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Genetic improvement of semen characteristics is an important detail of the genetic improvement. This study was conducted to assess the relationship between the breeding values as well as the phenotypic values for semen traits (VOL, MM, LS, AS and CONC) of the Egyptian buffalo bulls. A total of 7761 normal semen ejaculates were collected and characterized at ILMTC laboratory from 26 bulls from 2009 to 2019. For VOL, MM, LS, AS, and CONC, the actual means were 3.89 mL, 62.37%, 60.64%, 3.94%, and 0.67\u2009\u00d7\u2009109 sperm\/mL, respectively. The prediction of breeding values for semen traits was estimated using a Bayesian procedure. The estimated standardized EBVs and phenotypic values were used in the principal component analysis (PCA). Of five PCs, one PC (PC1) had\u2009&gt;\u20091 eigenvalues that was responsible for 87.19% of the total variation of SEBV, and two PCs had\u2009&gt;\u20091 eigenvalues that were responsible for 59.61% and 21.35% of the total variation of the phenotypic values. Together, PC1 and PC2 accounted for 97.97% of the total variance of SEBV and 80.96% of the total variance of phenotypic values. A graphs of the first two components showed the traits separated into two different directions by group. This indicates each group was under similar genetic influence. Therefore, selection can be done separately for each group without influencing the other. Principal component analysis reduced variables to describe the key information in buffalo semen data.<\/jats:p>","DOI":"10.1007\/s11250-024-03975-3","type":"journal-article","created":{"date-parts":[[2024,4,22]],"date-time":"2024-04-22T10:01:57Z","timestamp":1713780117000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Principal component analysis of phenotypic and breeding value data for semen traits in Egyptian buffalo bulls"],"prefix":"10.1007","volume":"56","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4491-9284","authenticated-orcid":false,"given":"Amin M S","family":"Amin","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7504-9728","authenticated-orcid":false,"given":"Mohamed M I","family":"Salem","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4721-7675","authenticated-orcid":false,"given":"Ayman F","family":"Ashour","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7270-702X","authenticated-orcid":false,"given":"Ayman G","family":"EL Nagar","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,4,22]]},"reference":[{"issue":"4","key":"3975_CR1","doi-asserted-by":"publisher","first-page":"682","DOI":"10.1016\/j.theriogenology.2007.03.028","volume":"68","author":"RAK Aggarwal","year":"2007","unstructured":"Aggarwal, R. 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