Using Machine Learning Methods to Provision Virtual Sensors in Sensor-Cloud.

The advent of sensor-cloud technology alleviates the limitations of traditional wireless sensor networks (WSNs) in terms of energy, storage, and computing, which has tremendous potential in various agricultural internet of things (IoT) applications. In the sensor-cloud environment, virtual sensor provisioning is an essential task. It chooses physical sensors to create virtual sensors in response to the users' requests. Considering the capricious meteorological environment of the outdoors, this paper presents an measurements similarity-based virtual-sensor provisioning scheme by taking advantage of machine learning in data analysis. First, to distinguish the changing trends, we classified all the physical sensors into several categories using historical data. Then, the k-means clustering algorithm was exploited for each class to cluster the physical sensors with high similarity. Finally, one representative physical sensor from each cluster was selected to create the corresponding virtual sensors. The experimental results show the reformation of our scheme with respect to energy efficiency, network lifetime, and data accuracy compared with the benchmark schemes.

Downregulation of SLC5A8 inhibits hepatocellular carcinoma progression through regulation of Wnt/ß-catenin signaling.

SLC5A8 has been shown to be associated with a large number of cancer progressions. However, the biological functions of SLC5A8 in hepatocellular carcinoma (HCC) remain largely unclear. Therefore, we performed this research to explore the functions of SLC5A8 in HCC progression. In this study, SLC5A8 protein and mRNA expression were examined by immunohistochemistry and quantitative real-time PCR, respectively, and we found significantly lower expression levels in HCCs than in the corresponding normal liver tissues. Low SLC5A8 expression was significantly correlated with the clinicopathological features of HCC patients. Patients with low SLC5A8 expression have a shorter overall survival time. This interpretation is confirmed by the results obtained from our in vitro experiments; functional assays indicated that overexpression of SLC5A8, by infection with a recombinant plasmid containing SLC5A8, significantly suppressed HCC cell growth, invasion, and migration and induced HCC cell apoptosis. Moreover, the expression levels of beta-catenin, cyclin D1, c-Myc, MMP-2, and FAK detected by western blotting were downregulated in SLC5A8-transfected HCC cells compared with control-transfected cells, indicating that SLC5A8 has a tumor-suppressive function that acts by interfering with Wnt/ß-catenin signaling in HCC.