An efficient ANN SoC for detecting Alzheimer's disease based on recurrent computing.

Alzheimer's Disease (AD) is an irreversible, degenerative condition that, while incurable, can have its progression slowed or impeded. While there are numerous methods utilizing neural networks for AD detection, there is a scarcity of High-performance AD detection chips. Moreover, excessively complex neural networks are not conducive to on-chip implementation and clinical applications. This study addresses the challenges of high misdiagnosis rates and significant hardware costs inherent in traditional AD detection techniques. A novel and efficient AD detection framework based on a recurrent computational strategy is proposed. The framework harnesses an Artificial Neural Network (ANN) embedded within a System on Chip (SoC) to perform sophisticated Electroencephalogram (EEG) analysis. The approach began by employing a reduced IEEE754 single-precision encoding method to hardware-encode the preprocessed EEG data, thereby minimizing the memory storage area. Next, data remapping techniques were utilized to ensure the continuity of the input data read addresses and reduce the memory access pressure during neural network computations. Subsequently, hierarchical and Processing Element (PE) reuse technologies were leveraged to perform the multiply-accumulate operations of the ANN. Finally, a step function was chosen to establish binary classification circuits dedicated to AD detection. Experimental results indicate that the optimized SoC achieves a 70 % reduction in area and a 50 % reduction in power consumption compared to traditional designs. For various neural network models, the detection model proposed in this paper incurs less overhead, with a training speed 3 to 4 times faster than other traditional models, and a high accuracy rate of 98.53 %.

Design, Synthesis, and Biological Evaluation of Eukaryotic Initiation Factor 2B (eIF2B) Activators.

The eukaryotic initiation factor 2B (eIF2B) is a key regulator in protein-regulated signaling pathways and is closely related to the function of the central nervous system. Modulating eIF2B could retard the process of neurodegenerative diseases, including Alzheimer's disease (AD), amyotrophic lateral sclerosis (ALS), and vanishing white matter disease (VWM) et al. Here, we designed and synthesized a series of novel eIF2B activators containing oxadiazole fragments. The activating effects of compounds on eIF2B were investigated through testing the inhibition of ATF4 expression. Of all the targeted compounds, compounds 21 and 29 exhibited potent inhibition on ATF4 expression with IC50 values of 32.43 nM and 47.71 nM, respectively, which were stronger than that of ISRIB (IC50=67.90 nM). ATF4 mRNA assay showed that these two compounds could restore ATF4 mRNA to normal levels in thapsigargin-stimulated HeLa cells. Protein Translation assay showed that both compounds were effective in restoring protein synthesis. Compound potency assay showed that both compounds had similar potency to ISRIB with EC50 values of 5.844 and 37.70 nM. Cytotoxicity assay revealed that compounds 21 and 29 had low toxicity and were worth further investigation.

Comparison of domestic infantile type video intubationscope and stethoscope in positioning of double-lumen endobronchial tube / 中国内镜杂志

Objective To compare the effect of the domestic infantile type video intubationscope (VIS) and stethoscope in positioning of double-lumen endobronchial tube (DLT). Methods 100 cases of patients underwent elective thoracic surgery requiring single lung ventilation were randomly divided into two groups: domestic infantile type video intubationscope group (group V) and stethoscope group (group S), with 50 cases in each. After intubating with a DLT, the positions of DLT were judged and adjusted by VIS (group V) and stethoscope (group S) respectively, and then reviewed by fiberoptic bronchoscopy (FOB), the positioning time and accuracy were recorded. Results Comparing with the group S, the positioning time of DLT was significantly shorter and the total positioning accuracy of DLT was significantly higher in group V (P < 0.05). Conclusion It is easy and quickly, high accuracy with domestic infantile type video intubationscope in positioning of DLT, which is worthy of clinical popularization and application.

Comparison of domestic infantile type video intubationscope and stethoscope in positioning of double-lumen endobronchial tube / 中国内镜杂志

Objective To compare the effect of the domestic infantile type video intubationscope (VIS) and stethoscope in positioning of double-lumen endobronchial tube (DLT). Methods 100 cases of patients underwent elective thoracic surgery requiring single lung ventilation were randomly divided into two groups: domestic infantile type video intubationscope group (group V) and stethoscope group (group S), with 50 cases in each. After intubating with a DLT, the positions of DLT were judged and adjusted by VIS (group V) and stethoscope (group S) respectively, and then reviewed by fiberoptic bronchoscopy (FOB), the positioning time and accuracy were recorded. Results Comparing with the group S, the positioning time of DLT was significantly shorter and the total positioning accuracy of DLT was significantly higher in group V (P < 0.05). Conclusion It is easy and quickly, high accuracy with domestic infantile type video intubationscope in positioning of DLT, which is worthy of clinical popularization and application.