Apples, originating from Central Asia, are widely cultivated worldwide, with China producing 47.6 million tonnes annually. Despite their global importance, breeding programs often focus on a limited number of high-quality cultivars, potentially threatening genetic diversity. To mitigate this risk, advanced statistical methods could be employed to improve selection strategies. For example, the multi-trait BLUP method, which acc...