@article {69422, title = {Fast, Accurate, and Versatile Data Analysis Platform for the Quantification of Molecular Spatiotemporal Signals}, journal = {bioRxiv}, year = {2024}, month = {2024 May 07}, 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 patterns embedded within complex and rich data sources. 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 range of biosensors (calcium, norepinephrine, ATP, acetylcholine, dopamine), cell types (astrocytes, oligodendrocytes, microglia, neurons), organs (brains and spinal cords), animal models (zebrafish and mouse), and imaging modalities (confocal, two-photon, light sheet). As exemplar findings, we show how AQuA2 identified drug-dependent interactions between neurons and astroglia, and distinct sensorimotor signal propagation patterns in the mouse spinal cord.

}, doi = {10.1101/2024.05.02.592259}, url = {https://www.biorxiv.org/content/early/2024/05/06/2024.05.02.592259}, author = {Xuelong Mi and Alex Bo-Yuan Chen and Daniela Duarte and Erin Carey and Charlotte R. Taylor and Philipp N. Braaker and Mark Bright and Rafael G. Almeida and Jing-Xuan Lim and Virginia M. Rutten and Wei Zheng and Mengfan Wang and Michael E. Reitman and Yizhi Wang and Kira E. Poskanzer and David A. Lyons and Axel Nimmerjahn and Misha B. Ahrens and Guoqiang Yu} } @article {67959, title = {Dimensionality reduction of calcium-imaged neuronal population activity}, journal = {Nature Computational Science}, year = {2023}, month = {2023 Jan 01}, abstract = {

Calcium imaging has been widely adopted for its ability to record from large neuronal populations. To summarize the time course of neural activity, dimensionality reduction methods, which have been applied extensively to population spiking activity, may be particularly useful. However, it is unclear if the dimensionality reduction methods applied to spiking activity are appropriate for calcium imaging. We thus carried out a systematic study of design choices based on standard dimensionality reduction methods. We also developed a novel method to perform deconvolution and dimensionality reduction simultaneously (termed CILDS). CILDS most accurately recovered the single-trial, low-dimensional time courses from calcium imaging that would have been recovered from spiking activity. CILDS also outperformed the other methods on calcium imaging recordings from larval zebrafish and mice. More broadly, this study represents a foundation for summarizing calcium imaging recordings of large neuronal populations using dimensionality reduction in diverse experimental settings.

}, doi = {10.1038/s43588-022-00390-2}, url = {https://doi.org/10.1038/s43588-022-00390-2}, author = {Tze Hui Koh and William E. Bishop and Takashi Kawashima and Brian B. Jeon and Ranjani Srinivasan and Sandra J. Kuhlman and Misha B. Ahrens and Steven M. Chase and Byron M. Yu} } @article {69126, title = {Ketamine modulates a norepinephrine-astroglial circuit to persistently suppress futility-induced passivity.}, journal = {bioRxiv}, year = {2023}, month = {2023 Dec 29}, abstract = {

Mood-altering compounds hold promise for the treatment of many psychiatric disorders, such as depression, but connecting their molecular, circuit, and behavioral effects has been challenging. Here we find that, analogous to effects in rodent learned helplessness models, ketamine pre-exposure persistently suppresses futility-induced passivity in larval zebrafish. While antidepressants are thought to primarily act on neurons, brain-wide imaging in behaving zebrafish showed that ketamine elevates intracellular calcium in astroglia for many minutes, followed by persistent calcium downregulation post-washout. Calcium elevation depends on astroglial α1-adrenergic receptors and is required for suppression of passivity. Chemo-/optogenetic perturbations of noradrenergic neurons and astroglia demonstrate that the aftereffects of glial calcium elevation are sufficient to suppress passivity by inhibiting neuronal-astroglial integration of behavioral futility. Imaging in mouse cortex reveals that ketamine elevates astroglial calcium through conserved pathways, suggesting that ketamine exerts its behavioral effects by persistently modulating evolutionarily ancient neuromodulatory systems spanning neurons and astroglia.

}, doi = {10.1101/2022.12.29.522099}, url = {https://doi.org/10.1101/2022.12.29.522099}, author = {Marc Duque and Alex B. Chen and Eric Hsu and Sujatha Narayan and Altyn Rymbek and Shahinoor Begum and Gesine Saher and Adam E. Cohen and David E. Olson and David A. Prober and Dwight E. Bergles and Mark C. Fishman and Florian Engert and Misha B. Ahrens} }