Computational Biomedicine Laboratory, Principe Felipe Research Center (CIPF), 46012, Valencia, Spain; Biomedical Imaging Unit FISABIO-CIPF, Fundación para el Fomento de la Investigación Sanitaria y Biomédica de la Comunidad Valenciana, 46012, Valencia, Spain.
Foundation Valencian Institute of Oncology (FIVO), 46009, Valencia, Spain.
Neurobiol Dis. 2024 Sep;199:106605. doi: 10.1016/j.nbd.2024.106605. Epub 2024 Jul 14.
Age represents a significant risk factor for the development of Alzheimer's disease (AD); however, recent research has documented an influencing role of sex in several features of AD. Understanding the impact of sex on specific molecular mechanisms associated with AD remains a critical challenge to creating tailored therapeutic interventions.
The exploration of the sex-based differential impact on disease (SDID) in AD used a systematic review to first select transcriptomic studies of AD with data regarding sex in the period covering 2002 to 2021 with a focus on the primary brain regions affected by AD - the cortex (CT) and the hippocampus (HP). A differential expression analysis for each study and two tissue-specific meta-analyses were then performed. Focusing on the CT due to the presence of significant SDID-related alterations, a comprehensive functional characterization was conducted: protein-protein network interaction and over-representation analyses to explore biological processes and pathways and a VIPER analysis to estimate transcription factor activity.
We selected 8 CT and 5 HP studies from the Gene Expression Omnibus (GEO) repository for tissue-specific meta-analyses. We detected 389 significantly altered genes in the SDID comparison in the CT. Generally, female AD patients displayed more affected genes than males; we grouped said genes into six subsets according to their expression profile in female and male AD patients. Only subset I (repressed genes in female AD patients) displayed significant results during functional profiling. Female AD patients demonstrated more significant impairments in biological processes related to the regulation and organization of synapsis and pathways linked to neurotransmitters (glutamate and GABA) and protein folding, Aβ aggregation, and accumulation compared to male AD patients. These findings could partly explain why we observe more pronounced cognitive decline in female AD patients. Finally, we detected 23 transcription factors with different activation patterns according to sex, with some associated with AD for the first time. All results generated during this study are readily available through an open web resource Metafun-AD (https://bioinfo.cipf.es/metafun-ad/).
Our meta-analyses indicate the existence of differences in AD-related mechanisms in female and male patients. These sex-based differences will represent the basis for new hypotheses and could significantly impact precision medicine and improve diagnosis and clinical outcomes in AD patients.
年龄是阿尔茨海默病(AD)发展的重要危险因素;然而,最近的研究记录了性别在 AD 的几个特征中的影响作用。了解性别对与 AD 相关的特定分子机制的影响仍然是制定针对性治疗干预措施的关键挑战。
使用系统评价首先选择 2002 年至 2021 年期间具有性别数据的 AD 转录组研究,以探索 AD 中的性别差异影响(SDID),重点关注受 AD 影响的主要大脑区域——皮质(CT)和海马(HP)。然后对每项研究进行差异表达分析,并进行两个组织特异性荟萃分析。由于存在与 SDID 相关的显着改变,我们专注于 CT 进行全面的功能特征描述:蛋白质-蛋白质网络相互作用和过度表达分析以探索生物学过程和途径,以及 VIPER 分析以估计转录因子活性。
我们从基因表达综合数据库(GEO)存储库中选择了 8 项 CT 和 5 项 HP 研究进行组织特异性荟萃分析。我们在 CT 的 SDID 比较中检测到 389 个显着改变的基因。一般来说,女性 AD 患者的受影响基因多于男性;我们根据女性和男性 AD 患者的表达谱将这些基因分为六个亚组。只有亚组 I(女性 AD 患者中受抑制的基因)在功能分析中显示出显着结果。与男性 AD 患者相比,女性 AD 患者在与突触调节和组织、与神经递质(谷氨酸和 GABA)和蛋白质折叠、Aβ 聚集和积累相关的生物过程以及途径中表现出更显着的损伤。这些发现可以部分解释为什么我们观察到女性 AD 患者的认知衰退更为明显。最后,我们根据性别检测到 23 个具有不同激活模式的转录因子,其中一些与 AD 首次相关。本研究期间生成的所有结果均可通过开放网络资源 Metafun-AD(https://bioinfo.cipf.es/metafun-ad/)获得。
我们的荟萃分析表明女性和男性患者的 AD 相关机制存在差异。这些基于性别的差异将成为新假设的基础,并可能对精准医学产生重大影响,并改善 AD 患者的诊断和临床结果。