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1.
JACS Au ; 3(4): 997-1003, 2023 Apr 24.
Article in English | MEDLINE | ID: mdl-37124298

ABSTRACT

Propylene oxide (PO) is a critical gateway chemical used in large-scale production of plastics and many other compounds. In addition, PO is also used in many smaller-scale applications that require lower PO concentrations and volumes. These include its usage as a fumigant and disinfectant for food, a sterilizer for medical equipment, as well as in producing modified food such as starch and alginate. While PO is currently mostly produced in a large-scale propylene epoxidation chemical process, due to its toxic nature and high transport and storage costs, there is a strong incentive to develop PO production strategies that are well-suited for smaller-scale on-site applications. In this contribution, we designed a plasma-liquid interaction (PLI) catalytic process that uses only water and C3H6 as reactants to form PO. We show that hydrogen peroxide (H2O2) generated in the interactions of water with plasma serves as a critical oxidizing agent that can epoxidize C3H6 over a titanium silicate-1 (TS-1) catalyst dispersed in a water solution with a carbon-based selectivity of more than 98%. As the activity of this plasma C3H6 epoxidation system is limited by the rate of H2O2 production, strategies to improve H2O2 production were also investigated.

2.
IEEE Trans Pattern Anal Mach Intell ; 45(1): 87-110, 2023 Jan.
Article in English | MEDLINE | ID: mdl-35180075

ABSTRACT

Transformer, first applied to the field of natural language processing, is a type of deep neural network mainly based on the self-attention mechanism. Thanks to its strong representation capabilities, researchers are looking at ways to apply transformer to computer vision tasks. In a variety of visual benchmarks, transformer-based models perform similar to or better than other types of networks such as convolutional and recurrent neural networks. Given its high performance and less need for vision-specific inductive bias, transformer is receiving more and more attention from the computer vision community. In this paper, we review these vision transformer models by categorizing them in different tasks and analyzing their advantages and disadvantages. The main categories we explore include the backbone network, high/mid-level vision, low-level vision, and video processing. We also include efficient transformer methods for pushing transformer into real device-based applications. Furthermore, we also take a brief look at the self-attention mechanism in computer vision, as it is the base component in transformer. Toward the end of this paper, we discuss the challenges and provide several further research directions for vision transformers.

3.
IEEE Trans Neural Netw Learn Syst ; 32(1): 25-35, 2021 01.
Article in English | MEDLINE | ID: mdl-32092018

ABSTRACT

Deep convolutional neural networks have been widely used in numerous applications, but their demanding storage and computational resource requirements prevent their applications on mobile devices. Knowledge distillation aims to optimize a portable student network by taking the knowledge from a well-trained heavy teacher network. Traditional teacher-student-based methods used to rely on additional fully connected layers to bridge intermediate layers of teacher and student networks, which brings in a large number of auxiliary parameters. In contrast, this article aims to propagate information from teacher to student without introducing new variables that need to be optimized. We regard the teacher-student paradigm from a new perspective of feature embedding. By introducing the locality preserving loss, the student network is encouraged to generate the low-dimensional features that could inherit intrinsic properties of their corresponding high-dimensional features from the teacher network. The resulting portable network, thus, can naturally maintain the performance as that of the teacher network. Theoretical analysis is provided to justify the lower computation complexity of the proposed method. Experiments on benchmark data sets and well-trained networks suggest that the proposed algorithm is superior to state-of-the-art teacher-student learning methods in terms of computational and storage complexity.


Subject(s)
Deep Learning , Neural Networks, Computer , Humans , Knowledge , Machine Learning
4.
Front Psychiatry ; 11: 576214, 2020.
Article in English | MEDLINE | ID: mdl-33262712

ABSTRACT

As the frequency of cannabis use by 14-16-year-olds increases, it becomes increasingly important to understand the effect of cannabis on the developing central nervous system. Using mice as a model system, we treated adolescent (28 day old) C57BL6/J mice of both sexes for 3 weeks with 3 mg/kg tetrahydrocannabinol (THC). Starting a week after the last treatment, several cognitive behaviors were analyzed. Mice treated with THC as adolescents acquired proficiency in a working memory task more slowly than vehicle-treated mice. Working memory recall in both sexes of THC-treated mice was also deficient during increasing cognitive load compared to vehicle-treated mice. Our adolescent THC treatment did not strongly affect social preference, anxiety behaviors, or decision-making behaviors on the elevated T maze task. In summary, under the conditions of this study, adolescent THC treatment of mice markedly affected the establishment, and persistence of working memory, while having little effect on decision-making, social preference or anxiety behaviors. This study provides further support that adolescent THC affects specific behavioral domains.

5.
ACS Appl Mater Interfaces ; 12(31): 34815-34824, 2020 Aug 05.
Article in English | MEDLINE | ID: mdl-32657118

ABSTRACT

Novel polymorphic MoxW1-xTe2-based counter electrodes possess high carrier mobility, phase-dependent lattice distortion, and surface charge density wave to boost the charge-transfer kinetics and electrocatalytic activity in dye-sensitized solar cells (DSSCs). Here, we report the syntheses of stoichiometry-controlled binary and ternary MoxW1-xTe2 nanowhiskers directly on carbon cloth (CC), denoted by MoxW1-xTe2/CC, with an atmospheric chemical vapor deposition technique. The synthesized MoxW1-xTe2/CC samples, including 1T'-MoTe2/CC, Td-WTe2/CC, Td-Mo0.26W0.73Te2.01/CC, and 1T'- & Td-Mo0.66W0.32Te2.02/CC, were then employed as different counter electrodes to study their electrochemical activities and efficiencies in DSSCs. The photovoltaic parameter analysis manifests that MoxW1-xTe2/CCs are more stable than a standard Pt/CC in the I-/I3- electrolyte examined by cyclic voltammetry over 100 cycles. A 1T'- & Td-Mo0.66W0.32Te2.02/CC-based DSSC can achieve a photocurrent density of 16.29 mA cm-2, a maximum incident photon-to-electron conversion efficiency of 90% at 550 nm excitation, and an efficiency of 9.40%, as compared with 8.93% of the Pt/CC counterpart. Moreover, the 1T'- & Td-Mo0.66W0.32Te2.02/CC shows lower charge-transfer resistance (0.62 Ω cm2) than a standard Pt/CC (1.19 Ω cm2) in electrocatalytic reactions. Notably, MoxW1-xTe2 nanowhiskers act as an electron expressway by shortening the path of carrier transportation in the axial direction from a counter electrode to electrolytic ions to enhance the reaction kinetics in DSSCs. This work demonstrates that the nanowhisker-structured 1T'- & Td-Mo0.66W0.32Te2.02/CC with high carrier mobility and robust surface states can serve as a highly efficient counter electrode in DSSCs to replace the conventional Pt counter electrode for electrocatalytic applications.

6.
Z Naturforsch C J Biosci ; 75(11-12): 417-424, 2020 Nov 26.
Article in English | MEDLINE | ID: mdl-32589609

ABSTRACT

Drought stress has a significant effect on the growth, physiology and biochemistry of medicinal plants. SDIR1 (Salt- and Drought-Induced Ring Finger1), a C3H2C3-type RING-finger E3 ubiquitin ligase gene plays an important role in the stress response of various plants. However, the role of this gene is not clear in Coptis chinensis. In this study, the CcSDIR1 gene was cloned from C. chinensis using RACE and RT-PCR. Sequence analysis revealed that CcSDIR1 had an open reading frame of 840 bp that encodes 279 amino acids with a theoretical molecular weight about 31 kDa and pI value of 5.65 and shared conserved domains with other plants. On comparison with the wild-type plants, overexpression of CcSDIR1 in transgenic tobaccos increased drought tolerance and showed better growth performance. However, lower malondialdehyde contents and high antioxidant enzyme activities were observed in transgenic tobacco plants compared to wild-type plants. In addition, Evans blue staining showed high cell viability of transgenic lines under drought stress. These results suggest that CcSDIR1 regulates various responses to drought stress by increasing antioxidant enzyme activities and reducing oxidative damage. From the study results, the CcSDIR1 gene will be very useful for drought stress research in plants.


Subject(s)
Coptis/enzymology , Nicotiana/genetics , Plants, Genetically Modified/genetics , Ubiquitin-Protein Ligases/genetics , Arabidopsis/genetics , Droughts/prevention & control , Gene Expression Regulation, Plant/genetics , Oxidative Stress/genetics , Plant Proteins/genetics , Plants, Genetically Modified/growth & development , Stress, Physiological/genetics , Nicotiana/growth & development
7.
Biol Pharm Bull ; 41(12): 1870-1873, 2018 Dec 01.
Article in English | MEDLINE | ID: mdl-30259882

ABSTRACT

In traditional Tibetan medicinal system, Berberis herbs mainly originate from the dried barks of Berberis kansuensis, Berberis dictyophylla, Berberis diaphana, and Berberis vernae. In this study, molecular phylogenetic method based on four markers (i.e., rbcL, internal transcribed spacer (ITS), ITS2, and psbA-trnH) and HPLC chemical analysis were used to evaluate the chemical and genetic differences between the four Berberis species. The results showed that the discriminatory power of ITS, ITS2 and psbA-trnH was low, but the rbcL marker was highly effective and reliable for the species differentiation. The four Berberis species can be successfully classified based on phylogenetic analysis of the rbcL sequences. Moreover, the results of chemical analysis showed that four main alkaloids (i.e., berberine, palmatine, magnoflorine, and jatrorrhizine) cannot be used as chemical markers for discrimination of the four Berberis species. These findings provide valuable information for distinguishing the four Berberis Tibetan herbs.


Subject(s)
Alkaloids/analysis , Alkaloids/genetics , Berberis/chemistry , Berberis/genetics , Phylogeny , Plant Preparations/chemistry , Chromatography, High Pressure Liquid/methods , Plants, Medicinal/chemistry , Plants, Medicinal/genetics
8.
Nat Prod Res ; 32(12): 1489-1492, 2018 Jun.
Article in English | MEDLINE | ID: mdl-28714320

ABSTRACT

Polyphyllin Ι is a steroidal saponin isolated from the rhizoma of Paris polyphylla. In the present study, we aimed to investigate the anticancer effects of polyphyllin Ι in colorectal cancer and to elucidate the potential underlying molecular mechanisms. Using, CCK8 assay, flow cytometry, laser confocal microscope analysis and western blot, the anticancer effects of the polyphyllin Ι were analysed in colorectal cells. Our results indicate that polyphyllin Ι significantly decreased cell viability of HCT 116 cells and induced autophagy. Furthermore, we found that polyphyllin Ι induced autophagy in an ROS-dependent cell death and not related with PI3 K/AKT/mTOR pathway. We also provide evidence that excessive ROS triggered by polyphyllin Ι could induce G2/M phase arrest via regulating cycle proteins expression of cell cycle regulators, such as p21 and cyclinB1. In conclusion, polyphyllin Ι exhibit anticancer effect through ROS-dependent autophagy and induces G2/M arrest in colorectal cancer.


Subject(s)
Antineoplastic Agents, Phytogenic/pharmacology , Colorectal Neoplasms/drug therapy , Diosgenin/analogs & derivatives , Autophagy/drug effects , Cell Survival/drug effects , Colorectal Neoplasms/pathology , Diosgenin/pharmacology , Flow Cytometry , G2 Phase Cell Cycle Checkpoints/drug effects , HCT116 Cells , Humans , Microscopy, Confocal , Proto-Oncogene Proteins c-akt/metabolism , Reactive Oxygen Species/metabolism , TOR Serine-Threonine Kinases/metabolism
9.
PeerJ ; 5: e3303, 2017.
Article in English | MEDLINE | ID: mdl-28533961

ABSTRACT

Coptis chinensis Franch., the Chinese goldthread ('Weilian' in Chinese), one of the most important medicinal plants from the family Ranunculaceae, and its rhizome has been widely used in Traditional Chinese Medicine for centuries. Here, we analyzed the chemical components and the transcriptome of the Chinese goldthread from three biotopes, including Zhenping, Zunyi and Shizhu. We built comprehensive, high-quality de novo transcriptome assemblies of the Chinese goldthread from short-read RNA-Sequencing data, obtaining 155,710 transcripts and 56,071 unigenes. More than 98.39% and 95.97% of core eukaryotic genes were found in the transcripts and unigenes respectively, indicating that this unigene set capture the majority of the coding genes. A total of 520,462, 493,718, and 507,247 heterozygous SNPs were identified in the three accessions from Zhenping, Zunyi, and Shizhu respectively, indicating high polymorphism in coding regions of the Chinese goldthread (∼1%). Chemical analyses of the rhizome identified six major components, including berberine, palmatine, coptisine, epiberberine, columbamine, and jatrorrhizine. Berberine has the highest concentrations, followed by coptisine, palmatine, and epiberberine sequentially for all the three accessions. The drug quality of the accession from Shizhu may be the highest among these accessions. Differential analyses of the transcriptome identified four pivotal candidate enzymes, including aspartate aminotransferaseprotein, polyphenol oxidase, primary-amine oxidase, and tyrosine decarboxylase, were significantly differentially expressed and may be responsible for the difference of alkaloids contents in the accessions from different biotopes.

10.
3 Biotech ; 7(1): 62, 2017 May.
Article in English | MEDLINE | ID: mdl-28444606

ABSTRACT

Coptis herbs, which are important herbal medicinal materials, are the dried rhizomes of various plants. In China's herbal market, drying herbs can severely influence morphological markers such as shape, color, and odor, which make consumers difficult to precisely identify the herbs and effectively evaluate the quality. Here, we present the phylogenetic analysis of four Coptis herbal medicinal materials based on internal transcribed spacer sequences. C. chinensis, C. omeiensis, C. deltoidea and C. teeta constituted a monophyletic group. In this group, C. omeiensis and C. deltoidea cluster together, and they form the sister group with C. teeta, and C. chinensis locate the outermost of C. omeiensis, C. deltoidea and C. teeta. At the same time, the HPLC-DAD method was applied to simultaneously analyze main alkaloids from seventeen different samples. On the basis of the robust phylogenetic topology, the parsimony reconstructions of six effective medicinal constituents were implemented to elucidate the evolutionary history in Coptis herbs, and thus evaluate the herbal quality. The results showed that C. chinensis had been considered to be the best herb, not only the high content in single constituent but also in total alkaloids. In addition, all the samples from seventeen habitats were considered as qualified herbs, and they could meet the requirements of national quality standards for Coptis herbs in China.

11.
Learn Mem ; 22(3): 149-58, 2015 Mar.
Article in English | MEDLINE | ID: mdl-25691515

ABSTRACT

The molecular mechanisms underlying drug extinction remain largely unknown, although a role for medial prefrontal cortex (mPFC) glutamate neurons has been suggested. Considering that the mPFC sends glutamate efferents to the ventral tegmental area (VTA), we tested whether the VTA is involved in methamphetamine (METH) extinction via conditioned place preference (CPP). Among various METH-CPP stages, we found that the amount of phospho-GluR1/Ser845 increased in the VTA at behavioral extinction, but not the acquisition or withdrawal stage. Via surface biotinylation, we found that levels of membrane GluR1 were significantly increased during METH-CPP extinction, while no change was observed at the acquisition stage. Specifically, the number of dendritic spines in the VTA was increased at behavioral extinction, but not during acquisition. To validate the role of the mPFC in METH-CPP extinction, we lesioned the mPFC. Ibotenic acid lesioning of the mPFC did not affect METH-CPP acquisition, however, it abolished the extinction stage and reversed the enhanced phospho-GluR1/Ser845 levels as well as increases in VTA dendritic spines during METH-CPP extinction. Overall, this study demonstrates that the mPFC plays a critical role in METH-CPP extinction and identifies the VTA as an alternative target in mediating the extinction of drug conditioning.


Subject(s)
Extinction, Psychological/drug effects , Extinction, Psychological/physiology , Methamphetamine/pharmacology , Prefrontal Cortex/physiology , Ventral Tegmental Area/drug effects , Ventral Tegmental Area/physiology , Animals , Conditioning, Psychological/drug effects , Drug-Seeking Behavior/drug effects , Drug-Seeking Behavior/physiology , Male , Mice, Inbred C57BL , Neuronal Plasticity/drug effects , Phosphorylation , Receptors, AMPA/metabolism , Ventral Tegmental Area/ultrastructure
12.
Psychoneuroendocrinology ; 38(6): 871-83, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23044404

ABSTRACT

High level of serum corticosteroid is frequently associated with depression, in which a notable HPA (hypothalamus-pituitary-adrenal) axis hyperactivity is often observed. There are two types of corticosteroid receptors expressed in the hippocampus that provide potent negative feedback regulation on the HPA axis but dysfunction during depression, i.e. the glucocorticoid receptor (GR) and the mineralocorticoid receptor (MR). The balance between hippocampal MR and GR during chronic stress plays an important role in the occurrence of depression. The aim of this study is to explore if chronic corticosterone administration would induce depression-like behavior and affect the expression and function of hippocampal MR and GR, in addition to assess whether manipulation of corticosteroid receptors would modulate depressive behaviors. Hence, mice were treated with corticosterone (40 mg/kg) for 21 days followed by assessment in a battery of depression-like behaviors. The results show that chronic corticosterone-treated animals displayed an increased immobility time in a forced-swimming test, decreased preference to sucrose solution and novel object recognition performance, and enhanced hippocampal serotonin but decreased MR expression in both hippocampus and hypothalamus. On the other hand, co-administration of MR antagonist, spironolactone (25mg/kg, i.p. × 7 days) in corticosteroid-treated animals reduced immobility time in a forced-swimming test and improved performance in a novel object recognition test. In conclusion, we demonstrate that chronic corticosterone treatment triggers several depression-like behaviors, and in parallel, down-regulates MR expression in the hippocampus and hypothalamus. Administration of an MR antagonist confers an anti-depressant effect in chronic corticosterone-treated animals.


Subject(s)
Corticosterone/antagonists & inhibitors , Depression/prevention & control , Hippocampus/metabolism , Mineralocorticoid Receptor Antagonists/therapeutic use , Spironolactone/therapeutic use , Animals , Behavior, Animal/drug effects , Corticosterone/adverse effects , Corticosterone/blood , Depression/chemically induced , Depression/drug therapy , Hippocampus/drug effects , Hydroxyindoleacetic Acid/metabolism , Hypothalamus/metabolism , Male , Mice , Receptors, Glucocorticoid/metabolism , Receptors, Mineralocorticoid/metabolism , Serotonin/metabolism , Serotonin Plasma Membrane Transport Proteins/metabolism , Tryptophan Hydroxylase/metabolism
13.
ASN Neuro ; 4(6): 371-82, 2012 Sep 24.
Article in English | MEDLINE | ID: mdl-22909302

ABSTRACT

The short and long isoforms of the dopamine D2 receptor (D2S and D2L respectively) are highly expressed in the striatum. Functional D2 receptors activate an intracellular signalling pathway that includes a cAMP-independent route involving Akt/GSK3 (glycogen synthase kinase 3). To investigate the Akt/GSK3 response to the seldom-studied D2S receptor, we established a rat D2S receptor-expressing cell line [HEK (human embryonic kidney)-293/rD2S]. We found that in HEK-293/rD2S cells, the D2/D3 agonists bromocriptine and quinpirole significantly induced Akt and GSK3 phosphorylation, as well as ERK1/2 (extracellular-signal-regulated kinase 1/2) activation. The D2S receptor-induced Akt signals were profoundly inhibited by the internalization blockers monodansyl cadaverine and concanavalin A. Activation of the D2S receptor in HEK-293/rD2S cells appeared to trigger Akt/phospho-Akt translocation to the cell membrane. In addition to our cell culture experiments, we studied D2 receptor-dependent Akt in vivo by systemic administration of the D2/D3 agonist quinpirole. The results show that quinpirole evoked Akt-Ser473 phosphorylation in the ventral striatum. Furthermore, intra-accumbens administration of wortmannin, a PI3K (phosphoinositide 3-kinase) inhibitor, significantly suppressed the quinpirole-evoked behavioural activation. Overall, we demonstrate that activation of the dopamine D2S receptor stimulates Akt/GSK3 signalling. In addition, in vivo Akt activity in the ventral striatum appears to play an important role in systemic D2/D3 agonist-induced behavioural activation.


Subject(s)
Behavior, Animal/drug effects , Dopamine Agonists/pharmacology , Proto-Oncogene Proteins c-akt/metabolism , Quinpirole/pharmacology , Receptors, Dopamine D2/metabolism , Signal Transduction/drug effects , Animals , Dose-Response Relationship, Drug , Enzyme Inhibitors/pharmacology , HEK293 Cells , Humans , Male , Nucleus Accumbens/drug effects , Nucleus Accumbens/physiology , Phosphorylation/drug effects , Rats , Rats, Sprague-Dawley , Receptors, Dopamine D2/genetics , Serine/metabolism , Subcellular Fractions/drug effects , Subcellular Fractions/metabolism , Time Factors , Transfection
14.
Toxicology ; 219(1-3): 167-74, 2006 Feb 15.
Article in English | MEDLINE | ID: mdl-16337724

ABSTRACT

Toluene diisocyanate (TDI) is widely used as a chemical intermediate in the production of polyurethane. TDI-induced asthma is related to its disturbance of acetylcholine activity in most affected workers, but the relevant mechanisms are unclear. Toluene diamine (TDA) is the main metabolite of TDI. TDI and TDA have in common the basic toluene structure. Toluene is an abused solvent affecting neuronal signal transduction by influencing the function of ligand gated ion channel receptors, including nicotinic acetylcholine receptors (nAChR), P2X purinoceptors, [gamma]-aminobutyric acid type A (GABAA) receptors, etc. To understand the actions of TDI and TDA on ligand gated ion channels, we investigated their effects on the changes of cytosolic calcium concentration ([Ca2+]c) while stimulating nAChR in human neuroblastoma SH-SY5Y cells, P2 purinoceptors in PC12 cells, and GABAA receptors in bovine adrenal chromaffin cells. Our results showed that both TDI and TDA suppressed the [Ca2+]c rise induced by the potent nicotinic ligand, epibatidine, in human SH-SY5Y cells. Similar but stronger suppression of ATP-induced [Ca2+]c rise occurred in PC12 cells. TDI and TDA also partially suppressed the [Ca2+] c rise induced by GABA in bovine adrenal chromaffin cells. We conclude that TDI and TDA can act on ligand gated ion channel receptors. Our findings suggest that TDI and TDA might have some neurotoxicity that will need to be investigated.


Subject(s)
Calcium Signaling/drug effects , Ion Channel Gating/drug effects , Ion Channels/drug effects , Toluene 2,4-Diisocyanate/pharmacology , Animals , Calcium/chemistry , Calcium/metabolism , Catecholamines/metabolism , Cattle , Cell Line, Tumor , Chromaffin Cells/drug effects , Chromatography, High Pressure Liquid , HeLa Cells , Humans , Ligands , PC12 Cells , Phenylenediamines/pharmacology , Rats , Receptors, Cholinergic/drug effects , Receptors, GABA-A/drug effects , Receptors, Purinergic P2/drug effects
15.
J Biomed Sci ; 12(3): 539-46, 2005.
Article in English | MEDLINE | ID: mdl-15983732

ABSTRACT

Toluene diisocyanate (TDI) is widely used as a chemical intermediate in the production of polyurethane products such as foams, coatings, and elastomers. In exposed workers, chronic inhalation of TDI has resulted in significant decreases in lung function. TDI-induced asthma is related to its disturbance of acetylcholine in most affected workers but the actions of TDI on nicotinic acetylcholine receptors (nAChR) are unclear. In order to understand the role of TDI acting on nAChR, we used human neuroblastoma SH-SY5Y cells to investigate the effects of TDI on cytosolic free calcium concentration ([Ca2+]c) changes under the stimulation of nAChR. The results showed that TDI was capable of inhibiting the [Ca2+]c rise induced by nicotinic ligands, epibatidine, DMPP and nicotine. The inhibition was remained, even increased after chronic treatment of TDI. Our study of TDI acting on human nAChR suggests a possibility that the human nerve system plays some role in the toxicity of TDI in the pulmonary system.


Subject(s)
Calcium Signaling/drug effects , Calcium/metabolism , Nicotinic Agonists/pharmacology , Receptors, Nicotinic/metabolism , Toluene 2,4-Diisocyanate/pharmacology , Bridged Bicyclo Compounds, Heterocyclic/metabolism , Chromaffin Cells/metabolism , Cytosol/metabolism , Dose-Response Relationship, Drug , Humans , Neuroblastoma , Pyridines/metabolism , Time Factors , Tumor Cells, Cultured
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