Publications by authors named "S Pokutta"

Article Synopsis
  • 5q-Spinal muscular atrophy (SMA) is a rare disease that can now be treated, presenting new challenges for pediatricians as treatment decisions evolve with disease-modifying therapies.
  • A data-driven machine learning approach was used to analyze a dataset of 84 SMA patients, focusing on predicting scoliosis by selecting relevant features through expert knowledge and statistical methods.
  • The study identified key predictors like motor function scores, age, weight, and various medical interventions, achieving a prediction accuracy of 82% using a Random Forest Classifier.
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Classical cadherins are transmembrane proteins whose extracellular domains link neighboring cells, and whose intracellular domains connect to the actin cytoskeleton via β-catenin and α-catenin. The cadherin-catenin complex transmits forces that drive tissue morphogenesis and wound healing. In addition, tension-dependent changes in αE-catenin conformation enables it to recruit the actin-binding protein vinculin to cell-cell junctions, which contributes to junctional strengthening.

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Sharing labeled data is crucial to acquire large datasets for various Deep Learning applications. In medical imaging, this is often not feasible due to privacy regulations. Whereas anonymization would be a solution, standard techniques have been shown to be partially reversible.

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α-Catenin binds directly to β-catenin and connects the cadherin-catenin complex to the actin cytoskeleton. Tension regulates α-catenin conformation. Actomyosin-generated force stretches the middle (M)-region to relieve autoinhibition and reveal a binding site for the actin-binding protein vinculin.

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Cell-cell and cell-matrix junctions transmit mechanical forces during tissue morphogenesis and homeostasis. α-Catenin links cell-cell adhesion complexes to the actin cytoskeleton, and mechanical load strengthens its binding to F-actin in a direction-sensitive manner. Specifically, optical trap experiments revealed that force promotes a transition between weak and strong actin-bound states.

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