Research

Academic Outputs

Domain-specific AI segmentation of IMPDH2 rod/ring structures in mouse embryonic stem cells

This study developed an AI model to automatically identify and measure specific structures (rods and rings) in stem cell images. The model achieved high accuracy, making it easier for researchers to analyze complex biological data.

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DeepGANnel: Synthesis of fully annotated single molecule patch-clamp data using generative adversarial networks

We created a tool that uses artificial intelligence to generate realistic, simulated data for ion channels in cells. This helps scientists train better analysis models without needing vast amounts of difficult-to-obtain experimental data.

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Peroxiredoxin 2 mediates redox-stimulated adaptations to oxidative phosphorylation induced by contractile activity in human skeletal muscle myotubes

This research explores how a specific protein, Peroxiredoxin 2, helps human muscle cells adapt to the stress of exercise. By acting as a messenger, it triggers changes that help muscles produce energy more efficiently after activity.

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