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The plant-specific <i>WUSCHEL-related homeobox</i> (<i>WOX</i>) transcription factor gene family is important for plant growth and development but little studied in oil crops. We identified and characterized 58 putative <i>WOX</i> genes in <i>Brassica napus</i> (<i>BnWOX</i>s), which were divided into three major clades and nine subclades based on the gene structure and conserved motifs. Collinearity analysis revealed that most <i>BnWOX</i>s were the products of allopolyploidization and segmental duplication events. Gene structure analysis indicated that introns/exons and protein motifs were conserved in each subclade and RNA sequencing revealed that <i>BnWOX</i>s had narrow expression profiles in major tissues and/or organs across different developmental stages. The expression pattern of each clade was highly conserved and similar to that of the sister and orthologous pairs from <i>Brassica rapa</i> and <i>Brassica oleracea</i>. Quantitative real-time polymerase chain reaction showed that members of the WOX4 subclade were induced in seedling roots by abiotic and hormone stresses, indicating their contribution to root development and abiotic stress responses. 463 proteins were predicted to interact with Bn<i>WOX</i>s, including peptides regulating stem cell homeostasis in meristems. This study provides insights into the evolution and expression of the WOX gene family in <i>B. napus</i> and will be useful in future gene function research.