“…These biomarkers are worth further investigation and combinatorial biomarker strategies are more reasonable than traditional single immune-specific markers. Additionally, components of the TME such as the extracellular matrix, immune cells, stromal cells, aberrant blood vessels, cytokines, and growth factors play critical roles in tumor growth, development, progression, and treatment response ( Mou et al, 2023 ; Roy and George, 2023 ; Wong et al, 2023 ). Multi-omics tools not only facilitate new biomarker discovery but also allow in-depth exploration within TME, including immune cell types, quantities, spatial distribution and various molecules, which could drive advancements of precision immunotherapy ( Han and Zhan, 2022 ).…”