This review provides an overview of the role of the NF-κB pathway in tumor development and progression and discusses the potential of targeting specific modulators of the pathway for cancer drug discovery, specifically cancers that have the highest prevalence, such as breast, colorectal, lung, melanoma, and prostate cancers. Here, NFKB1 is linked to prostate cancer.