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蛋白元件的智能挖掘、改造和从头设计 被引量:2
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作者 刘翠 史振坤 +1 位作者 马红武 廖小平 《生物工程学报》 北大核心 2025年第3期993-1010,共18页
天然元件服务于细胞长期进化获得的生存本能,难以满足工程细胞在工业等特殊环境下高效执行生物功能的需求。酶作为生物催化剂,在生物合成途径中发挥着关键作用,它们能够显著提高生化反应的速率和选择性。然而,天然酶的催化效率、稳定性... 天然元件服务于细胞长期进化获得的生存本能,难以满足工程细胞在工业等特殊环境下高效执行生物功能的需求。酶作为生物催化剂,在生物合成途径中发挥着关键作用,它们能够显著提高生化反应的速率和选择性。然而,天然酶的催化效率、稳定性、底物特异性和耐受性等方面往往不能满足工业生产的需求。因此,挖掘、设计和改造酶以适应特定的生物制造过程至关重要。近年来,人工智能(artificial intelligence,AI)技术在蛋白的挖掘、评估、改造和从头设计中发挥着越来越重要的作用。AI技术可以通过机器学习和深度学习算法,分析大量的生物信息学数据,预测蛋白的功能和特性,从而加速蛋白的发现和优化过程。此外,AI还可以辅助科研人员从头设计新的蛋白结构,通过模拟和预测其在不同条件下的性能,为蛋白的设计提供指导。本文综述了面向生物制造的蛋白元件挖掘、评估、改造以及从头设计的最新研究进展,探讨了该领域的热点问题、难点以及新兴技术方法,旨在为相关领域的科研工作提供指导。 展开更多
关键词 生物制造 酶挖掘 评估 蛋白改造 从头设计
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蛋白表达系统的机理模型和人工智能模型研究进展 被引量:2
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作者 杨毅 杜军 +1 位作者 杨春贺 马红武 《生物工程学报》 北大核心 2025年第3期1079-1097,共19页
蛋白质是生命活动的基础,研究蛋白表达机制对于揭示细胞组织规律与促进生物技术发展至关重要。蛋白质表达是一个涵盖转录、翻译、折叠、转运与翻译后修饰等精密调控的复杂过程,结合蛋白表达数据构建其模型对理解蛋白表达的各种细胞因素... 蛋白质是生命活动的基础,研究蛋白表达机制对于揭示细胞组织规律与促进生物技术发展至关重要。蛋白质表达是一个涵盖转录、翻译、折叠、转运与翻译后修饰等精密调控的复杂过程,结合蛋白表达数据构建其模型对理解蛋白表达的各种细胞因素和调控机制具有重要意义。本文重点评述了近年来蛋白表达过程机理模型构建和通过人工智能方法分析各种因素对蛋白表达的影响。化学反应网络模型可从转录翻译的底层过程对蛋白表达进行数学建模,可分析各种胞内成分如聚合酶、tRNA等对蛋白表达的影响,但模型参数数量巨大,难以直接实验确定,参数拟合是一个需要解决的难题。与之相对,数据驱动的人工智能模型主要研究目标蛋白的氨基酸序列和相应基因及调控区核苷酸序列对蛋白表达的影响,进而指导通过序列设计提高蛋白表达量。将机理模型和人工智能模型相结合,综合考虑胞内因素和表达序列特征的影响,有望进一步加深对蛋白表达系统的理解,为高价值目标蛋白的高效表达和细胞中不同蛋白的协调表达调控提供理论和技术支持。 展开更多
关键词 蛋白表达系统 化学反应网络 人工智能 深度学习 转录 翻译
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多约束代谢网络模型的研究进展 被引量:5
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作者 杨雪 张培基 +5 位作者 毛志涛 赵欣 王若宇 蔡敬一 王智文 马红武 《生物工程学报》 CAS CSCD 北大核心 2022年第2期531-545,共15页
基于约束的基因组尺度代谢网络模型(genome-scale metabolic models,GEMs)分析已被广泛应用于代谢表型的预测。而实际细胞中代谢速率除计量学约束外,还受到酶资源可用性和反应热力学可行性等其他因素影响,在GEMs中整合酶资源约束或者热... 基于约束的基因组尺度代谢网络模型(genome-scale metabolic models,GEMs)分析已被广泛应用于代谢表型的预测。而实际细胞中代谢速率除计量学约束外,还受到酶资源可用性和反应热力学可行性等其他因素影响,在GEMs中整合酶资源约束或者热力学约束构建多约束代谢网络模型可以进一步缩小优化解空间,提升细胞表型预测的准确性。文中主要对近年来多约束模型的研究进展进行了综述,介绍了不同多约束模型的构建方法,以及其在研究基因敲除影响、预测可行途径和提供代谢瓶颈信息等方面的应用。将多种约束条件进一步与代谢模型整合,可更准确地预测细胞代谢的瓶颈和关键调控改造靶点,从而为工业菌种代谢工程改造提供精确的设计指导。 展开更多
关键词 基因组尺度代谢网络模型 酶约束 热力学约束 多约束模型 关键酶 瓶颈反应
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基于图论和约束优化的异源代谢途径设计方法及应用 被引量:2
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作者 余文童 袁倩倩 +1 位作者 马红武 王智文 《生物工程学报》 CAS CSCD 北大核心 2022年第4期1390-1407,共18页
构建高产高附加值产品的微生物细胞工厂是代谢工程的研究目标之一,设计高效的产品合成途径是实现这一目标的重要方式。不同微生物底盘因其代谢能力有所差异,故而可以利用的底物和生产的产品范围有限。为了扩大其生产能力,需要进行代谢... 构建高产高附加值产品的微生物细胞工厂是代谢工程的研究目标之一,设计高效的产品合成途径是实现这一目标的重要方式。不同微生物底盘因其代谢能力有所差异,故而可以利用的底物和生产的产品范围有限。为了扩大其生产能力,需要进行代谢途径从无到有的设计。传统代谢工程基于经验进行异源途径设计的方式低效且无法确保结果的全面性,而系统生物学技术的蓬勃发展,为途径设计提供了新的方法。异源代谢途径设计方法主要包括基于图论的途径设计和基于约束优化的途径设计,这些方法利用包含丰富代谢反应信息的数据库,通过图论搜索策略或约束算法,计算出多条产品合成途径,进而筛选出最优途径指导菌株改造。本文将对途径设计所依赖的数据库、途径设计算法及其在代谢工程中的应用进行详细介绍,并讨论现有算法在实际应用中存在的不足和挑战,为研究者选择不同方法进行产品合成途径设计提供指导。 展开更多
关键词 途径设计 代谢网络 代谢工程 图论方法 约束方法
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基于图论的代谢网络中流通代谢物处理新方法 被引量:2
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作者 高雅杰 袁倩倩 +5 位作者 杨雪 毛志涛 余文童 刘浩 Igor Goryanin 马红武 《生物工程学报》 CAS CSCD 北大核心 2022年第4期1554-1564,共11页
使用图论方法对基因组尺度代谢网络进行途径搜索是目前途径设计中最常用的方法之一。然而,由于流通代谢物(如H^(+)、H_(2)O、CO_(2)和ATP等)的影响,图论搜索得到的途径在生物学上经常是不可行的。虽然前人提出了一些方法对流通代谢物进... 使用图论方法对基因组尺度代谢网络进行途径搜索是目前途径设计中最常用的方法之一。然而,由于流通代谢物(如H^(+)、H_(2)O、CO_(2)和ATP等)的影响,图论搜索得到的途径在生物学上经常是不可行的。虽然前人提出了一些方法对流通代谢物进行处理,但均存在一些问题,目前还没有标准的处理方法。文中基于流通代谢物在反应中作为转移磷酸等功能基团转移载体的特性,提出了一种对流通代谢物成对处理的方法,并将其按照其在功能基团转移中发挥的作用进行优先级排序,以保证每个反应都有对应的代谢物连接,进而通过程序实现自动化处理。与已有其他方法处理结果的比较表明,这种流通代谢物成对排序处理的方法可以排除掉生物学不可行的途径,从而提高途径搜索的准确性,为利用图论方法进行途径设计和可视化提供更好的支撑。 展开更多
关键词 代谢网络模型 图论方法 流通代谢物 途径分析
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铁皮石斛多糖与Toll样受体4互作机制的计算模拟 被引量:1
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作者 崔萌菲 张悦 +8 位作者 张志宇 许慧敏 刘翠 成颖 李居行 刘欢欢 贺超 郭庆彬 刘岯 《食品研究与开发》 CAS 2024年第5期15-21,共7页
为研究铁皮石斛多糖(Dendrobium officinale polysaccharide,DOP)具有免疫活性片段的结构特征及与Toll样受体4(Toll⁃like receptor 4,TLR4)的相互作用机制,基于对TLR4结合腔的亲疏水性分析,将DOP寡糖的分为疏水片段筛选和亲水片段筛选,... 为研究铁皮石斛多糖(Dendrobium officinale polysaccharide,DOP)具有免疫活性片段的结构特征及与Toll样受体4(Toll⁃like receptor 4,TLR4)的相互作用机制,基于对TLR4结合腔的亲疏水性分析,将DOP寡糖的分为疏水片段筛选和亲水片段筛选,通过分子对接和分子动力学模拟,分析作用最强的DOP片段的结构特征及与TLR4的相互作用机制。结果表明,找到作用最强的DOP七糖片段,具有与经典底物脂多糖相似的结合模式,其中疏水性四糖片段结合在疏水结合腔,亲水性三糖片段结合在电正性区域。具有潜在免疫活性的铁皮石斛多糖可以由乙酰基修饰的疏水四糖片段和没有乙酰基修饰的亲水三糖片段组成,主要通过氢键和疏水作用与TLR4进行相互作用,发挥免疫活性。 展开更多
关键词 TOLL样受体4 铁皮石斛多糖 分子对接 分子动力学模拟 互作机制
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Recent advances in photoelectrochemical sensors for detection of ions in water 被引量:1
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作者 Linyang Li Junlian Chen +8 位作者 Chuanbao Xiao Yihao Luo Nianbing Zhong Quanhua Xie Haixing Chang Dengjie Zhong Yunlan Xu Mingfu Zhao Qiang Liao 《Chinese Chemical Letters》 SCIE CAS CSCD 2023年第6期37-48,共12页
Over the last 50 years,the explosive adoption of modern agricultural practices has led to an enormous increase in the emission of non-biodegradable and highly biotoxic ions into the hydrosphere.Excess intake of such i... Over the last 50 years,the explosive adoption of modern agricultural practices has led to an enormous increase in the emission of non-biodegradable and highly biotoxic ions into the hydrosphere.Excess intake of such ions,even essential trace elements such as Cu^(2+)and F^(-),can have serious consequences on human health.Therefore,to ensure safe drinking water and regulate wastewater discharge,photoelectrochemical(PEC)online sensors were developed,with advantages such as low energy consumption,inherent miniaturization,simple instrumentation,and fast response.However,there is no publicly available systematic review of the recent advances in PEC ion sensors available in the literature since January 2017.Thus,this review covers the various strategies that have been used to enhance the sensitivity,selectivity,and limit of detection for PEC ion sensors.The photoelectrochemically active materials,conductive substrates,electronic transfer,and performance of various PEC sensors are discussed in detail and divided into sections based on the measurement principle and detected ion species.We conclude this review by highlighting the challenges and potential future avenues of research associated with the development of novel high-performance PEC sensors. 展开更多
关键词 Photoelectrochemical sensor Ion detection Working principle Electronic transfer Sensitivity and selectivity Limit of detection
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Real-Time analysis of exosome secretion of single cells with single molecule imaging
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作者 PENGFEI ZHANG SHAOPENG WANG 《BIOCELL》 SCIE 2021年第6期1449-1451,共3页
The exosome-mediated response can promote or restrain the diseases by regulating the intracellular pathways,making the exosome become an effective marker for diagnosis and therapeutic control at the single-cell level.... The exosome-mediated response can promote or restrain the diseases by regulating the intracellular pathways,making the exosome become an effective marker for diagnosis and therapeutic control at the single-cell level.However,real-time analysis is hard to be achieved with traditional approaches because the exosomes usually need to be enriched by ultracentrifugation for a measurable signal-to-noise ratio.Recently developed label-free single-molecule imaging approaches may become an real-time quantitative tool for the analysis of single exosomes and related secretion behaviors of single living cells owing to their extreme sensitivity. 展开更多
关键词 Plasmonic scattering LABEL-FREE Single molecule imaging Cell secretion
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Unveiling an ancient whole-genome duplication event in Stentor, the model unicellular eukaryotes
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作者 Weibo Zheng Chao Li +3 位作者 Zhaorui Zhou Xiao Chen Michael Lynch Ying Yan 《Science China(Life Sciences)》 2025年第3期825-835,共11页
Whole-genome duplication(WGD)events are widespread across eukaryotes and have played a significant role in moulding the genetic architectures of diverse organisms.In the present study,the newly sequenced genome of a g... Whole-genome duplication(WGD)events are widespread across eukaryotes and have played a significant role in moulding the genetic architectures of diverse organisms.In the present study,the newly sequenced genome of a giant ciliated protist,Stentor roeselii,provides an opportunity for the analysis of the collinearity and retention of reciprocal best-hit genes between two Stentor species.As a main result,we have unveiled a previously undetected ancient WGD event shaping the genome of its congener,Stentor coeruleus,a model protist used in cytological and evolutionary studies.Genomes of two congeners,S.coeruleus and S.roeselii,are compared and analyzed,revealing that:(i)the former exhibits a much higher retention rate of colinear-gene pairs(28%)than does S.roeselii,and in S.coeruleus,75%of genes that have a RBH hit in S.roeselii,have paralogs with high amino-acid identity,consistent with a WGD event in the lineage leading to S.coeruleus;(ii)the S.roeselii genome possesses extremely short intergenic regions,implying that the lengths of intergenic regions are under strong selection;(iii)the unique characteristics of introns may have been shaped in the common ancestor of heterotrichs;(iv)gene families that play a role in activities of multiple protein kinases and voltage-gated ion channels expanded rapidly in the ancestor of both taxa,possibly relating to the remarkable regenerative ability in Stentor.This study offers new insights into the evolutionary dynamics of ciliate genomes,with implications for understanding of the processes underlying the evolution of genomic complexity. 展开更多
关键词 genome complexity CILIATES whole-genome duplication Stentor
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Fluorescent Protein Chromophore-Based Luciferins for Bioluminescence Imaging
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作者 Alicia E.Mangubat-Medina Zachary R.Torrey +3 位作者 Katherine M.Townsend Bethany Kolbaba-Kartchner Jeremy H.Mills Jennifer A.Prescher 《Chemical & Biomedical Imaging》 2025年第12期857-864,共8页
Bioluminescence is routinely used to track cellular and molecular features in vivo.This technique relies upon the enzymatic oxidation of a small molecule to produce a photon of light.However,most bioluminescent probes... Bioluminescence is routinely used to track cellular and molecular features in vivo.This technique relies upon the enzymatic oxidation of a small molecule to produce a photon of light.However,most bioluminescent probes exhibit suboptimal tissue penetrance,limiting applications in some preclinical models.We aimed to develop red-shifted tools for more sensitive,deep tissue imaging.Toward this end,we were inspired by the cell-compatible and red-emitting chromophore present in common fluorescent proteins(FPs).We synthesized two firefly luciferin analogues(FPLucs)based on the fluorescent motif.The probes produced>650 nm light,with peak emission values of 701 and 699 nm,making them amenable for tissue imaging.We further identified more optimal luciferases for processing FPLucs,using a combination of Rosetta-guided design and screening.When incubated with the analogues,the engineered luciferases exhibited improved light outputs compared to native firefly luciferase.The designer luciferase-luciferin pairs could also be readily detected in tissue mimics.Continued development of these and other fluorophore-inspired luciferins will expand applications of bioluminescence imaging. 展开更多
关键词 BIOLUMINESCENCE IMAGING LUCIFERASE LUCIFERIN protein engineering
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Systematic design and evaluation of artificial CO_(2) assimilation pathways
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作者 Yushuo Liu Guangyun Chu +5 位作者 Xiaoming Dong Hao Luo Zhitao Mao Yufeng Mao Qianqian Yuan Hongwu Ma 《Synthetic and Systems Biotechnology》 2025年第4期1107-1118,共12页
With the advancement of industry and bio-agriculture,the effective management of CO_(2) has emerged as a critical challenge for humanity.This study systematically explores multiple CO_(2) assimilation pathways using t... With the advancement of industry and bio-agriculture,the effective management of CO_(2) has emerged as a critical challenge for humanity.This study systematically explores multiple CO_(2) assimilation pathways using the comb-FBA algorithm,aiming to identify efficient artificial carbon fixation pathways.By extracting 49 CO_(2) and HCO3involved reactions and combining them with 6,529 reactions from MetaCyc,we constructed the computational set for analysis.These 16 core reactions give rise to 136 carbon fixation pathways for single C2 targets(such as acetyl-CoA,glyoxylate,and oxalate)and 576 carbon fixation pathways for single C3 targets(including glyceraldehyde-3-phosphate or pyruvate).Based on these core reactions,we identified four principal carbon fixation modes.Through systematic assessments,we identified 12 promising CO_(2) fixation pathways,each comprising no more than 20 reaction steps and demonstrating thermodynamic feasibility.Through further analysis of enzyme oxygen sensitivity and availability,we identified three novel and promising pathways.By examining metabolite conversion relationships,we also identified alternative carbon fixation reaction modules,offering flexibility for pathway optimization and experimental design.In conclusion,this study provides a diverse library of artificial carbon fixation pathways,demonstrating the power of the comb-FBA algorithm in designing carbon assimilation pathways and laying the foundation for more efficient CO_(2) fixation strategies. 展开更多
关键词 Biological carbon fixation Computational pathway design Comb-FBA Artificial CO_(2)assimilation pathways
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Whole-genome duplications revealed by macronuclear genomes of five rare species of the model ciliates Paramecium
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作者 Jiahao Ni Yue Hao +8 位作者 Berenice Jiménez-Marín Farhan Ali Jiao Pan Yaohai Wang Ziguang Deng Jean-Francois Gout Yu Zhang Michael Lynch Hongan Long 《Science China(Life Sciences)》 2025年第12期3633-3645,共13页
Paramecium,a group of ciliates with a long evolutionary history,plays essential roles in freshwater ecosystems and has been model for genetic,cellular,and evolutionary studies for over a century.Despite the valuable c... Paramecium,a group of ciliates with a long evolutionary history,plays essential roles in freshwater ecosystems and has been model for genetic,cellular,and evolutionary studies for over a century.Despite the valuable contributions of genomic resources such as ParameciumDB,genomic data are still mostly limited to species in and near the P.aurelia group.This study addresses this gap by HiFi sequencing,assembling,and annotating the macronuclear genomes of five rare Paramecium species:P.calkinsi,P.duboscqui,P.nephridiatum,P.putrinum,and P.woodruffi.These genomes enable a comprehensive exploration of genomic diversity,genome evolution,and phylogenomic relationships within the genus Paramecium.The genome sizes range from 47.78 to 113.16 Mb,reflecting unexpected variation in genomic content,and genic features differ from those of other reported Paramecium genomes,such as larger intron sizes and higher GC content.Nonetheless,the de novo assemblies indicate that macronuclear genomes of all Paramecium are highly streamlined,with~77%being protein-coding gene regions.Based on gene-duplication depths,synonymous mutations in paralogs,and phylogenomic relationships,we discovered that the five species experienced at least three whole-genome duplication(WGD)events,independent of those previously found in the P.aurelia complex.Using all available WGD data for Paramecium,we further explore the paralog dynamics after WGD events by modeling.This study contributed to a more comprehensive and deeper understanding of genome architecture and evolution in Paramecium. 展开更多
关键词 CILIATE genome diversity MACRONUCLEUS PARAMECIUM PROTIST
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MTD:A cloud-based omics database and interactive platform for Myceliophthora thermophila
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作者 Jiacheng Dong Zhitao Mao +10 位作者 Haoran Li Ruoyu Wang Yutao Wang Haokai Jia Jingen Li Qian Liu Chenglin Zhang Xiaoping Liao Defei Liu Hongwu Ma Chaoguang Tian 《Synthetic and Systems Biotechnology》 2025年第3期783-793,共11页
Nowadays,biological databases are playing an increasingly critical role in biological research.Myceliophthora thermophila is an excellent thermophilic fungal chassis for industrial enzyme production and plant biomass-... Nowadays,biological databases are playing an increasingly critical role in biological research.Myceliophthora thermophila is an excellent thermophilic fungal chassis for industrial enzyme production and plant biomass-based chemical synthesis.The lack of a dedicated public database has made access to and reanalysis of M.thermophila data difficult.To bridge this gap,we developed MTD(https://mtd.biodesign.ac.cn/),a cloud-based omics database and interactive platform for M.thermophila.MTD integrates comprehensive genome annotations,sequence-based predictions,transcriptome data,curated experimental descriptions,and bioinformatics analysis tools,offering a comprehensive,one-stop solution with a‘top-down’search strategy to streamline M.thermophila research.The platform supports data reproduction,rapid querying,and in-depth mining of existing tran-scriptome datasets.Based on analyses using data and tools in MTD,we identified shifts in metabolic allocation in a glucoamylase hyperproduction strain of M.thermophila,highlighting changes in fatty acid biosynthesis and amino acids biosynthesis pathways,which provide new insights into the underlying phenotypic alterations.As a pioneering resource,MTD marks a key advancement in M.thermophila research and sets the model for developing similar databases for other species. 展开更多
关键词 Myceliophthora thermophila DATABASE Omics data Serverless architecture
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Chip-integrated plasmonic flat optics for mid-infrared full-Stokes polarization detection 被引量:12
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作者 JING BAI CHU WANG +3 位作者 XIAHUI CHEN ALI BASIRI CHAO WANG YU YAO 《Photonics Research》 SCIE EI CSCD 2019年第9期1051-1060,共10页
Flat optics presents a new path to control the phase, amplitude, and polarization state of light with ultracompact devices. Here we demonstrate chip-integrated metasurface devices for polarization detection of mid-inf... Flat optics presents a new path to control the phase, amplitude, and polarization state of light with ultracompact devices. Here we demonstrate chip-integrated metasurface devices for polarization detection of mid-infrared light with arbitrary polarization states. Six high-performance microscale linear and circular polarization filters based on vertically stacked plasmonic metasurfaces(with total thickness <600 nm) are integrated on the same chip to obtain all four Stokes parameters of light with high accuracy. The device designs can be tailored to operate at any wavelength in the mid-infrared spectral region and are feasible for on-chip integration with mid-infrared(mid-IR) photodetectors and imager arrays. Our work will enable on-chip mid-IR polarimeters and polarimetric imaging systems, which are highly desirable for many applications, such as clinical diagnosis, target detection, and space exploration. 展开更多
关键词 red LCP RCP STOKES Chip-integrated PLASMONIC FLAT OPTICS for MID-INFRARED full-Stokes polarization detection
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Chip-integrated metasurface full-Stokes polarimetric imaging sensor 被引量:10
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作者 Jiawei Zuo Jing Bai +4 位作者 Shinhyuk Choi Ali Basiri Xiahui Chen Chao Wang Yu Yao 《Light: Science & Applications》 SCIE EI CSCD 2023年第10期2131-2144,共14页
Polarimetric imaging has a wide range of applications for uncovering features invisible to human eyes and conventional imaging sensors.Chip-integrated,fast,cost-effective,and accurate full-Stokes polarimetric imaging ... Polarimetric imaging has a wide range of applications for uncovering features invisible to human eyes and conventional imaging sensors.Chip-integrated,fast,cost-effective,and accurate full-Stokes polarimetric imaging sensors are highly desirable in many applications,which,however,remain elusive due to fundamental material limitations.Here we present a chip-integrated Metasurface-based Full-Stokes Polarimetric Imaging sensor(MetaPolarIm)realized by integrating an ultrathin(~600 nm)metasurface polarization filter array(MPFA)onto a visible imaging sensor with CMOS compatible fabrication processes.The MPFA is featured with broadband dielectric-metal hybrid chiral metasurfaces and double-layer nanograting polarizers.This chip-integrated polarimetric imaging sensor enables single-shot full-Stokes imaging(speed limited by the CMOS imager)with the most compact form factor,records high measurement accuracy,dual-color operation(green and red)and a field of view up to 40 degrees.MetaPolarIm holds great promise to enable transformative applications in autonomous vision,industry inspection,space exploration,medical imaging and diagnosis. 展开更多
关键词 STOKES POLAR enable
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Enzyme Commission Number Prediction and Benchmarking with Hierarchical Dual-core Multitask Learning Framework 被引量:5
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作者 Zhenkun Shi Rui Deng +5 位作者 Qianqian Yuan Zhitao Mao Ruoyu Wang Haoran Li Xiaoping Liao Hongwu Ma 《Research》 SCIE EI CSCD 2023年第3期117-128,共12页
Enzyme commission(EC)numbers,which associate a protein sequence with the biochemical reactions it catalyzes,are essential for the accurate understanding of enzyme functions and cellular metabolism.Many ab initio compu... Enzyme commission(EC)numbers,which associate a protein sequence with the biochemical reactions it catalyzes,are essential for the accurate understanding of enzyme functions and cellular metabolism.Many ab initio computational approaches were proposed to predict EC numbers for given input protein sequences.However,the prediction performance(accuracy,recall,and precision),usability,and efficiency of existing methods decreased seriously when dealing with recently discovered proteins,thus still having much room to be improved.Here,we report HDMLF,a hierarchical dual-core multitask learning framework for accurately predicting EC numbers based on novel deep learning techniques.HDMLF is composed of an embedding core and a learning core;the embedding core adopts the latest protein language model for protein sequence embedding,and the learning core conducts the EC number prediction.Specifically,HDMLF is designed on the basis of a gated recurrent unit framework to perform EC number prediction in the multi-objective hierarchy,multitasking manner.Additionally,we introduced an attention layer to optimize the EC prediction and employed a greedy strategy to integrate and fine-tune the final model.Comparative analyses against 4 representative methods demonstrate that HDMLF stably delivers the highest performance,which improves accuracy and F1 score by 60%and 40%over the state of the art,respectively.An additional case study of tyrB predicted to compensate for the loss of aspartate aminotransferase aspC,as reported in a previous experimental study,shows that our model can also be used to uncover the enzyme promiscuity.Finally,we established a web platform,namely,ECRECer(https://ecrecer.biodesign.ac.cn),using an entirely could-based serverless architecture and provided an offline bundle to improve usability. 展开更多
关键词 server PREDICTION entirely
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Melatonin biosynthesis pathways in nature and its production in engineered microorganisms 被引量:2
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作者 Xiaotong Xie Dongqin Ding +4 位作者 Danyang Bai Yaru Zhu Wei Sun Yumei Sun Dawei Zhang 《Synthetic and Systems Biotechnology》 SCIE 2022年第1期544-553,共10页
Melatonin is a biogenic amine that can be found in plants,animals and microorganism.The metabolic pathway of melatonin is different in various organisms,and biosynthetic endogenous melatonin acts as a molecular signal... Melatonin is a biogenic amine that can be found in plants,animals and microorganism.The metabolic pathway of melatonin is different in various organisms,and biosynthetic endogenous melatonin acts as a molecular signal and antioxidant protection against external stress.Microbial synthesis pathways of melatonin are similar to those of animals but different from those of plants.At present,the method of using microorganism fermentation to produce melatonin is gradually prevailing,and exploring the biosynthetic pathway of melatonin to modify microorganism is becoming the mainstream,which has more advantages than traditional chemical synthesis.Here,we review recent advances in the synthesis,optimization of melatonin pathway.L-tryptophan is one of the two crucial precursors for the synthesis of melatonin,which can be produced through a four-step reaction.Enzymes involved in melatonin synthesis have low specificity and catalytic efficiency.Site-directed mutation,directed evolution or promotion of cofactor synthesis can enhance enzyme activity and increase the metabolic flow to promote microbial melatonin production.On the whole,the status and bottleneck of melatonin biosynthesis can be improved to a higher level,providing an effective reference for future microbial modification. 展开更多
关键词 MELATONIN BIOSYNTHESIS Plants ANIMALS MICROORGANISMS Metabolic modification Enzyme catalysis mechanism
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Structural color printing via polymer-assisted photochemical deposition 被引量:2
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作者 Shinhyuk Choi Zhi Zhao +3 位作者 Jiawei Zuo Hossain Mansur Resalat Faruque Yu Yao Chao Wang 《Light: Science & Applications》 SCIE EI CAS CSCD 2022年第5期796-807,共12页
Structural color printings have broad applications due to their advantages of long-term sustainability,eco-friendly manufacturing,and ultra-high resolution.However,most of them require costly and time-consuming fabric... Structural color printings have broad applications due to their advantages of long-term sustainability,eco-friendly manufacturing,and ultra-high resolution.However,most of them require costly and time-consuming fabrication processes from nanolithography to vacuum deposition and etching.Here,we demonstrate a new color printing technology based on polymer-assisted photochemical metal deposition(PPD),a room temperature,ambient,and additive manufacturing process without requiring heating,vacuum deposition or etching.The PPD-printed silver films comprise densely aggregated silver nanoparticles filled with a small amount(estimated<20%volume)of polymers,producing a smooth surface(roughness 2.5 nm)even better than vacuum-deposited silver films(roughness 2.8 nm)at~4 nm thickness.Further,the printed composite films have a much larger effective refractive index n(~1.90)and a smaller extinction coefficient k(~0.92)than PVD ones in the visible wavelength range(400 to 800 nm),therefore modulating the surface reflection and the phase accumulation.The capability of PPD in printing both ultra-thin(~5 nm)composite films and highly reflective thicker film greatly benefit the design and construction of multilayered Fabry–Perot(FP)cavity structures to exhibit vivid and saturated colors.We demonstrated programmed printing of complex pictures of different color schemes at a high spatial resolution of~6.5μm by three-dimensionally modulating the top composite film geometries and dielectric spacer thicknesses(75 to 200 nm).Finally,PPD-based color picture printing is demonstrated on a wide range of substrates,including glass,PDMS,and plastic,proving its broad potential in future applications from security labeling to color displays. 展开更多
关键词 COMPOSITE PRINTING SILVER
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Competition for electrons between reductive dechlorination and denitrification 被引量:3
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作者 Lifeng Cao Weihua Sun +4 位作者 Yuting Zhang Shimin Feng Jinyun Dong Yongming Zhang Bruce E. Rittmann 《Frontiers of Environmental Science & Engineering》 SCIE EI CAS CSCD 2017年第6期129-138,共10页
It is common that 2,4,6-trichlorophenol (TCP) coexists with nitrate or nitrite in industrial wastewaters. In this work, simultaneous reductive dechlorination of TCP and denitrification of nitrate or nitrite competed... It is common that 2,4,6-trichlorophenol (TCP) coexists with nitrate or nitrite in industrial wastewaters. In this work, simultaneous reductive dechlorination of TCP and denitrification of nitrate or nitrite competed for electron donor, which led to their mutual inhibition. All inhibitions could be relieved to a certain degree by augmenting an organic electron donor, but the impact of the added electron donor was strongest for TCP. For simultaneous reduction ofTCP together with nitrate, TCP's removal rate value increased 75% and 150%, respectively, when added glucose was increased from 0.4 mmol· L^-1 to 0.5 mmol· L^-1 and to 0.76 mmol· L^-1 For comparison, the removal rate for nitrate increased by only 25% and 114% for the same added glucose. The relationship between their initial biodegradation rates versus their initial concentrations could be represented well with the Monod model, which quantified their half-maximum-rate concentration (Ks value), and Ks values for TCP, nitrate, and nitrite were larger with simultaneous reduction than independent reduction. The increases in Ks are further evidence that competition for the electron donor led to mutual inhibition. For bioremediation of wastewater containing TCP and oxidized nitrogen, both reduction reactions should proceed more rapidly if the oxidized nitrogen is nitrite instead of nitrate and if readily biodegradable electron acceptor is augmented. 展开更多
关键词 Competition for electrons Denitrification Reductive dechlorination Bioremediation Nitrate 2 4 6-trichlorophenol
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Interactions between metal ions and the biopolymer in activated sludge: quantification and effects of system pH value 被引量:4
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作者 Yun Zhou Siqing Xia +3 位作者 Binh T. Nguyen Min Long Jiao Zhang Zhiqiang Zhang 《Frontiers of Environmental Science & Engineering》 SCIE EI CAS CSCD 2017年第1期79-87,共9页
The quantification and effects of system pH value on the interactions between Pb(II) and the biopolymer in activated sludge were investigated. The biopolymer had two protein-like fluorescence peaks (Ex/Em = 280 nm1... The quantification and effects of system pH value on the interactions between Pb(II) and the biopolymer in activated sludge were investigated. The biopolymer had two protein-like fluorescence peaks (Ex/Em = 280 nm1326-338 nm for peak A; Ex/Em = 220-230 nm/324-338 nm for peak B). The fluorescence intensities of peak B were higher than those of peak A. The fluorophores of both peaks could be largely quenched by Pb(ll), and the quencher dose for peak B was about half of that for peak A. The modified Stern-Volmer equation well depicted the fluorescence quenching titration. The quenching constant (Ka) values for both peaks decreased with rising system pH value, and then sharply decreased under alkaline conditions. It could be attributed to that the alkaline conditions caused the reduction of available Pb(II) due to the occurrence of Pb(OH)2 sediments. The Ka values of peak B were bigger than those for peak A at the same system pH values. Accordingly, the aromatic proteins (peak B) played a key role in the interactions between metal ions and the biopolymer. 展开更多
关键词 Metal ions BIOPOLYMER Activated sludge Three-dimensional excitation emission matrix (3D-EEM) Fluorescence regional integration (FRI) technique Quantification
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