Douglas Hanahan added "non-mutational epigenetic reprogramming" and "unlocking phenotypic plasticity" as new hallmarks of cancer, proposing that cancer cells possess fundamental features that are not directly linked to their genetic abnormalities. In vivo reprogramming studies have demonstrated that non-mutational epigenetic regulation can cause cellular reprogramming, leading to cancer development at the organismal level. Given that epigenetic regulation functions as an interface between the cellular environment and gene expression, these results suggest that intercellular communications in the tumor microenvironment play a critical role in cancer development. This review first introduces genetic aberrations that cause cancer development. Then, it illustrates the impact of epigenetic abnormalities in cancer, especially with reference to studies that use in vivo reprogramming technologies. Finally, it discusses the importance of histological evaluations of tumor tissue to understand non-cell-autonomous epigenetic regulation that establishes cancer hallmarks.