OoD-Control: Generalizing Control in Unseen Environments.

Generalizing out-of-distribution (OoD) is critical but challenging in real applications such as unmanned aerial vehicle (UAV) flight control. Previous machine learning-based control has shown promise in dealing with complex real-world environments but suffers huge performance degradation facing OoD scenarios, posing risks to the stability and safety of UAVs. In this paper, we found that the introduced random noises during training surprisingly yield theoretically guaranteed performances via a proposed functional optimization framework.

[ Targets Hepatoma-Derived Growth Factor to Inhibit the Proliferation and Promote the Apoptosis of E6-1 Cells].

Objective: To investigate the regulatory effect of miRNA-29a-3p ( ) on hepatoma-derived growth factor (HDGF), and its influences on the proliferation and apoptosis of acute lymphoblastic leukemia (ALL) cell line E6-1.

Methods: Thirty-five patients with ALL treated in our hospital from January 2017 to January 2019 were selected as research objects, and 35 adults who underwent physical examination in the same period were selected as healthy control group. The overexpression vector, inhibitory expression vector, and and HDGF co-overexpression vector were transfected into E6-1 cells.

Anti-fibrotic effect of extracellular vesicles derived from tea leaves in hepatic stellate cells and liver fibrosis mice.

Background: Activation of hepatic stellate cells (HSCs) is essential for the pathogenesis of liver fibrosis, there is no effective drug used to prevent or reverse the fibrotic process.

Methods: With human hepatic stellate cell line LX-2 and mouse model of CCl-induced liver fibrosis, we investigated the anti-fibrotic effect to liver fibrosis of extracellular vesicles (EVs) extracted from tea leaves through cytological tests such as cell proliferation, cell migration, and cell fibrotic marker.

Results: It was found that tea-derived EVs (TEVs) inhibited HSCs activation.

Low cost 3D microfluidic chips for multiplex protein detection based on photonic crystal beads.

Point-of-care testing (POCT) devices used in multiplex bioassays are in great demand for clinical, environmental and biomedical applications. Photonic crystal beads (PCBs), as structural color self-coding carriers, can be integrated with microfluidic chips to realize convenient and highly sensitive biomarker detection. Here we developed a three dimensional (3D) microfluidic chip based on PCBs, which is low cost and easy to manufacture for mass production and application.

Hyperspectral imaging analysis of a photonic crystal bead array for multiplex bioassays.

For multiplex bioassays, one effective strategy is to employ microfluidic chips based on an array of photonic crystal beads (PCBs) that are encoded by their characteristic reflection spectrum (CRS). In this paper, we report a hyperspectral imaging system and algorithms for the high throughput decoding of a PCB array and subsequent detection. The results showed that the decoding accuracy of up to ∼500 PCBs is 98.