Li Yuanxi, Torok Justin, Ding Jessica, Wang Ning, Lau Courtney, Kulkarni Shruti, Anand Chaitali, Tran Julie, Cheng Michael, Lo Claire, Lu Binbin, Sun Yanzi, Yang Xia, Raj Ashish, Peng Chao
bioRxiv. 2025 Mar 13:2025.03.11.642462. doi: 10.1101/2025.03.11.642462.
Previous studies have suggested that pathological α-synuclein (α-Syn) mainly transmits along the neuronal network, but several key questions remain unanswered: (1) How many and which connections in the connectome are necessary for predicting the progression of pathological α-Syn? (2) How to identify risk gene that affects pathology spreading functioning at presynaptic or postsynaptic regions, and are these genes enriched in different cell types? Here, we addressed these key questions with novel mathematical models. Strikingly, the spreading of pathological α-Syn is predominantly determined by the key subnetworks composed of only 2% of the strongest connections in the connectome. We further explored the genes that are responsible for the selective vulnerability of different brain regions to transmission to distinguish the genes that play roles in presynaptic from those in postsynaptic regions. Those risk genes were significantly enriched in microglial cells of presynaptic regions and neurons of postsynaptic regions. Gene regulatory network analyses were then conducted to identify 'key drivers' of genes responsible for selective vulnerability and overlapping with Parkinson's disease risk genes. By identifying and discriminating between key gene mediators of transmission operating at presynaptic and postsynaptic regions, our study has demonstrated for the first time that these are functionally distinct processes.
先前的研究表明,病理性α-突触核蛋白(α-Syn)主要沿神经网络传播,但仍有几个关键问题未得到解答:(1)连接组中哪些连接以及多少连接对于预测病理性α-Syn的进展是必要的?(2)如何识别影响病理传播的风险基因,这些基因在突触前或突触后区域发挥作用,并且这些基因在不同细胞类型中是否富集?在这里,我们用新的数学模型解决了这些关键问题。令人惊讶的是,病理性α-Syn的传播主要由连接组中仅2%的最强连接组成的关键子网决定。我们进一步探索了导致不同脑区对传播具有选择性易感性的基因,以区分在突触前起作用的基因和在突触后区域起作用的基因。这些风险基因在突触前区域的小胶质细胞和突触后区域的神经元中显著富集。然后进行基因调控网络分析,以识别负责选择性易感性且与帕金森病风险基因重叠的基因的“关键驱动因素”。通过识别和区分在突触前和突触后区域起作用的关键基因介导物,我们的研究首次证明这些是功能不同的过程。