Skeletal muscle is critical to whole-body functionality and homeostasis. The mammalian /mechanistic target of rapamycin complex 1 (mTORC1) is a nutrient and growth/factor sensitive positive regulator of skeletal muscle mass. Amongst other substrates, mTORC1 phosphorylates the ribosomal protein S6 kinase (S6K1). Activated S6K1 acts through multiple effectors, including programmed cell death 4 (PDCD4), to activate mRNA translation and protein synthesis. Much of what is known about PDCD4 is in non-muscle cells. We previously demonstrated that the effect of PDCD4 differs between myoblasts and myotubes. Here, we showed that PDCD4 depletion in L6 and C2C12 myotubes enhanced myotube diameter (+36%) and accumulation of myofibrillar proteins (+163 to 237%). These effects occurred along with increased phosphorylation of AKTser473 (+85%) and of the mTORC1 substrate S6K1thr389 (+152%), but protein synthesis was suppressed. There was increased phosphorylation of FoxO3aser253 (+250%) and a corresponding reduction in the expression of the muscle protein ubiquitin ligase MuRF1 (44%), but there was no significant effect on measures of proteolysis or autophagy. In starved myotubes treated with the proteasome inhibitor MG132, accumulation of ubiquitinated proteins was attenuated in PDCD4-depleted cells. PDCD4 depletion did not augment measures of myotube contraction but was associated with reduced ATP and intracellular amino acid levels. Finally, AKT inhibition partially attenuated the effect of PDCD4 depletion on myofibrillar protein abundance. In summary, myofibrillar protein accumulation in PDCD 4-depleted myotubes did not lead to improved myotube function, likely due to reduced energy level. Our data point to a pivotal role for PDCD4 in regulating myotube size and metabolism.
The Hidden Power of Normalization: Exponential Capacity Control in Deep Neural Networks
arXiv:2511.00958v1 Announce Type: cross Abstract: Normalization methods are fundamental components of modern deep neural networks (DNNs). Empirically, they are known to stabilize optimization dynamics and

