@article {69847, title = {Fast, accurate, and versatile data analysis platform for the quantification of molecular spatiotemporal signals.}, journal = {Cell}, year = {2025}, month = {2025 Apr 04}, abstract = {

Optical recording of intricate molecular dynamics is becoming an indispensable technique for biological studies, accelerated by the development of new or improved biosensors and microscopy technology. This creates major computational challenges to extract and quantify biologically meaningful spatiotemporal patterns embedded within complex and rich data sources, many of which cannot be captured with existing methods. Here, we introduce activity quantification and analysis (AQuA2), a fast, accurate, and versatile data analysis platform built upon advanced machine-learning techniques. It decomposes complex live-imaging-based datasets into elementary signaling events, allowing accurate and unbiased quantification of molecular activities and identification of consensus functional units. We demonstrate applications across a wide range of biosensors, cell types, organs, animal models, microscopy techniques, and imaging approaches. As exemplar findings, we show how AQuA2 identified drug-dependent interactions between neurons and astroglia, as well as distinct sensorimotor signal propagation patterns in the mouse spinal cord.

Preprint:\ https://doi.org/10.1101/2024.05.02.592259

}, issn = {1097-4172}, doi = {10.1016/j.cell.2025.03.012}, url = {https://doi.org/10.1016/j.cell.2025.03.012}, author = {Mi, Xuelong and Chen, Alex Bo-Yuan and Duarte, Daniela and Carey, Erin and Taylor, Charlotte R and Braaker, Philipp N and Bright, Mark and Almeida, Rafael G and Lim, Jing-Xuan and Ruetten, Virginia M S and Wang, Yizhi and Wang, Mengfan and Zhang, Weizhan and Zheng, Wei and Reitman, Michael E and Huang, Yongkang and Wang, Xiaoyu and Li, Lei and Deng, Hanfei and Shi, Song-Hai and Poskanzer, Kira E and Lyons, David A and Nimmerjahn, Axel and Ahrens, Misha B and Yu, Guoqiang} } @article {49023, title = {Aberrant calcium signaling in astrocytes inhibits neuronal excitability in a human Down syndrome stem cell model.}, journal = {Cell Reports}, volume = {24}, year = {2018}, month = {2018 Jul 10}, pages = {355-65}, abstract = {

Down syndrome (DS) is a genetic disorder that causes cognitive impairment. The staggering effects associated with an extra copy of human chromosome 21 (HSA21) complicates mechanistic understanding of DS pathophysiology. We examined the neuron-astrocyte interplay in a fully recapitulated HSA21 trisomy cellular model differentiated from DS-patient-derived induced pluripotent stem cells (iPSCs). By combining calcium imaging with genetic approaches, we discovered the functional defects of DS astroglia and their effects on neuronal excitability. Compared with control isogenic astroglia, DS astroglia exhibited more-frequent spontaneous calcium fluctuations, which reduced the excitability of co-cultured neurons. Furthermore, suppressed neuronal activity could be rescued by abolishing astrocytic spontaneous calcium activity either chemically by blocking adenosine-mediated signaling or genetically by knockdown of inositol triphosphate (IP3) receptors or S100B, a calcium binding protein coded on HSA21. Our results suggest a mechanism by which DS alters the function of astrocytes, which subsequently disturbs neuronal excitability.

}, doi = {10.1101/247585}, author = {Tian, Lin and Or, Grace and Wang, Yinxue and Shi, Guilai and Wang, Yizhi and Sun, Junqing and Papadopoulos, Stelios and Broussard, Gerard and Unger, Elizabeth and Deng, Wenbin and Weick, Jason and Bhattacharyya, Anita and Chen, Chao-Yin and Yu, Guoqiang and Looger, Loren L} }