Department of Psychiatry, Washington University School of Medicine, 660 S. Euclid Ave. B8134, St. Louis, MO, 63110, USA.
Medical Scientist Training Program, Washington University School of Medicine, 660 S. Euclid Ave, St. Louis, MO, 63110, USA.
Genome Med. 2018 Jun 8;10(1):43. doi: 10.1186/s13073-018-0551-4.
Alzheimer's disease (AD) is characterized by neuronal loss and astrocytosis in the cerebral cortex. However, the specific effects that pathological mutations and coding variants associated with AD have on the cellular composition of the brain are often ignored.
We developed and optimized a cell-type-specific expression reference panel and employed digital deconvolution methods to determine brain cellular distribution in three independent transcriptomic studies.
We found that neuronal and astrocyte relative proportions differ between healthy and diseased brains and also among AD cases that carry specific genetic risk variants. Brain carriers of pathogenic mutations in APP, PSEN1, or PSEN2 presented lower neuron and higher astrocyte relative proportions compared to sporadic AD. Similarly, the APOE ε4 allele also showed decreased neuronal and increased astrocyte relative proportions compared to AD non-carriers. In contrast, carriers of variants in TREM2 risk showed a lower degree of neuronal loss compared to matched AD cases in multiple independent studies.
These findings suggest that genetic risk factors associated with AD etiology have a specific imprinting in the cellular composition of AD brains. Our digital deconvolution reference panel provides an enhanced understanding of the fundamental molecular mechanisms underlying neurodegeneration, enabling the analysis of large bulk RNA-sequencing studies for cell composition and suggests that correcting for the cellular structure when performing transcriptomic analysis will lead to novel insights of AD.
阿尔茨海默病(AD)的特征是大脑皮层神经元丧失和星形胶质细胞增生。然而,与 AD 相关的病理性突变和编码变异对大脑细胞组成的具体影响往往被忽视。
我们开发并优化了一个细胞类型特异性表达参考面板,并采用数字去卷积方法来确定三个独立转录组研究中的大脑细胞分布。
我们发现健康和患病大脑以及携带特定遗传风险变异的 AD 病例之间的神经元和星形胶质细胞相对比例存在差异。与散发性 AD 相比,携带 APP、PSEN1 或 PSEN2 致病性突变的脑携带者神经元和星形胶质细胞的相对比例较低。同样,与 AD 非携带者相比,APOE ε4 等位基因也表现出神经元相对比例降低和星形胶质细胞相对比例增加。相比之下,在多个独立研究中,TREM2 风险变异的携带者与匹配的 AD 病例相比,神经元丢失程度较低。
这些发现表明,与 AD 病因相关的遗传风险因素在 AD 大脑的细胞组成中具有特定的印记。我们的数字去卷积参考面板提供了对神经退行性变基础分子机制的更深入理解,使我们能够分析大型批量 RNA-seq 研究的细胞组成,并表明在进行转录组分析时校正细胞结构将为 AD 提供新的见解。