Candidate gene analysis is a hypothesis-driven research approach that investigates the association between specific genes, pre-selected based on prior biological knowledge regarding their potential functional relevance, and a particular phenotype, disease, or trait. This method tests the significance of individual genetic variations within these candidate genes in contributing to observed biological characteristics.