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High throughput screening of single atomic catalysts with optimized local structures for the electrochemical oxygen reduction by machine learning
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作者 Hao Sun Yizhe Li +7 位作者 Liyao Gao Mengyao Chang Xiangrong Jin Boyuan Li Qingzhen Xu Wen Liu Mingyue Zhou Xiaoming Sun 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2023年第6期349-357,I0009,共10页
Single atomic catalysts(SACs),especially metal-nitrogen doped carbon(M-NC)catalysts,have been extensively explored for the electrochemical oxygen reduction reaction(ORR),owing to their high activity and atomic utiliza... Single atomic catalysts(SACs),especially metal-nitrogen doped carbon(M-NC)catalysts,have been extensively explored for the electrochemical oxygen reduction reaction(ORR),owing to their high activity and atomic utilization efficiency.However,there is still a lack of systematic screening and optimization of local structures surrounding active centers of SACs for ORR as the local coordination has an essential impact on their electronic structures and catalytic performance.Herein,we systematic study the ORR catalytic performance of M-NC SACs with different central metals and environmental atoms in the first and second coordination sphere by using density functional theory(DFT)calculation and machine learning(ML).The geometric and electronic informed overpotential model(GEIOM)based on random forest algorithm showed the highest accuracy,and its R^(2) and root mean square errors(RMSE)were 0.96 and 0.21,respectively.30 potential high-performance catalysts were screened out by GEIOM,and the RMSE of the predicted result was only 0.12 V.This work not only helps us fast screen high-performance catalysts,but also provides a low-cost way to improve the accuracy of ML models. 展开更多
关键词 Single atomic catalysts Coordination sphere high throughput screening Machine learning Oxygen reduction reaction
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Discovery of natural products capable of inducing porcine host defense peptide gene expression using cell-based high throughput screening 被引量:2
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作者 Jing Wang Wentao Lyu +5 位作者 Wei Zhang Yonghong Chen Fang Luo Yamin Wang Haifeng Ji Guolong Zhang 《Journal of Animal Science and Biotechnology》 SCIE CAS CSCD 2021年第2期598-610,共13页
Background:In-feed antibiotics are being phased out in livestock production worldwide.Alternatives to antibiotics are urgently needed to maintain animal health and production performance.Host defense peptides(HDPs)are... Background:In-feed antibiotics are being phased out in livestock production worldwide.Alternatives to antibiotics are urgently needed to maintain animal health and production performance.Host defense peptides(HDPs)are known for their broad-spectrum antimicrobial and immunomodulatory capabilities.Enhancing the synthesis of endogenous HDPs represents a promising antibiotic alternative strategy to disease control and prevention.Methods:To identify natural products with an ability to stimulate the synthesis of endogenous HDPs,we performed a high-throughput screening of 1261 natural products using a newly-established stable luciferase reporter cell line known as IPEC-J2/pBD3-luc.The ability of the hit compounds to induce HDP genes in porcine IPEC-J2 intestinal epithelial cells,3D4/31 macrophages,and jejunal explants were verified using RT-qPCR.Augmentation of the antibacterial activity of porcine 3D4/31 macrophages against a Gram-negative bacterium(enterotoxigenic E.coli)and a Gram-positive bacterium(Staphylococcus aureus)were further confirmed with four selected HDP-inducing compounds.Results:A total of 48 natural products with a minimum Z-score of 2.0 were identified after high-throughput screening,with 21 compounds giving at least 2-fold increase in luciferase activity in a follow-up dose-response experiment.Xanthohumol and deoxyshikonin were further found to be the most potent in inducing pBD3 mRNA expression,showing a minimum 10-fold increase in IPEC-J2,3D4/31 cells,and jejunal explants.Other compounds such as isorhapontigenin and calycosin also enhanced pBD3 mRNA expression by at least 10-fold in both IPEC-J2 cells and jejunal explants,but not 3D4/31 cells.In addition to pBD3,other porcine HDP genes such as pBD2,PG1-5,and pEP2C were induced to different magnitudes by xanthohumol,deoxyshikonin,isorhapontigenin,and calycosin,although clear gene-and cell type-specific patterns of regulation were observed.Desirably,these four compounds had a minimum effect on the expression of several representative inflammatory cytokine genes.Furthermore,when used at HDP-inducing concentrations,these compounds showed no obvious direct antibacterial activity,but significantly augmented the antibacterial activity of 3D4/31 macrophages(P<0.05)against both Gram-negative and Gram-positive bacteria.Conclusions:Our results indicate that these newly-identified natural HDP-inducing compounds have the potential to be developed as novel alternatives to antibiotics for prophylactic and therapeutic treatment of infectious diseases in livestock production. 展开更多
关键词 Antibiotic alternatives high throughput screening HDP inducers Host defense peptides Natural products
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A high throughput antiviral screening platform for alphaviruses based on Semliki Forest virus expressing eGFP reporter gene
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作者 Yu-Jia Shi Jia-Qi Li +4 位作者 Hong-Qing Zhang Cheng-Lin Deng Qin-Xuan Zhu Bo Zhang Xiao-Dan Li 《Virologica Sinica》 SCIE CAS CSCD 2023年第4期585-594,共10页
Alphaviruses,which contain a variety of mosquito-borne pathogens,are important pathogens of emerging/reemerging infectious diseases and potential biological weapons.Currently,no specific antiviral drugs are available ... Alphaviruses,which contain a variety of mosquito-borne pathogens,are important pathogens of emerging/reemerging infectious diseases and potential biological weapons.Currently,no specific antiviral drugs are available for the treatment of alphaviruses infection.For most highly pathogenic alphaviruses are classified as risk group-3 agents,the requirement of biosafety level 3(BSL-3)facilities limits the live virus-based antiviral study.To facilitate the antiviral development of alphaviruses,we developed a high throughput screening(HTS)platform based on a recombinant Semliki Forest virus(SFV)which can be manipulated in BSL-2 laboratory.Using the reverse genetics approach,the recombinant SFV and SFV reporter virus expressing eGFP(SFV-eGFP)were successfully rescued.The SFV-eGFP reporter virus exhibited robust eGFP expression and remained relatively stable after four passages in BHK-21 cells.Using a broad-spectrum alphavirus inhibitor ribavirin,we demonstrated that the SFV-eGFP can be used as an effective tool for antiviral study.The SFV-eGFP reporter virus-based HTS assay in a 96-well format was then established and optimized with a robust Z0 score.A section of reference compounds that inhibit highly pathogenic alphaviruses were used to validate that the SFV-eGFP reporter virus-based HTS assay enables rapid screening of potent broad-spectrum inhibitors of alphaviruses.This assay provides a safe and convenient platform for antiviral study of alphaviruses. 展开更多
关键词 ALPHAVIRUS Semliki Forest virus Reporter virus high throughput screening INHIBITOR
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Drug discovery from traditional Chinese herbal medicine using high content imaging technology 被引量:1
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作者 Min Fu 《Journal of Traditional Chinese Medical Sciences》 2021年第3期198-204,共7页
Traditional Chinese medicine(TCM) has been widely used in China and other Asia countries for thousands of years to treat or prevent human diseases. Chinese herbal medicine, one of the most important components of TCM,... Traditional Chinese medicine(TCM) has been widely used in China and other Asia countries for thousands of years to treat or prevent human diseases. Chinese herbal medicine, one of the most important components of TCM, has unique diversities in chemical components, and thus results in a wide range of biological activities. However, pharmaceutical industry is facing a major challenge to develop a large population of novel natural products and drugs, and considerable efforts have not resulted in highvolume of novel drug discovery and productivity. At present, increasing attention has been paid to Chinese herb medicine modernization in combination with the cutting-age technologies of drug discovery, especially the high throughput selection. High content imaging is an image-based high throughput screening method by using automated microscopy and image analysis software to capture and analyze phenotypes at a large scale to investigate multiple biological features simultaneously in the biological complex. Here, we described the pipeline of the state-of-the-art high content imaging technology, summarized the applications of the high content imaging technology in drug discovery from traditional Chinese herbal medicine, and finally discussed the current challenges and future perspectives for development of high throughput image-based screening technology in novel drug research and discovery. 展开更多
关键词 Traditional Chinese medicine(TCM) Chinese herbal medicine high throughput screening(HTS) high content imaging
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Identification and optimization of a potent and highly selective D3 dopamine receptor agonist
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作者 Amy E MORITZ R Benjamin FREE +11 位作者 Warren WEINER Muzna BACHANI Trevor DOYLE Noel SOUTHALL Marc FERRER Jonathan A JAVITCH Joseph STEINER Ara ABRAMYAN Lei SHI Jeffrey AUBé Kevin FRANKOWSKI David R SIBLEY 《中国药理学与毒理学杂志》 CAS CSCD 北大核心 2017年第10期950-951,共2页
OBJECTIVE Dopamine receptors(DRs) are involved in the development and treatment of many neuropsychiatric disorders.Currently available dopaminergic drugs modulate both DRD2 and DRD3,leading to side effects and uncerta... OBJECTIVE Dopamine receptors(DRs) are involved in the development and treatment of many neuropsychiatric disorders.Currently available dopaminergic drugs modulate both DRD2 and DRD3,leading to side effects and uncertainty as to the roles each DR subtype plays physiologically.Our lab employed high throughput screening paradigms to discover highly selective modulators for the DRD3.METHODS The NIH Molecular Libraries Program 400,000 + small molecule library was screened using the Discove Rx Path Hunter?β-arrestin assay for compounds that activate the DRD3 without effects on the DRD2.Confirmation and counter-screens assessed selectivity and mechanisms of action.We identified 62 potential agonists,and chose the most promising to perform a structure-activity relationship(SAR) study to increase potency while maintaining selectivity.The lead compound identified through this process,ML417,was also characterized using bioluminescence resonance energy transfer(BRET)-based β-arrestin recruitment and G-protein activation assays as well as p-ERK assays.Potential neuroprotective properties of this compound were assessed using a SHSY5 Y neuronal cell model.RESULTS ML417 displays potent,DRD3-selective agonist activity in multiple functional assays.Binding and functional GPCR screens(>165 receptors) show ML417 has limited cross-reactivity with other GPCRs.ML417 also displays superior(compared to the reference compound pramipexole),dose-dependent protection against a decrease in neurite length induced by 10 μmol·L^(-1) of the neurotoxin,6-hydroxydopamine,in the SHSY5 Y cell model.CONCLUSION We have discovered and characterized ML417,a potent and highly selective DRD3 agonist.This compound will be useful as a research tool,and may prove useful as a therapeutic drug lead. 展开更多
关键词 Dopamine receptor high throughput screening subtype selectivity NEUROPROTECTION
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The development of a sensitive fluorescent protein-based transcript reporter for high throughput screening of negative modulators of lncRNAs 被引量:4
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作者 Zongyue Zeng Bo Huang +28 位作者 Shifeng Huang Ruyi Zhang Shujuan Yan Xinyi Yu Yi Shu Chen Zhao Jiayan Lei Wenwen Zhang Chao Yang Ke Wu Ying Wu Liping An Xiaojuan Ji Cheng Gong Chengfu Yuan Linghuan Zhang Wei Liu Yixiao Feng Bo Zhang Zhengyu Dai Yi Shen Xi Wang Wenping Luo Rex C.Haydon Hue H.Luu Lan Zhou Russell R.Reid Tong-Chuan He Xingye Wu 《Genes & Diseases》 SCIE 2018年第1期62-74,共13页
While the human genome is pervasively transcribed,<2%of the human genome is transcribed into protein-coding mRNAs,leaving most of the transcripts as noncoding RNAs,such as microRNAs and long-noncoding RNAs(lncRNAs)... While the human genome is pervasively transcribed,<2%of the human genome is transcribed into protein-coding mRNAs,leaving most of the transcripts as noncoding RNAs,such as microRNAs and long-noncoding RNAs(lncRNAs),which are critical components of epigenetic regulation.lncRNAs are emerging as critical regulators of gene expression and genomic stability.However,it remains largely unknown about how lncRNAs are regulated.Here,we develop a highly sensitive and dynamic reporter that allows us to identify and/or monitor negative modulators of lncRNA transcript levels in a high throughput fashion.Specifically,we engineer a fluorescent fusion protein by fusing three copies of the PEST destruction domain of mouse ornithine decarboxylase(MODC)to the C-terminal end of the codon-optimized bilirubin-inducible fluorescent protein,designated as dBiFP,and show that the dBiFP protein is highly destabilized,compared with the commonly-used eGFP protein.We further demonstrate that the dBiFP signal is effectively down-regulated when the dBiFP and mouse lncRNA H19 chimeric transcript is silenced by mouse H19-specific siRNAs.Therefore,our results strongly suggest that the dBiFP fusion protein may serve as a sensitive and dynamic transcript reporter to monitor the inhibition of lncRNAs by microRNAs,synthetic regulatory RNA molecules,RNA binding proteins,and/or small molecule inhibitors so that novel and efficacious inhibitors targeting the epigenetic circuit can be discovered to treat human diseases such as cancer and other chronic disorders. 展开更多
关键词 BiFP Green fluorescent protein high throughput screening lncRNA Noncoding RNA Transcript reporter assay
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High-throughput screening of carbon-supported single metal atom catalysts for oxygen reduction reaction 被引量:2
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作者 Yiran Wang Riming Hu +3 位作者 Yongcheng Li Fuhe Wang Jiaxiang Shang Jianglan Shui 《Nano Research》 SCIE EI CSCD 2022年第2期1054-1060,共7页
Carbon-supported transition metal single atoms are promising oxygen reduction reaction(ORR)electrocatalyst.Since there are many types of carbon supports and transition metals,the accurate prediction of the components ... Carbon-supported transition metal single atoms are promising oxygen reduction reaction(ORR)electrocatalyst.Since there are many types of carbon supports and transition metals,the accurate prediction of the components with high activity through theoretical calculations can greatly save experimental time and costs.In this work,the ORR catalytic properties of 180 types single-atom catalysts(SACs)composed of the eight representative carbon-based substrates(graphdiyne,C_(2)N,C_(3)N_(4),phthalocyanine,C-coordination graphene,N-coordination graphene,covalent organic frameworks and metal-organic frameworks)and 3d,4d,and 5d transition metal elements are investigated by density functional theory(DFT).The adsorption free energy of OH^(*) is proved a universal descriptor capable of accurately prediction of the ORR catalytic activity.It is found that the oxygen reduction reaction overpotentials of all the researched SACs follow one volcano shape very well with the adsorption free energy of OH^(*).Phthalocyanine,N-coordination graphene and metal-organic frameworks stand out as the promising supports for single metal atom due to the relatively lower overpotentials.Notably,the Co-doped metal-organic frameworks,Ir-doped phthalocyanine,Co-doped N-coordination graphene,Co-doped graphdiyne and Rh-doped phthalocyanine show extremely low overpotentials comparable to that of Pt(111).The study provides a guideline for design and selection of carbon-supported SACs toward oxygen reduction reaction. 展开更多
关键词 oxygen reduction reaction carbon-supported catalysts high throughput screening density functional theory single-atom catalysts
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Statistical considerations for high throughput screening data
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作者 Xian-Jin XIE 《Frontiers in Biology》 CSCD 2010年第4期354-360,共7页
High throughput screening(HTS)is a widely used effective approach in genome-wide association and large scale protein expression studies,drug discovery,and biomedical imaging research.How to accurately identify candid... High throughput screening(HTS)is a widely used effective approach in genome-wide association and large scale protein expression studies,drug discovery,and biomedical imaging research.How to accurately identify candidate‘targets’or biologically meaningful features with a high degree of confidence has led to extensive statistical research in an effort to minimize both false-positive and false-negative rates.A large body of literature on this topic with in-depth statistical contents is available.We examine currently available statistical methods on HTS and aim to summarize some selected methods into a concise,easy-tofollow introduction for experimental biologists. 展开更多
关键词 high throughput screen false-positive rate false-negative rate target discovery predictive modeling
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A novel non-radioactive assay for HIV-RT(RdDp)based on pyrosequencing for high-throughput drug screening
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作者 Chang Zhang Yang Wu +5 位作者 Yuna Sun Chuan Hong Kehui Xiang Yu Guo Mark Bartlam Zhiyong Lou 《Protein & Cell》 SCIE CSCD 2010年第3期284-290,共7页
Current in vitro assays for the activity of HIV-RT(reverse transcriptase)require radio-labeled or chemically modified nucleotides to detect reaction products.However,these assays are inherently end-point measurements ... Current in vitro assays for the activity of HIV-RT(reverse transcriptase)require radio-labeled or chemically modified nucleotides to detect reaction products.However,these assays are inherently end-point measurements and labor intensive.Here we describe a novel non-radioactive assay based on the principle of pyrosequencing coupledenzyme system to monitor the activity of HIV-RT by indirectly measuring the release of pyrophosphate(PPi),which is generated during nascent strand synthesis.The results show that our assay could monitor HIV-RT activity with high sensitivity and is suitable for rapid highthroughput drug screening targeting anti-HIV therapies due to its high speed and convenience.Moreover,this assay can be used to measure primase activity in an easy and sensitive manner,which suggests that this novel approach could be wildly used to analyze the activity of PPi-generated and ATP-free enzyme reactions. 展开更多
关键词 HIV-RT(RdDp) ASSAY non-radioactive high throughput drug screening
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Computational discovery of energy materials in the era of big data and machine learning:A critical review 被引量:1
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作者 Ziheng Lu 《Materials Reports(Energy)》 2021年第3期2-19,共18页
The discovery of novel materials with desired properties is essential to the advancements of energy-related technologies.Despite the rapid development of computational infrastructures and theoretical approaches,progre... The discovery of novel materials with desired properties is essential to the advancements of energy-related technologies.Despite the rapid development of computational infrastructures and theoretical approaches,progress so far has been limited by the empirical and serial nature of experimental work.Fortunately,the situation is changing thanks to the maturation of theoretical tools such as density functional theory,high-throughput screening,crystal structure prediction,and emerging approaches based on machine learning.Together these recent innovations in computational chemistry,data informatics,and machine learning have acted as catalysts for revolutionizing material design and hopefully will lead to faster kinetics in the development of energy-related industries.In this report,recent advances in material discovery methods are reviewed for energy devices.Three paradigms based on empiricism-driven experiments,database-driven high-throughput screening,and data informatics-driven machine learning are discussed critically.Key methodological advancements involved are reviewed including high-throughput screening,crystal structure prediction,and generative models for target material design.Their applications in energy-related devices such as batteries,catalysts,and photovoltaics are selectively showcased. 展开更多
关键词 Machine learning Material discovery Crystal structure prediction Deep learning Generative model Inverse material design high throughput screening Density functional theory
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Effect of Guizhi Fuling capsule and its extracts on human breast cancer cells proliferation
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作者 Zi-ru YU Li LI +3 位作者 Jin-hua WANG Zhen-zhong WANG Wei XIAO Guan-hua DU 《中国药理学与毒理学杂志》 CAS CSCD 北大核心 2017年第10期1013-1014,共2页
OBJECTIVE To evaluate the effect of Guizhi Fuling Capsule active pharmaceutical ingredient(API)and its fractions on human breast cancer cells proliferation by high-throughput screening assay.METHODS The crude fraction... OBJECTIVE To evaluate the effect of Guizhi Fuling Capsule active pharmaceutical ingredient(API)and its fractions on human breast cancer cells proliferation by high-throughput screening assay.METHODS The crude fractions were obtained from the extraction and elution of the API of Guizhi Fuling Capsule,and 929 standard fractions were obtained by the optimal separation conditions.Sulforhodamine B(SRB)method was used to evaluate the effects of the Guizhi Fuling capsule API and929 kinds of fractions on the proliferation of human breast cancer cells MCF-7 and MDA-MB-231.RESULTS The Guizhi Fuling capsule API had a strong ability to inhibit the proliferation of MCF-7 cells at high concentration and the ability to inhibit MDA-MB-231 cells' proliferate at low concentration following 72 h treatment;some samples of 929 fractions(5μg·mL^(-1))was found to have a breast cancer cell growth inhibition rate above 50%,without toxicity on HUVECs proliferation.CONCLUSION The API of Guizhi Fuling capsule had significant cytotoxicity effects on these two human breast cancer cells,with significant concentration-and time-dependent manner. 展开更多
关键词 high throughput screening Guizhi Fuling capsule breast cancer MCF-7 cell MDA-MB-231 cell sulforhodamine B
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Discovery of direct inhibitors of Keap1–Nrf2 protein–protein interaction as potential therapeutic and preventive agents 被引量:46
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作者 Dhulfiqar Ali Abed Melanie Goldstein +2 位作者 Haifa Albanyan Huijuan Jin Longqin Hu 《Acta Pharmaceutica Sinica B》 SCIE CAS CSCD 2015年第4期285-299,共15页
The Keap1–Nrf2–ARE pathway is an important antioxidant defense mechanism that protects cells from oxidative stress and the Keap1–Nrf2 protein–protein interaction(PPI) has become an important drug target to upregul... The Keap1–Nrf2–ARE pathway is an important antioxidant defense mechanism that protects cells from oxidative stress and the Keap1–Nrf2 protein–protein interaction(PPI) has become an important drug target to upregulate the expression of ARE-controlled cytoprotective oxidative stress response enzymes in the development of therapeutic and preventive agents for a number of diseases and conditions. However, most known Nrf2 activators/ARE inducers are indirect inhibitors of Keap1–Nrf2PPI and they are electrophilic species that act by modifying the sulfhydryl groups of Keap1's cysteine residues. The electrophilicity of these indirect inhibitors may cause "off-target" side effects by reacting with cysteine residues of other important cellular proteins. Efforts have recently been focused on the development of direct inhibitors of Keap1–Nrf2 PPI. This article reviews these recent research efforts including the development of high throughput screening assays, the discovery of peptide and small molecule direct inhibitors, and the biophysical characterization of the binding of these inhibitors to the target Keap1 Kelch domain protein. These non-covalent direct inhibitors of Keap1–Nrf2 PPI could potentially be developed into effective therapeutic or preventive agents for a variety of diseases and conditions. 展开更多
关键词 Oxidative stress KEAP1 NRF2 Direct inhibitors of protein–protein interaction high throughput screening assays Structure–activity relationships X-ray crystallography
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Modular Click Chemistry Library:Searching for Better Functions
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作者 Jiong Zhang Jiajia Dong 《Chinese Journal of Chemistry》 SCIE CAS CSCD 2021年第4期1025-1027,共3页
High throughput screening towards chemical libraries is the primary way to discover lead compounds in developing innovative drugs,especially new molecular entities.Accordingly,the preparation of chemical libraries is ... High throughput screening towards chemical libraries is the primary way to discover lead compounds in developing innovative drugs,especially new molecular entities.Accordingly,the preparation of chemical libraries is the key step for drug development.Now,con-ventional small molecule chemical libraries and DNA-encoded chemical libraries are the main models of chemical libraries for high-throughput screening.Recently,a new model of chemical library,calledmodular click chemistry library,was proposed,which gives us an alternative choice to construct chemical libraries for high throughput screening and exhibits broad prospects to accelerate drug development.Herein,this article mainly focuses on the strategy to prepare the modular click chemistry library. 展开更多
关键词 Click chemistry SuFEx Modular click chemistry library Chemical library high throughput screening
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Enrichment of nano delivery platforms for mRNA-based nanotherapeutics
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作者 Xiao Liu Xu Zhang +1 位作者 Jiulong Li Huan Meng 《Medical Review》 2023年第4期356-361,共6页
Lipid-based nanoparticles(LNP)have shown significant progress in delivering mRNA for therapeutics,particularly with the success of coronavirus disease 2019(COVID-19)vaccines.However,there are still challenges,such as ... Lipid-based nanoparticles(LNP)have shown significant progress in delivering mRNA for therapeutics,particularly with the success of coronavirus disease 2019(COVID-19)vaccines.However,there are still challenges,such as organ-specific targeting,sustained protein expression,immunogenicity,and storage that need to be addressed.Therefore,there is interest in developing additional nano drug delivery systems(DDS)to complement LNP technology.Some of these include polymer,lipid-polymer hybrid,organic/inorganic hybrid nanostructure,and inorganic nanoparticle.In our opinion,LNP technology may not be suitable for every disease scenario in categories such as infection disease,cancer,pulmonary disease,autoimmune disorders and genetic rare disease(among others).This is because different diseases may require distinct administration routes,doses,and treatment durations,as well as considerations for biological barriers that may lower the efficacy and/or exert safety concern.In this perspective,we will highlight the need and potential for enhancing the diversity of nano delivery platforms for mRNA-based nanotherapeutics. 展开更多
关键词 high throughput screening mRNA nano/bio interface nano drug delivery system non-LNP nanocarrier nanosafety
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