Mechanical neural networks: Architected materials that learn behaviors.

Aside from some living tissues, few materials can autonomously learn to exhibit desired behaviors as a consequence of prolonged exposure to unanticipated ambient loading scenarios. Still fewer materials can continue to exhibit previously learned behaviors in the midst of changing conditions (e.g., rising levels of internal damage, varying fixturing scenarios, and fluctuating external loads) while also acquiring new behaviors best suited for the situation at hand. Here, we describe a class of architected materials, called mechanical neural networks (MNNs), that achieve such learning capabilities by tuning the stiffness of their constituent beams similar to how artificial neural networks (ANNs) tune their weights. An example lattice was fabricated to demonstrate its ability to learn multiple mechanical behaviors simultaneously, and a study was conducted to determine the effect of lattice size, packing configuration, algorithm type, behavior number, and linear-versus-nonlinear stiffness tunability on MNN learning as proposed. Thus, this work lays the foundation for artificial-intelligent (AI) materials that can learn behaviors and properties.

Racial inequality in COVID-treatment and in-hospital length of stay in the US over time.

Introduction: Demonstrated health inequalities persist in the United States. SARS-CoV-2 (COVID) has been no exception, with access to treatment and hospitalization differing across race or ethnic groups. Here, we aim to assess differences in treatment with remdesivir and hospital length of stay across the four waves of the pandemic. Materials and methods: Using a subset of the Truveta data, we examine the odds ratio (OR) of in-hospital remdesivir treatment and risk ratio (RR) of in-hospital length of stay between Black or African American (Black) to White patients. We adjusted for confounding factors, such as age, sex, and comorbidity status. Results: There were statistically significant lower rates of remdesivir treatment and longer in-hospital length of stay comparing Black patients to White patients early in the pandemic (OR for treatment: 0.88, 95% confidence interval [CI]: 0.80, 0.96; RR for length of stay: 1.17, CI: 1.06, 1.21). Rates became close to parity between groups as the pandemic progressed. Conclusion: While inpatient remdesivir treatment rates increased and length of stay decreased over the beginning course of the pandemic, there are still inequalities in patient care.

Neurodevelopmental effects of chronic exposure to elevated levels of pro-inflammatory cytokines in a developing visual system.

BACKGROUND: Imbalances in the regulation of pro-inflammatory cytokines have been increasingly correlated with a number of severe and prevalent neurodevelopmental disorders, including autism spectrum disorder, schizophrenia and Down syndrome. Although several studies have shown that cytokines have potent effects on neural function, their role in neural development is still poorly understood. In this study, we investigated the link between abnormal cytokine levels and neural development using the Xenopus laevis tadpole visual system, a model frequently used to examine the anatomical and functional development of neural circuits. RESULTS: Using a test for a visually guided behavior that requires normal visual system development, we examined the long-term effects of prolonged developmental exposure to three pro-inflammatory cytokines with known neural functions: interleukin (IL)-1beta, IL-6 and tumor necrosis factor (TNF)-alpha. We found that all cytokines affected the development of normal visually guided behavior. Neuroanatomical imaging of the visual projection showed that none of the cytokines caused any gross abnormalities in the anatomical organization of this projection, suggesting that they may be acting at the level of neuronal microcircuits. We further tested the effects of TNF-alpha on the electrophysiological properties of the retinotectal circuit and found that long-term developmental exposure to TNF-alpha resulted in enhanced spontaneous excitatory synaptic transmission in tectal neurons, increased AMPA/NMDA ratios of retinotectal synapses, and a decrease in the number of immature synapses containing only NMDA receptors, consistent with premature maturation and stabilization of these synapses. Local interconnectivity within the tectum also appeared to remain widespread, as shown by increased recurrent polysynaptic activity, and was similar to what is seen in more immature, less refined tectal circuits. TNF-alpha treatment also enhanced the overall growth of tectal cell dendrites. Finally, we found that TNF-alpha-reared tadpoles had increased susceptibility to pentylenetetrazol-induced seizures. CONCLUSIONS: Taken together our data are consistent with a model in which TNF-alpha causes premature stabilization of developing synapses within the tectum, therefore preventing normal refinement and synapse elimination that occurs during development, leading to increased local connectivity and epilepsy. This experimental model also provides an integrative approach to understanding the effects of cytokines on the development of neural circuits and may provide novel insights into the etiology underlying some neurodevelopmental disorders.

Visual avoidance in Xenopus tadpoles is correlated with the maturation of visual responses in the optic tectum.

The optic tectum is central for transforming incoming visual input into orienting behavior. Yet it is not well understood how this behavior is organized early in development and how it relates to the response properties of the developing visual system. We designed a novel behavioral assay to study the development of visually guided behavior in Xenopus laevis tadpoles. We found that, during early development, visual avoidance-an innate, tectally mediated behavior-is tuned to a specific stimulus size and is sensitive to changes in contrast. Using in vivo recordings we found that developmental changes in the spatial tuning of visual avoidance are mirrored by changes in tectal receptive field sharpness and the temporal properties of subthreshold visual responses, whereas contrast sensitivity is affected by the gain of the visual response. We also show that long- and short-term perturbations of visual response properties predictably alter behavioral output. We conclude that our assay for visual avoidance is a useful functional measure of the developmental state of the tectal circuitry. We use this assay to show that the developing visual system is tuned to facilitate behavioral output and that the system can be modulated by neural activity, allowing it to adapt to environmental changes it encounters during development.

Identification of the neuropeptide content of individual rat neurohypophysial terminals.

The objective of this study was to develop a method that could reliably determine the arginine vasopressin (AVP) and/or oxytocin (OT) content of individual rat neurohypophysial terminals (NHT) >or=5 microm in diameter, the size used for electrophysiological recordings. We used a commercially available, highly sensitive enzyme-linked immunoassay (ELISA) kit with a sensitivity of 0.25 pg to AVP and of 1.0pg to OT. The NHT content of AVP (2.21+/-0.10 pg) was greater than OT (1.77+/-0.08 pg) and increased with terminal size. AVP-positive terminals (10.2+/-0.21 microm) were larger in diameter than OT-positive terminals (9.1+/-0.24 microm). Immunocytochemical techniques indicated that a higher percentage (58%) of smaller terminals contained OT, and that a higher percentage (42%) of larger NHTs were colabeled. Similar percentages of AVP-positive terminals were obtained between immunocytochemical (73%) and ELISA (72%) methods when NHTs were assayed for AVP alone, but there was a higher percentage of OT terminals when using immunocytochemistry (43%) compared to ELISA (26%). The percent of AVP-positive (60%) and OT-positive (18%) terminals decreased when NHT were assayed for both AVP and OT. Therefore, the best method to reliably identify AVP-positive NHTs is to assay only for AVP, since this allows the conclusion that AVP-negative terminals contain only OT.