Góngora Alfredo, Johnston Stephen, Contreras Pablo, López-Fernández Carmen, Gosálvez Jaime
Centro de Fertilidad Humana en Mexico DF, Ciudad de México 06760, Mexico.
School of Environment, University of Queensland, Gatton, QLD 4343, Australia.
Membranes (Basel). 2025 Apr 2;15(4):109. doi: 10.3390/membranes15040109.
This study investigated the interrelationships between sperm plasma membrane integrity, motility, and DNA fragmentation (SDF) to provide a more holistic understanding of male fertility. A total of 1159 ejaculates were analyzed for sperm membrane integrity (% dead spermatozoa), motility (% immotile spermatozoa), and SDF (% sperm with fragmented DNA). The statistical methods included non-parametric correlation analysis and artificial intelligence (AI)-generated cluster analysis to identify patterns based on these three parameters. The results showed a moderate correlation (ρ = 0.65; < 0.000) between sperm membrane integrity and motility, indicating that immotile sperm were more likely to exhibit membrane damage. A weak correlation (ρ = 0.21; < 0.000) suggested that DNA damage was largely independent of the other sperm parameters. Cluster analysis identified three main clusters: Cluster 0: high levels of low membrane integrity, immotile sperm, and moderate DNA fragmentation. Cluster 1: moderate membrane integrity and motility but extremely high DNA fragmentation. Cluster 2: the lowest levels of membrane damage, immotile sperm, and DNA fragmentation, indicating overall better sperm quality. The clustering techniques demonstrated their ability to integrate multiple sperm parameters, enabling a more individualized fertility diagnosis and potentially enhancing male infertility assessments.
本研究调查了精子质膜完整性、活力和DNA片段化(SDF)之间的相互关系,以更全面地了解男性生育能力。共分析了1159份射精样本的精子膜完整性(死精子百分比)、活力(不动精子百分比)和SDF(DNA片段化精子百分比)。统计方法包括非参数相关分析和基于人工智能(AI)的聚类分析,以根据这三个参数识别模式。结果显示,精子膜完整性与活力之间存在中度相关性(ρ = 0.65;< 0.000),这表明不动精子更有可能表现出膜损伤。弱相关性(ρ = 0.21;< 0.000)表明,DNA损伤在很大程度上独立于其他精子参数。聚类分析确定了三个主要类别:类别0:低膜完整性、不动精子和中度DNA片段化水平较高。类别1:膜完整性和活力中等,但DNA片段化极高。类别2:膜损伤、不动精子和DNA片段化水平最低,表明精子质量总体较好。聚类技术展示了其整合多个精子参数的能力,能够进行更个性化的生育诊断,并有可能加强男性不育评估。