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Journal: Advanced Science
Article Title: Deep Learning‐Based Ion Channel Kinetics Analysis for Automated Patch Clamp Recording
doi: 10.1002/advs.202404166
Figure Lengend Snippet: Overview of the proposed method for ion channel kinetics analysis. A) Ion channels on the cell membrane and the whole‐cell configuration for acquiring ion channel currents. B) Anomaly detection for filtering out anomalous recordings and neural networks for recording multi‐class classification. C) Six representative traces of whole‐cell voltage‐clamp recordings: (I) typical ion channel activity; (II) unsustainable outward currents of non‐inactivation activity; (III) slow‐rising current due to the absence of fast inactivation activity; (IV) the presence of slow activation/inactivation activity; (V) disorder channel activity with overlapping currents; and (VI) observation of hyperpolarization‐activated cyclic nucleotide‐gated activity. D) The artificial intelligence framework analyzed recordings to assess the inhibitory effects of memantine on endogenous ion channels, providing kinetics data for drug screening in neurodegenerative diseases. The evoked ion channel activities (red curves) and non‐evoked response currents (black curves) illustrate the effects of the drug. E) The artificial intelligence framework investigated nanomatrix‐induced NSCs differentiation by identifying neurophysiological properties. The activity of evoked sodium and potassium ion channels indicates the functional properties of the neuronal cells.
Article Snippet: To assess the effectiveness and generalizability of our framework in real‐world applications, we acquired newly unseen whole‐cell recordings from
Techniques: Membrane, Activity Assay, Activation Assay, Drug discovery, Functional Assay
Journal: PLoS ONE
Article Title: Generation and Characterisation of Friedreich Ataxia YG8R Mouse Fibroblast and Neural Stem Cell Models
doi: 10.1371/journal.pone.0089488
Figure Lengend Snippet: a ) NSC appeared as “Neurospheres” after 10–14 days of culture with NSC medium supplemented with rhEGF and rhFGF growth factors (10X magnification). b) The differentiation of NSCs was induced by incubating the cells in the NSC medium with differentiation supplements. The early stages of the differentiation, where mixed cells are seen emerging from the neurospheres (10X magnification). Scale bars = 100 µm.
Article Snippet: NSC differentiation medium consisted of NSC basal medium and 10%
Techniques: