omic techniques to elucidate the complex interactions between tumor cells and their microenvironment. For instance, a study employing phylogeographic mapping of colorectal tumors revealed individualized progression trajectories and highlighted the dynamic cellular and genetic heterogeneity during tumor evolution (ref: Heiser doi.org/10.1016/j.cell.2023.11.006/). This mapping classified tumors based on their evolutionary dynamics, emphasizing the importance of understanding clonal alterations in the TME. Another study introduced a novel tree-based analysis method, Trellis, which assessed drug responses in patient-derived organoids (PDOs) and cancer-associated fibroblasts (CAFs) at single-cell resolution, revealing how stromal regulation can significantly influence therapeutic outcomes (ref: Ramos Zapatero doi.org/10.1016/j.cell.2023.11.005/). Furthermore, the identification of spatial cell niches through the CellCharter framework has provided insights into tissue remodeling and cellular plasticity, further underscoring the TME's role in cancer biology (ref: Varrone doi.org/10.1038/s41588-023-01588-4/). Collectively, these studies highlight the intricate interplay between tumor cells and their microenvironment, suggesting that targeting these interactions could enhance therapeutic strategies.