Background Gene editing techniques offer new opportunities to improve important traits in aquaculture. The allergenicity of fish flesh is a major problem in aquaculture. Parvalbumin (Parv) is the most prevalent fish allergen. For instance, in salmonids, a single parvalbumin beta-1 protein (parvb1) has been identified as an allergen in specific patients. Therefore, generating trout carrying two parvb1 alleles deleted from the allergenic peptide-encoding region could prevent allergies in these sensitive individuals. Methods Here, we describe the application of the Crispr/cas9 system in an attempt to delete parvb1 exon 2 encoding the allergenic peptide and, alternatively, to replace exon 2 of parvb1 with exon2 of parvalbumin beta-2 protein (parvb2,) which does not encode the allergenic peptide. Exon skipping and swapping were pursued through microhomology-mediated end-joining (MMEJ) knock-In using specifically designed double-stranded donor DNA. Results Genotyping of approximately 200 F0 fingerlings originating from eggs injected with donor DNA designed for exon 2 skipping led to the identification of only one animal carrying an allele lacking exon 2. Genotyping of approximately 150 fingerlings originating from eggs injected with donor DNA for exon 2 swapping did not result in any trout carrying the expected modified allele. Conclusions These preliminary results indicate the potential difficulties associated with the MMEJ KI experiments performed in farmed fish. Finally, new genomic techniques in aquaculture are further discussed in the context of lively debates taking place in the European parliament regarding a possible revision of the current law that determines the legal status of farm animals modified by genome editing. Gene editing, microhomology-mediated end-joining knock-in, parvalbumin, allergenicity, trout, and genetically modified organisms (GMOs).