Nikhil K L, Singhal Bharat, Granados-Fuentes Daniel, Li Jr-Shin, Kiss István Z, Herzog Erik D
Department of Biology, Washington University in Saint Louis, USA.
Department of Electrical and Systems Engineering, Washington University in Saint Louis, USA.
bioRxiv. 2024 Dec 17:2024.12.06.627294. doi: 10.1101/2024.12.06.627294.
Circadian rhythms in mammals arise from the spatiotemporal synchronization of ~20,000 neuronal clocks in the Suprachiasmatic Nucleus (SCN). While anatomical, molecular, and genetic approaches have revealed diverse cell types and signaling mechanisms, the network wiring that enables SCN cells to communicate and synchronize remains unclear. To overcome the challenges of revealing functional connectivity from fixed tissue, we developed MITE (Mutual Information & Transfer Entropy), an information theory approach that infers directed cell-cell connections with high fidelity. By analyzing 3447 hours of continuously recorded clock gene expression from 9011 cells in 17 mice, we found that the functional connectome of SCN was highly conserved bilaterally and across mice, sparse, and organized into a dorsomedial and a ventrolateral module. While most connections were local, we discovered long-range connections from ventral cells to cells in both the ventral and dorsal SCN. Based on their functional connectivity, SCN cells can be characterized as circadian signal generators, broadcasters, sinks, or bridges. For example, a subset of VIP neurons acts as hubs that generate circadian signals critical to synchronize daily rhythms across the SCN neural network. Simulations of the experimentally inferred SCN networks recapitulated the stereotypical dorsal-to-ventral wave of daily PER2 expression and ability to spontaneously synchronize, revealing that SCN emergent dynamics are sculpted by cell-cell connectivity. We conclude that MITE provides a powerful method to infer functional connectomes, and that the conserved architecture of cell-cell connections mediates circadian synchrony across space and time in the mammalian SCN.
哺乳动物的昼夜节律源自视交叉上核(SCN)中约20,000个神经元时钟的时空同步。虽然解剖学、分子和遗传学方法已经揭示了多种细胞类型和信号传导机制,但使SCN细胞能够进行通信和同步的网络连接仍不清楚。为了克服从固定组织中揭示功能连接性的挑战,我们开发了MITE(互信息与转移熵),这是一种信息论方法,能够以高保真度推断细胞间的定向连接。通过分析来自17只小鼠的9011个细胞连续记录的3447小时时钟基因表达,我们发现SCN的功能连接组在两侧和不同小鼠之间高度保守、稀疏,并组织成背内侧和腹外侧模块。虽然大多数连接是局部的,但我们发现了从腹侧细胞到腹侧和背侧SCN细胞的长程连接。基于其功能连接性,SCN细胞可被表征为昼夜节律信号发生器、传播者、汇聚点或桥梁。例如,一部分VIP神经元充当枢纽,产生对整个SCN神经网络同步日常节律至关重要的昼夜节律信号。对实验推断的SCN网络的模拟重现了每日PER2表达的典型背腹波以及自发同步的能力,揭示了SCN的涌现动态是由细胞间连接塑造的。我们得出结论,MITE提供了一种强大的方法来推断功能连接组,并且细胞间连接的保守结构介导了哺乳动物SCN中跨时空的昼夜同步。