The genetic basis of apple shape and size unraveled by digital phenotyping

Abstract

Abstract Great diversity of shape, size, and skin color is observed among the fruits of different apple genotypes. These traits are critical for consumers and therefore interesting targets for breeding new apple varieties. However, they are difficult to phenotype and their genetic basis, especially for fruit shape and ground color, is largely unknown. We used the fruit FruitPhenoBox to digitally phenotype 506 genotypes of the apple reference population (apple REFPOP) genotyped for 303,148 single nucleotide polymorphism (SNP) markers. From the apple images, 573 highly heritable features describing fruit shape and size as well as 17 highly heritable features for fruit skin color were extracted to explore genotype-phenotype relationships. Out of these features, nine and four principal components (PCs) as well as 16 and eight uncorrelated features were chosen to carry out genome-wide association studies for fruit shape, size, and fruit skin color, respectively. In total, 69 SNPs scattered over all 17 apple chromosomes were significantly associated with round, conical, cylindrical, or symmetric fruit shapes and fruit size. Novel associations with major effect on round or conical fruit shapes and fruit size were identified on chromosomes 1 and 2. Additionally, 16 SNPs associated with PCs and uncorrelated features related to red over color as well as green and yellow ground color were found on eight chromosomes. The identified associations can be used to advance marker-assisted selection in apple fruit breeding to systematically select for desired fruit appearance.

Plant phenotyping relevance

FruitPhenoBoxを用いた画像ベースのデジタル表現型計測が研究の中心で、リンゴ果実の形状・サイズ・色の特徴抽出を大規模に実施しているため、表現型手法の実質的応用に該当する。

Code and data availability

The paper deposits its raw supplementary phenotypic data (sorting-machine and visually scored traits used in the analysis) publicly on Recherche Data Gouv. The FruitPhenoBox raw imaging data are marked 'TBA' (not yet available), and the SNP genotype deposits are genotypic rather than phenotyping assets. No author code,