The Cancer Dependency Map is essentially a catalog of genetic dependencies in various cancer types. It is constructed using large-scale genetic screening techniques such as CRISPR and RNAi, which systematically knock out or knock down genes in cancer cell lines to identify those that are essential for cell survival. By mapping these dependencies, researchers can pinpoint which genes are potential targets for new cancer therapies.