Category Archives: Data analysis

Large-scale calcium imaging & noise levels

Calcium imaging based on two-photon scanning microscopy is a standard method to record the activity of neurons in the living brain. Due to the point-scanning approach, sampling speed is limited and the dwell time on a single neuron reduces with … Continue reading

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5 reasons why to use Cascade for spike inference

Our paper on A database and deep learning toolbox for noise-optimized, generalized spike inference from calcium imaging is out now in Nature Neuroscience. It consists of a large and diverse ground truth database with simultaneous calcium imaging and juxtacellular recordings … Continue reading

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Online spike rate inference with Cascade

To infer spike rates from calcium imaging data for a time point t, knowledge about the calcium signal both before and after time t is required. Our algorithm Cascade (Github) uses by default a window that is symmetric in time … Continue reading

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Temporal dispersion of spike rates from deconvolved calcium imaging data

On Twitter, Richie Hakim asked whether the toolbox Cascade for spike inference (preprint, Github) induces temporal dispersion of the predicted spiking activity compared to ground truth. This kind of temporal dispersion had been observed in a study from last year … Continue reading

Posted in Calcium Imaging, Data analysis, machine learning, Microscopy, Neuronal activity | Tagged , , | 1 Comment

Annual report of my intuition about the brain (2020)

How does the brain work and how can we understand it? I want to make it a habit to report some of the thoughts about the brain that marked me most during the past twelve month at the end of … Continue reading

Posted in Data analysis, machine learning, Network analysis, Neuronal activity, Reviews | Tagged , , , | 2 Comments

Interview with Bruno Pichler

Bruno Pichler studied medicine, obtained a PhD in neuroscience, worked in the labs of Arthur Konnerth, Tom Mrsic-Flogel and Troy Margrie, and was R&D manager at Scientifica, before founding his own company, INSS, “to provide the international neuroscience community with … Continue reading

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Simultaneous calcium imaging and extracellular recording from the same neuron

Calcium imaging is a powerful method to record from many neurons simultaneously. But what do the recorded signals really mean? This question can only be properly addressed by experiments which record both calcium signals and action potentials from the same … Continue reading

Posted in Calcium Imaging, Data analysis, electrophysiology, machine learning, Microscopy, Neuronal activity, zebrafish | Tagged , , , , | Leave a comment

Discrepancies between calcium imaging and extracellular ephys recordings

To record the activity from a population of neurons, calcium imaging and extracellular recordings with small electrodes are the two most widely used methods that are still able to disentangle the contributions from single units. Here, I would like to … Continue reading

Posted in Calcium Imaging, Data analysis, electrophysiology, Imaging, Network analysis, Neuronal activity, Reviews | Tagged , | 1 Comment

Matlab magic spells

Most neuroscientists who analyze their data themselves use either Matlab or Python or both – the use of R is much less common than in other fields of biology. I’ve been working with Matlab on a daily basis for >10 … Continue reading

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Annual report of my intuition about the brain (2019)

How does the brain work and how can we understand it? I want to make it a habit to report some of the thoughts about the brain that marked me most during the past twelve month at the end of … Continue reading

Posted in Calcium Imaging, Data analysis, electrophysiology, machine learning, Network analysis, Neuronal activity, Review | Tagged , , , , , , , | 8 Comments