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Intrusion detection technology can actively detect abnormal behaviors in the network and is important to the security of Industrial Internet of Things (IIOT). However, there are some issues with the current intrusion detection technology for IIOT, such as extreme imbalance in the number of samples of different classes in the dataset, redundant and meaningless features in the samples, and the inability of traditional intrusion detection methods to meet the requirements of detection accuracy in the increasingly complex IIOT. In view of the extreme imbalance of classes, this paper applies the hierarchical clustering algorithm to the under-sampling technology, which reduces the number of majority samples while reducing the loss of information of majority samples, and solves the problem of missing detection and false detection of minority samples caused by sample imbalance. In order to avoid feature redundancy and interference, this paper proposes an optimal feature selection algorithm based on greedy thought. This algorithm can obtain the optimal feature subset of each type of data in the data set, thus eliminating redundant and interfering features. Aiming at the problem of insufficient detection ability of traditional detection methods, this paper proposes a deep neural network intrusion detection model based on the parallel connection of global and local subnetworks. This model obtains the overall benchmark detection of the dataset through the deep neural network, and then strengthens the detection effect of each subclass through the parallel connection of subnetworks, greatly improving the performance of the intrusion detection algorithm. The experimental results show that the method described in this paper can improve the intrusion detection for IIOT. [ABSTRACT FROM AUTHOR]

Rapid dissemination of plasmid-borne polymyxin resistance mcr-1 genes threatens the efficacy of polymyxins. Acquisition of mcr-1 imposes a fitness cost on bacteria; identifying the molecular mechanisms underpinning this fitness cost will help in the development of adjunctive antimicrobial therapies that target polymyxin-resistant Gram-negative pathogens. Phenotypic assays and transcriptomics were acquired to investigate the impact of mcr-1 expression on membrane characteristics and transcriptomic responses in Escherichia coli TOP10 carrying the empty vector pBAD (TOP10+pBAD) and harbouring pBAD- mcr-1 (TOP10+pBAD- mcr-1). The overexpression of mcr-1 increased outer membrane permeability and caused membrane depolarisation, reflective of the transcriptomic results that showed downregulation of multiple genes involved in lipopolysaccharide core and O -antigen biosynthesis. Overexpression of mcr-1 also caused considerable gene expression changes in pathways involving carbohydrate metabolism (phosphotransferase system, pentose phosphate pathway, and pantothenate and coenzyme A biosynthesis), ABC transporters and intracellular responses to stress, especially those associated with oxidative and nucleic acid damage. Expression of mcr-1 also triggered the production of reactive oxygen species. These findings indicate that overexpression of mcr-1 results in persistent transcriptomic changes that primarily involve disruption to cell envelope synthesis via the reduction of LPS modifications, as well as dysregulation of carbon metabolism, redox balance and nucleic acids. These consequences of expression dysregulation may act as the main factors that impose a fitness cost with mcr-1 expression. [ABSTRACT FROM AUTHOR]

Toxoplasma gondii is widely distributed and can infect many species of warm-blooded animals, including swine. This study aimed to evaluate the prevalence of T. gondii in swines from the central of China. A total of 2798 samples, including 305 hearts, 2086 diaphragms, and 407 sera were collected from different swine in Henan Province, China. The modified agglutination test was used to detect antibodies against T. gondii in sera from jugular vein blood and heart blood (cut-off: 1:25), diaphragm juice (cut-off: 1:10). T. gondii DNA was screened from the digestive fluids of all diaphragm tissue samples and seropositive hearts, and attempt to isolate viable T. gondii strain by bioassay in mice. A total of 9.94% (278/2798) swine tested positive for T. gondii antibodies. Region, but not gender, was associated with T. gondi seropositivity in swine. T. gondii nucleic acid was not found in the tissue digestive fluids (2090 swines). Three groups of mice showed T. gondii antibodies after having been bioassayed with diaphragm samples (n = 81, which came from 2090 swine). No viable T. gondii strain was isolated from muscle of swine. This is the first large-scale survey T. gondi infection in swine from the central of China. Overall, the prevalence of viable T. gondii in swine was low. Nevertheless, T. gondii infection is present in swine from the central of China. Consumers may acquire T. gondii infection from ingestion of raw or undercooked pork. [ABSTRACT FROM AUTHOR]

• Chat knockdown severely affected larval development and pupal eclosion, but vacht RNAi only disrupted pupal eclosion. • Parental RNAi of chat or vacht would reduce egg production and completely inhibite egg hatchability in T. castaneum. • Reduction of chat or vacht decreased the resistance to carbofuran and dichlorvos. Choline acetyltransferase (ChAT) and vesicular acetylcholine transporter (VAChT) are essential enzymes for synthesizing and transporting acetylcholine (ACh). But their functions in metamorphosis, reproduction, and the insecticide susceptibility were poorly understood in the insects. To address these issues, we identified the orthologues of chat and vacht in Tribolium castaneum. Spatiotemporal expression profiling showed Chat has the highest expression at the early adult stage, while vacht shows peak expression at the early larval stage. Both of them were highly expressed at the head of late adult. RNA interference (RNAi) of chat and vacht both led to a decrease in ACh content at the late larval stage. It is observed that chat knockdown severely affected larval development and pupal eclosion, but vacht RNAi only disrupted pupal eclosion. Further, parental RNAi of chat or vacht led to 35 % or 30 % reduction in fecundity, respectively, and knockdown of them completely inhibited egg hatchability. Further analysis has confirmed that both the reduction in fecundity and hatchability caused through the maternal specificity in T. castaneum. Moreover, the transcript levels of chat and vacht were elevated after carbofuran or dichlorvos treatment. Reduction of chat or vacht decreased the resistance to carbofuran and dichlorvos. This study provides the evidence for chat and vacht not only involved in development and reproduction of insects but also could as the potential targets of insecticides. [ABSTRACT FROM AUTHOR]

Myosin Myo20 plays vital roles in the morphogenesis of wings and legs among insects, but the function and signalling of Myo20 remain unclear. We show that Myo20 regulates wing cell division, ecdysteroid and amino acid metabolism, and gene expression in Tribolium castaneum. By RNA-seq, we identified 582 differentially expressed genes (DEGs) between control and ds- Myo20 larvae of T. castaneum. Of these DEGs, silencing Myo20 significantly decreased the mRNA and protein levels of lowfat. During development, lowfat has the highest expression in early pupae and the lowest level in 1-day embryos. Tissue-specific analysis indicated that lowfat was abundantly expressed in the head, fat body and epidermis of late-stage larvae and in wings and legs of 1, 2 and 5-day pupae. Likewise, knockdown of lowfat affected wing and leg morphogenesis, ecdysteroid and amino acid metabolism, and gene expression in T. castaneum. Silencing Myo20 or lowfat activated CYP18A1 to degrade ecdysteroids, stimulated amino acids catabolism to increase the transcription of 4E-BP but reduce S6K and cycE expression. These results suggest that Lowfat works downstream of Myo20 to employ target of rapamycin (TOR) signalling for wing and leg morphogenesis in insects. [Display omitted] • Myo20 regulates wing cell proliferation, ecdysteroid and amino acid metabolism, and gene expression. • Lowfat functions downstream of Myo20. • Myo20 and lowfat work upstream of TOR signalling to regulate wing morphogenesis. [ABSTRACT FROM AUTHOR]