A distance metric in cancer research is a quantitative measure that helps in evaluating the similarity or dissimilarity between different data points. This concept is crucial in various applications such as clustering cancer types, assessing patient similarity, and predicting treatment outcomes. The distance metric can be applied to genomic data, imaging data, or any other type of biomedical data.