Publications by authors named "L Kunkel"

Pathogenic variants in HMGCR were recently linked to a limb-girdle muscular dystrophy (LGMD) phenotype. The protein product HMG CoA reductase (HMGCR) catalyzes a key component of the cholesterol synthesis pathway. The two other muscle diseases associated with HMGCR, statin-associated myopathy (SAM) and autoimmune anti-HMGCR myopathy, are not inherited in a Mendelian pattern.

View Article and Find Full Text PDF

Dystrophin-deficient zebrafish larvae are a small, genetically tractable vertebrate model of Duchenne muscular dystrophy well suited for early stage therapeutic development. However, current approaches for evaluating their impaired mobility, a physiologically relevant therapeutic target, are characterized by low resolution and high variability. To address this, we used high speed videography and deep learning-based markerless motion capture to develop linked-segment models of larval escape response (ER) swimming.

View Article and Find Full Text PDF
Article Synopsis
  • The rise of Generative Adversarial Networks (GANs) has prompted more theoretical research, especially regarding Wasserstein GANs, known for better dimension reduction.
  • Current statistical insights on the original Vanilla GANs are limited and often rely on specific conditions, like smooth activation functions and matching dimensions of latent and ambient spaces.
  • This study links Vanilla GANs to Wasserstein distance, allowing us to adapt existing Wasserstein GAN results to Vanilla GANs, leading to a useful oracle inequality and convergence rates for common neural network architectures.
View Article and Find Full Text PDF

Introduction/aims: Heterogeneous nuclear ribonucleoprotein A1 is involved in nucleic acid homeostatic functions. The encoding gene HNRNPA1 has been associated with several neuromuscular disorders including an amyotrophic lateral sclerosis-like phenotype, distal hereditary motor neuropathy, multisystem proteinopathy, and various myopathies. We report two unrelated individuals with monoallelic stop loss variants affecting the same codon of HNRNPA1.

View Article and Find Full Text PDF