Deep Learning-Enhanced Internet of Things for Activity Recognition in Post-Stroke Rehabilitation.

Wearable sensors provide a more effective means of activity monitoring and management by recording patients' daily activity data for assessing their daily function and rehabilitation progress, as well as providing a convenient and practical solution for human activity recognition (HAR). However, during the motor rehabilitation of stroke patients, sensors provide vast amounts of high-dimensional data that are large and complex. To enhance the accuracy of activity monitoring and identification, as well as address the limitations of real-time processing, data visualization, and tracking in conventional monitoring approaches, it is essential to perform valid data processing and analysis.

The complete mitochondrial genome and phylogenetic analysis of Li, Mao & Lu, 2002 (Cypriniformes: Xenocyprididae).

is a native and rare fish in Yunnan. In this study, the complete mitochondrial genome of was sequenced and published for a total of 16,614 bp, including 13 protein-coding genes, 22 transfer RNAs, two ribosomal RNAs, and one control region. The phylogenetic analysis based on the complete mitochondrial genome showed that belongs to the clade of the genus and was sister to the clade of .

The complete mitochondrial genome of Regan, 1907 (Siluriformes: Siluridae), a native catfish in Fuxian Lake.

In this study, the whole mitochondrial genome of was reported to be 16,518 bp in length, including 13 protein-coding genes, two ribosomal RNAs, 22 transfer RNAs, and one control region. The phylogenetic analysis based on 13 protein-coding genes showed that was sister to clade of and . A total of 81 bases differences were identified in COI barcoding region, which could be used for species identification in catfish.

Comparative Transcriptome Analysis Reveals Differentially Expressed Genes and Signaling Pathways Between Male and Female Red-Tail Catfish (Mystus wyckioides).

Sexual dimorphism is widespread in fish species. The red-tail catfish (Mystus wyckioides) is a commercially important catfish in the lower reaches of the Lancang River and the Mekong basin, and it shows a growth advantage in males. Here, RNA-seq was for the first time used to explore the gene expression difference between the sexes in the hypothalamus and pituitary of red-tail catfish, respectively.