Teleost fishes have independently colonized polar regions multiple times, facing many physiological and biochemical challenges due to frigid temperatures. Although increased gene copy numbers can contribute to adaptive evolution in extreme environments, it remains unclear which categories of genes exhibit increased copy numbers associated with polar colonization. Using 104 species of ray-finned fishes, we systematically identified genes with a significant correlation between copy number and polar colonization after phylogenetic correction. Several genes encoding extracellular glycoproteins, including zona pellucida (ZP) proteins, which increase their copy number in Antarctic notothenioid fishes, exhibited elevated copy numbers across multiple polar fish lineages. Additionally, some genes reported to be highly expressed under cold stress, such as cold-inducible RNA-binding protein (CIRBP), had significantly increased copy numbers in polar fishes. Further analysis will provide a fundamental basis for understanding the role of gene duplication in polar adaptations.