SynBot is an Open-source Image Analysis Software for Automated Quantification of Synapses
Overview
Affiliations
The formation of precise numbers of neuronal connections, known as synapses, is crucial for brain function. Therefore, synaptogenesis mechanisms have been one of the main focuses of neuroscience. Immunohistochemistry is a common tool for visualizing synapses. Thus, quantifying the numbers of synapses from light microscopy images enables screening the impacts of experimental manipulations on synapse development. Despite its utility, this approach is paired with low-throughput analysis methods that are challenging to learn, and the results are variable between experimenters, especially when analyzing noisy images of brain tissue. We developed an open-source ImageJ-based software, SynBot, to address these technical bottlenecks by automating the analysis. SynBot incorporates the advanced algorithms ilastik and SynQuant for accurate thresholding for synaptic puncta identification, and the code can easily be modified by users. The use of this software will allow for rapid and reproducible screening of synaptic phenotypes in healthy and diseased nervous systems.
Structural neural plasticity evoked by rapid-acting antidepressant interventions.
Liao C, Dua A, Wojtasiewicz C, Liston C, Kwan A Nat Rev Neurosci. 2024; 26(2):101-114.
PMID: 39558048 PMC: 11892022. DOI: 10.1038/s41583-024-00876-0.
Astrocytic LRRK2 Controls Synaptic Connectivity via Regulation of ERM Phosphorylation.
Wang S, Baumert R, Sejourne G, Bindu D, Dimond K, Sakers K bioRxiv. 2024; .
PMID: 39253496 PMC: 11383028. DOI: 10.1101/2023.04.09.536178.
NeurostimML: a machine learning model for predicting neurostimulation-induced tissue damage.
Li Y, Frederick R, George D, Cogan S, Pancrazio J, Bleris L J Neural Eng. 2024; 21(3).
PMID: 38885676 PMC: 11641559. DOI: 10.1088/1741-2552/ad593e.
Sexual dimorphism in histamine regulation of striatal dopamine.
Van Zandt M, Pittenger C bioRxiv. 2024; .
PMID: 38826392 PMC: 11142073. DOI: 10.1101/2024.05.20.595049.
Astrocyte-secreted neurocan controls inhibitory synapse formation and function.
Irala D, Wang S, Sakers K, Nagendren L, Ulloa Severino F, Bindu D Neuron. 2024; 112(10):1657-1675.e10.
PMID: 38574730 PMC: 11098688. DOI: 10.1016/j.neuron.2024.03.007.