Autio-Kimura Arttu, Nevalainen Tapio, Hurme Mikko
Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
Gerontology Research Center (GEREC), Tampere, Finland.
PLoS One. 2024 Dec 19;19(12):e0313855. doi: 10.1371/journal.pone.0313855. eCollection 2024.
Neuroinflammatory and neurodegenerative diseases are influenced by the complex interplay of different cell types within the brain, and understanding the proportions and dynamics of neuronal, glial, and endothelial cells is crucial for deciphering the mechanisms of these diseases. Certain risk factors, such as age and sex differences, are thought to play a significant role in the susceptibility, progression, and response to neurological disease. Therefore, investigation of age- and sex-related differences in cell type proportions is needed to elucidate the biological basis of these diseases. Advances in sequencing technology have enabled large-scale transcriptomic studies, such as the Genotype-Tissue Expression (GTEx) project, providing valuable resources for investigating the cellular landscape of the human brain. In this analysis, we used brain sample data from the GTEx project, comprising 1646 samples with an age range of 20-70 years. The relative abundance of excitatory and inhibitory neurons, astrocytes, oligodendrocytes, microglia, and endothelial cells was estimated from the RNA sequencing data using a deconvolution-based analysis. Spearman correlation analysis between the individuals' calendar ages and cell type proportions revealed a statistically significant decrease in the proportion of neurons with increasing age. In contrast, the proportions of astrocytes and endothelial cells showed a significant increase. Furthermore, endothelial cells exhibited the strongest correlation coefficient, positively associating with age. In addition, the findings indicate sex-based differences in age-related changes to cell type proportions. An age-associated decrease in neuronal proportions was only observed in male donors, while no significant change was found in females. Additionally, an age-associated increase in astrocyte proportions was exclusively seen in males, whereas only females exhibited a significant increase in microglia proportions. Furthermore, we identified sex-based differences in baseline cell type proportions. Male originating samples exhibited higher proportions of excitatory neurons, while female samples showed higher proportions of microglia and endothelial cells. Our results show that both age and sex affect the proportions of cell types in non-diseased brain tissue samples. These findings contribute to our understanding of the effects of age and sex differences on the cellular composition of the brain and shed light on the potential roles of age and sex in neurological diseases.
神经炎症性疾病和神经退行性疾病受大脑内不同细胞类型复杂相互作用的影响,了解神经元、神经胶质细胞和内皮细胞的比例及动态变化对于解读这些疾病的发病机制至关重要。某些风险因素,如年龄和性别差异,被认为在神经疾病的易感性、进展及对治疗的反应中起重要作用。因此,需要研究细胞类型比例的年龄和性别相关差异,以阐明这些疾病的生物学基础。测序技术的进步使得大规模转录组学研究成为可能,如基因型-组织表达(GTEx)项目,为研究人类大脑的细胞图谱提供了宝贵资源。在本分析中,我们使用了GTEx项目的脑样本数据,包括1646个年龄在20至70岁之间的样本。通过基于反卷积的分析从RNA测序数据中估计兴奋性和抑制性神经元、星形胶质细胞、少突胶质细胞、小胶质细胞和内皮细胞的相对丰度。个体实际年龄与细胞类型比例之间的Spearman相关性分析显示,神经元比例随年龄增长呈统计学显著下降。相反,星形胶质细胞和内皮细胞的比例则显著增加。此外,内皮细胞表现出最强的相关系数,与年龄呈正相关。此外,研究结果表明细胞类型比例的年龄相关变化存在性别差异。仅在男性供体中观察到神经元比例随年龄增长而下降,而女性未发现显著变化。此外,仅在男性中观察到星形胶质细胞比例随年龄增长而增加,而仅女性的小胶质细胞比例显著增加。此外,我们还确定了基线细胞类型比例的性别差异。来自男性的样本中兴奋性神经元比例较高,而女性样本中小胶质细胞和内皮细胞比例较高。我们的结果表明,年龄和性别均会影响非病变脑组织样本中细胞类型的比例。这些发现有助于我们理解年龄和性别差异对大脑细胞组成的影响,并揭示年龄和性别在神经疾病中的潜在作用。