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Universitas Hasanuddin
Research output:Contribution to journalArticlepeer-review

Integrative analysis of blood biochemistry and sperm metabolome profiles reveals metabolic determinants of cryotolerance in Bali bulls under standardized nutritional conditions

Rosyada Z.N.A.

Peerj

Q1
Published: 2026

Abstract

Background: ). Cryotolerance, or post-thaw variability in semen quality, limits AI results and probably reflects systemic and cellular metabolic variations. To determine the metabolic determinants of cryotolerance under standardized nutrition and supervision, this study combined blood biochemistry with the sperm metabolome. Methods: Ten healthy breeding bulls at the regional artificial insemination center (RAIC) were maintained on a uniform forage-concentrate diet. Blood biochemical parameters were measured using ethylenediaminetetraacetic acid (EDTA) plasma. For metabolomics, washed sperm pellets were prepared from frozen-thawed semen straws and profiled using untargeted gas chromatography-mass spectrometry (GC-MS). Multivariate analyses (hierarchical clustering, K-means, and partial least squares-discriminant analysis (PLS-DA) with variable importance in projection (VIP) scores) summarized the global patterns. Spearman correlations were used to integrate blood indices, sperm metabolites, and post-thaw traits (motility, viability, plasma membrane integrity (%PMI), and morphological abnormalities). Results: Eighteen intracellular metabolites were identified, predominated by fatty acyls. Unsupervised clustering and PLS-DA revealed clear inter-individual separation, with palmitic and stearic acids being among the most discriminant features (VIP ≥ 1.0). Systemic markers of lipid carriage and ionic tone aligned with sperm lipid composition: albumin and potassium were associated with higher intracellular palmitate levels and related metabolites. Functionally, lipid and short-chain fatty acid features, 1-monopalmitin, nonadecanoic acid, caproic acid, and valeric acid, were positively associated with viability and/or PMI%, whereas dodecanoic acid and glycerol monostearate were inversely related to morphological abnormalities. However, no robust association was detected with motility. Discussion: . The prioritized metabolites constitute practical biomarker candidates for sire screening and provide a mechanistic basis for refining extenders and cryopreservation protocols at AI centers. Targeted tandem mass spectrometry, membrane-focused lipidomics, and mitochondrial functional assays offer immediate paths to translation, with the potential to improve reproductive efficiency and, ultimately, bolster sustainable beef production and food security.

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10.7717/peerj.21244

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BiologySciences
SpermSciences
MetabolomeSciences
SemenSciences
Palmitic acidSciences
Artificial inseminationSciences
Fatty acidSciences
Caproic AcidSciences
Sudan Black BSciences
BiochemistrySciences
AndrologySciences
Semen extenderSciences
MetabolomicsSciences
Linoleic acidSciences
Semen analysisSciences
Sperm motilitySciences
Reproductive technologySciences
Conjugated linoleic acidSciences
CryopreservationSciences
AlbuminSciences
Fatty liverSciences
Food scienceSciences
Lipid metabolismSciences
BroilerSciences
Lactic acidSciences
Semen collectionSciences