Training-Free Transformer Architecture Search With Zero-Cost Proxy Guided Evolution.

Transformers have shown remarkable performance, however, their architecture design is a time-consuming process that demands expertise and trial-and-error. Thus, it is worthwhile to investigate efficient methods for automatically searching high-performance Transformers via Transformer Architecture Search (TAS). In order to improve the search efficiency, training-free proxy based methods have been widely adopted in Neural Architecture Search (NAS).

Clinical effects of cocktail injection on the thoracolumbar fascia injury during percutaneous vertebroplasty for osteoporotic vertebral compression fractures: a single-center, retrospective case-control study.

Background: Nowadays, there is a lack of effective intraoperative treatment for thoracolumbar fascia injury (TFI) of osteoporotic vertebral compression fractures (OVCFs), which may lead to postoperative residual pain. We aimed to evaluate the clinical effects of cocktail injection on the TFI during percutaneous vertebroplasty (PVP) for OVCFs.

Methods: A retrospective study of OVCFs with TFI underwent PVP with cocktail injection (Cocktail group, 58 cases) or PVP (Routine group, 64 cases) was conducted.

Exploration of the mechanisms of Callicarpa nudiflora Hook. et Arn against influenza A virus (H1N1) infection.

Background: In our preliminary research on screening traditional Chinese medicine extracts for anti-H1N1 activity, we discovered that the 75 % ethanol extract of Callicarpa nudiflora Hook. & Arn (C. nudiflora) exhibited promising anti-H1N1 infection activity.

Comparison of Wiltse Approach of Pedicle Screw Fixation With or Without Vertebroplasty in the Treatment of Genant III Degree Osteoporotic Thoracolumbar Fractures: Analysis of Clinical Findings, Radiographic Parameters, and Follow-Up Complications.

Study Design: A retrospective case-control study.

Objective: This study aimed to compare the effects of the Wiltse approach of pedicle screw fixation (PSF) either in combination with or without vertebroplasty (VP) in the treatment of Genant III degree osteoporotic thoracolumbar fractures (Genant III-OTLFs).

Methods: A retrospective study of Genant III-OTLFs was performed from January 2018 to December 2019, including 54 cases of PSF + VP and 56 cases of PSF.

Hierarchical Poly(3,4-ethylenedioxythiophene):Poly(styrenesulfonate)/Reduced graphene oxide/Polypyrrole hybrid electrode with excellent rate capability and cycling stability for fiber-shaped supercapacitor.

Fiber-shaped supercapacitor (FSSC) is considered as a promising energy storage device for wearable electronics due to its high power density and outstanding safety. However, it is still a great challenge to simultaneously achieve high specific capacitance especially at rapid charging/discharging rate and long-term cycling stability of fiber electrode in FSSC for practical application. Here, a ternary poly(3,4-ethylenedioxythiophene):poly(styrenesulfonate)/reduced graphene oxide/polypyrrole (PEDOT:PSS/rGO/PPy) fiber electrode was constructed by in situ chemical polymerization of pyrrole on hydrothermally-assembled and acid-treated PEDOT:PSS/rGO (PG) hybrid hydrogel fiber.

Application of the NanoString nCounter System as an Alternative Method to Investigate Molecular Mechanisms Involved in Host Plant Responses to .

Clubroot, caused by the soilborne pathogen Plasmodiophora brassicae, is an important disease of canola (Brassica napus) and other crucifers. The recent application of RNA sequencing (RNA-seq) technologies to study P. brassicae−host interactions has generated large amounts of gene expression data, improving knowledge of the molecular mechanisms of pathogenesis and host resistance.

Identification of Mutants With Increased Susceptibility to .

Clubroot, caused by the obligate parasite , is one of the most devastating diseases of canola () in Canada. The identification of novel genes that contribute to clubroot resistance is important for the sustainable management of clubroot, as these genes may be used in the development of resistant canola cultivars. Phospholipase As (PLAs) play important roles in plant defense signaling and stress tolerance, and thus are attractive targets for crop breeding.

Efficient Recycling Blast Furnace Slag by Constructing Ti-Embedded Layered Double Hydroxide as Visible-Light-Driven Photocatalyst.

In this work, a strategy of heat treatment-precipitation has been developed to recycle Ti-containing metallurgical solid waste by forming Ti-embedded MgAl layered double hydroxide (TMA-LDH). This facile and simple route is featured by the dedicated utilization of the composition of slag with high overall recovery efficiency. Importantly, as-obtained product exhibits visible light response distinctly different from that of pristine MA-LDH ascribed to the Fe doping inherited from initial slag.

Maternal serum-derived exosomal lactoferrin as a marker in detecting and predicting ventricular septal defect in fetuses.

Among different types of congenital heart diseases, ventricular septal defect is the most frequently diagnosed type and is frequently missed in early prenatal screening programs. Herein, we explored the role of maternal serum-derived exosomes in detecting and predicting ventricular septal defect in fetuses in the early stage of pregnancy. A total of 104 pregnant women consisting of 52 ventricular septal defect cases and 52 healthy controls were recruited.

Attention-Based Neural Architecture Search for Person Re-Identification.

Recent years have witnessed significant progress of person reidentification (reID) driven by expert-designed deep neural network architectures. Despite the remarkable success, such architectures often suffer from high model complexity and time-consuming pretraining process, as well as the mismatches between the image classification-driven backbones and the reID task. To address these issues, we introduce neural architecture search (NAS) into automatically designing person reID backbones, i.

Boosting the efficiency and stability of CoMoS by N incorporation for electrocatalytic hydrogen evolution.

Here, an in situ N incorporation method was developed to boost the efficiency and durability of CoMoS electrocatalyst for hydrogen evolution. Theoretical and experimental results reveal that such modification not only reduces the energy barrier of H* desorption by decreasing the electron densities around active metal sites, but also decreases the leaching rates of the metal ions with enhanced stability.

Comparative Transcriptome Analysis of Rutabaga () Cultivars Indicates Activation of Salicylic Acid and Ethylene-Mediated Defenses in Response to .

Clubroot, caused by Woronin, is an important soilborne disease of L. and other crucifers. To improve understanding of the mechanisms of resistance and pathogenesis in the clubroot pathosystem, the rutabaga ( subsp.

The Therapeutic Potential of Small Activating RNAs for Colorectal Carcinoma.

Small double-strand RNAs have been recognized as master regulators of gene expression. In contrast to the evolutionary conserved RNA interference machinery, which degrades or inhibits the translation of target mRNAs, small activating RNA (saRNA) activates the specific gene in a target dependent manner through a similar mechanism as RNAi. Recently, saRNA mediated expression regulation of specific genes has been extensively studied in cancer researches.

fraction inhibits the invasion and metastasis of lung cancer cells through the protein kinase B/glycogen synthase kinase 3β/β-catenin signaling pathway.

is widely used as a traditional Chinese medicine health supplement, and is also used in the development of anticancer agents. In our previous studies, it was revealed that fraction (CMF) possessed an antitumor effect against K562 cells , induced apoptosis and caused cell cycle arrest in the S phase. The published results also demonstrated that CMF-induced apoptosis was involved in mitochondrial dysfunction.

The role of Cdk5-mediated Drp1 phosphorylation in Aβ induced mitochondrial fission and neuronal apoptosis.

Alzheimer's disease, one of the most common neurodegenerative diseases, is pathologically characterized by Amyloid beta containing plaques and neurofibrillary tangles. Amyloid beta (Aβ) induces neuronal apoptosis through the intracellular Ca increase, subsequent hyperactivation of cyclin-dependent kinase 5 (Cdk5) and mitochondrial abnormality. Recently, Cdk5 was identified as an upstream regulator of mitochondrial fission during neuronal apoptosis, but the underlying mechanism remains unclear.

Activation of KLF4 expression by small activating RNA promotes migration and invasion in colorectal epithelial cells.

RNA activation mediated by small double-stranded RNAs targeting promoter sequence named small activating RNAs (saRNAs) is one of the mechanisms for gene activation. Artificial regulation of gene expression through RNA activation does not affect the alteration of the genomic DNA sequences or exogenous plasmid DNA, therefore it is a relative manageable approach for gene perturbation. KLF4 is a member of zinc-finger transcription factors and its functions in colorectal cells are still controversial.

Structural elucidation and immunostimulatory activity of a new polysaccharide from Cordyceps militaris.

A new polysaccharide (CMPB90-1) was isolated from cultured Cordyceps militaris by alkaline extraction. The chemical structure of CMPB90-1 was determined by analysis of physicochemical and spectral data. The backbone of CMPB90-1 is composed of (1→6)-linked α-d-glucopyranosyl and (1→3)-linked α-d-glucopyranosyl residues, with branching at O-6, which consists of (1→4)-linked β-d-mannopyranosyl and (1→6)-linked α-d-glucopyranosyl residues, respectively.

A small graphene oxide sheet/polyvinylidene fluoride bilayer actuator with large and rapid responses to multiple stimuli.

A high-performance actuator should be able to deliver large-shape deformations, fast actuations and sensitive responses to multiple stimuli. Here, we report such an actuator constructed from one layer of polyvinylidene fluoride (PVDF) with a high coefficient of thermal expansion (CTE), and another layer of small sheets of graphene oxide (SGO) with a negative CTE. The opposite deformations of both actuation layers make the SGO/PVDF bilayer actuator highly sensitive to the temperature stimulus with a large bending sensitivity of 1.

An optimized two-vial formulation lipid nanoemulsion of paclitaxel for targeted delivery to tumor.

The discovery of new intravenous drug delivery carrier for water-insoluble drug is a challenging task. In this paper, novel two-vial formulation of paclitaxel (PTX)-loaded lipid nanoemulsions (TPLEs) with particle sizes of 110nm (TPLE-1), 220nm (TPLE-2) and 380nm (TPLE-3), which were formed by mixing a PEG400 solution of PTX and 10% (w/w) blank lipid emulsions (BLEs) with different particle size prior to use, were developed and comparatively evaluated for their pharmaceutics, pharmacokinetics, biodistribution, in vitro and in vivo anticancer efficiency. Among them, TPLE-1 displayed higher PTX-loading, slower PTX-release and larger PTX-distribution in oil-phase, significantly reduced extraction by RES organs, increased tumor-uptake, showed stronger cytotoxicity against MCF-7 cells and more potent anticancer efficacy on MCF-7 tumor-bearing nude mice, and had greater plasma AUC value, smaller plasma clearance (CL), longer mean residence time (MRT) and elimination half-life (T) in SD rats.

Ultrahigh-Conductivity Polymer Hydrogels with Arbitrary Structures.

A poly(3,4-ethylenedioxythiophene):poly(4-styrenesulfonate) (PEDOT:PSS) hydrogel is prepared by thermal treatment of a commercial PEDOT:PSS (PH1000) suspension in 0.1 mol L sulfuric acid followed by partially removing its PSS component with concentrated sulfuric acid. This hydrogel has a low solid content of 4% (by weight) and an extremely high conductivity of 880 S m .

Nitrogen-Doped Holey Graphene Film-Based Ultrafast Electrochemical Capacitors.

The commercialized aluminum electrolytic capacitors (AECs) currently used for alternating current (AC) line-filtering are usually the largest components in the electronic circuits because of their low specific capacitances and bulky sizes. Herein, nitrogen-doped holey graphene (NHG) films were prepared by thermal annealing the composite films of polyvinylpyrrolidone (PVP), graphene oxide (GO), and ferric oxide (Fe2O3) nanorods followed by chemical etching with hydrochloride acid. The typical electrochemical capacitor with NHG electrodes exhibited high areal and volumetric specific capacitances of 478 μF cm(-2) and 1.

Conducting Polymer-Based Catalysts.

Conducting polymers (CPs) have been widely applied as electrocatalysts and photocatalysts in energy-related systems, sensors, and environmental protection. This is mainly due to their promising catalytic activities, high conductivities, and unique electrochemical and optical properties. Furthermore, CPs can be cheaply and conveniently prepared in large scale via chemical or electrochemical approaches.

Base-Induced Liquid Crystals of Graphene Oxide for Preparing Elastic Graphene Foams with Long-Range Ordered Microstructures.

Base-induced graphene oxide (GO) liquid crystals form a highly ordered texture. This microstructure can be inherited by graphene foams prepared by hydrothermal reduction, showing a long-range ordered microstructure of graphene sheets in 3D. This provides an insightful understanding into the supramolecular chemistry of GO sheets.

Small and light strain sensors based on graphene coated human hairs.

We report an efficient and cheap strategy to construct strain sensors by assembling reduced graphene oxide (rGO) sheets onto human hairs. These sensors are small, light and robust, and can be shaped into different structures such as fibre, spring and network. They can be used to detect various deformations including stretching, bending and compression with excellent repeatability and durability.