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转录组测序及其在牧草基因资源发掘中的应用前景 被引量:18
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作者 井赵斌 魏琳 +1 位作者 俞靓 程积民 《草业科学》 CAS CSCD 北大核心 2011年第7期1364-1369,共6页
本研究概述了基于新一代高通量测序技术转录组测序的基本原理、实验流程、数据分析和目前的应用现状,并结合抗旱牧草转录组测序研究思路,展望了转录组测序可能对牧草种质资源基因发掘及其在牧草作物种质创新与品种设计育种中产生的影响。
关键词 转录组测序 牧草 基因
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转录组测序及其在野生大豆基因资源发掘中的应用 被引量:13
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作者 吴倩 张磊 +2 位作者 黄志平 王大刚 胡国玉 《大豆科学》 CAS CSCD 北大核心 2013年第6期845-851,共7页
野生大豆是栽培大豆的原始祖先种,其遗传多样性远远超过栽培大豆,并且蕴藏着多种优异抗性基因。目前关于野生大豆优异基因挖掘和利用的研究很少,本研究概述了转录组测序的基本原理、实验流程、数据分析和应用现状,并展望了将转录组测序... 野生大豆是栽培大豆的原始祖先种,其遗传多样性远远超过栽培大豆,并且蕴藏着多种优异抗性基因。目前关于野生大豆优异基因挖掘和利用的研究很少,本研究概述了转录组测序的基本原理、实验流程、数据分析和应用现状,并展望了将转录组测序技术应用于野生大豆的研究,可能对野生大豆资源基因发掘和利用及其在大豆种质创新与品种设计育种中产生的影响。将野生大豆研究深入到分子水平,对野生大豆资源的深入研究具有重要理论意义和实践价值。 展开更多
关键词 野生大豆 基因资源 转录组测序 挖掘和利用
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基于斑马鱼模型的防风多糖调节免疫作用机制研究 被引量:8
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作者 孙萌 王文地 +4 位作者 丽妍 刘可春 夏青 姜艳艳 刘斌 《中国中药杂志》 CAS CSCD 北大核心 2023年第7期1916-1926,共11页
利用斑马鱼模型评价防风多糖的免疫调节作用,并利用转录组测序和实时荧光定量PCR技术探讨其作用机制。以免疫细胞荧光标记的转基因斑马鱼Tg(lyz:DsRed)为实验动物,选用长春瑞滨诱导免疫低下模型,评价防风多糖对斑马鱼体内巨噬细胞密度... 利用斑马鱼模型评价防风多糖的免疫调节作用,并利用转录组测序和实时荧光定量PCR技术探讨其作用机制。以免疫细胞荧光标记的转基因斑马鱼Tg(lyz:DsRed)为实验动物,选用长春瑞滨诱导免疫低下模型,评价防风多糖对斑马鱼体内巨噬细胞密度和分布的影响。以野生型AB系斑马鱼为实验动物,采用中性红和苏丹黑B染色法,检测防风多糖对斑马鱼体内巨噬细胞和中性粒细胞数目的影响;采用DAF-FM DA荧光探针法,检测各组斑马鱼体内NO含量的变化;ELISA法检测斑马鱼体内IL-1β和IL-6的含量变化。利用转录组测序分析空白对照组、模型组和防风多糖处理组斑马鱼的差异表达基因,通过Gene Ontology(GO)和Kyoto Encyclopedia of Genes and Genomes(KEGG)富集分析其免疫调节作用机制,并利用RT-qPCR法验证关键基因的表达水平。结果显示,防风多糖能显著增加斑马鱼免疫细胞密度,增加巨噬细胞和中性粒细胞数目,并降低免疫低下斑马鱼体内NO、IL-1β和IL-6含量。转录组测序分析结果显示防风多糖通过影响Toll样受体通路和单纯疱疹感染通路上免疫相关基因的表达水平,进而影响下游的细胞因子以及干扰素的释放,完成T细胞的活化过程,发挥调节机体免疫活性的作用。 展开更多
关键词 防风 多糖 免疫调节 斑马鱼 转录组测序
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红豆杉分子生物学研究进展 被引量:10
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作者 周华 朱祺 +2 位作者 杨艳芳 余发新 邱德有 《植物生理学报》 CAS CSCD 北大核心 2014年第4期373-381,共9页
红豆杉作为抗癌药物紫杉醇的药源植物得到了国际上的广泛关注。本文综述了近年来国内外关于红豆杉分子生物学方面的研究进展,主要包括编码紫杉醇生物合成的紫杉二烯合成酶、羟基化酶、酰基转移酶等功能基因以及相关转录因子编码基因的... 红豆杉作为抗癌药物紫杉醇的药源植物得到了国际上的广泛关注。本文综述了近年来国内外关于红豆杉分子生物学方面的研究进展,主要包括编码紫杉醇生物合成的紫杉二烯合成酶、羟基化酶、酰基转移酶等功能基因以及相关转录因子编码基因的分离克隆、表达转化的研究,红豆杉遗传多样性、紫杉醇含量相关的分子标记研究。红豆杉谱系地理学的研究以及解析紫杉醇合成分子机理的红豆杉转录组和代谢组研究等;最后对当前研究的不足和对今后利用分子手段研究红豆杉的发展前景进行了展望。 展开更多
关键词 红豆杉 基因克隆 转录因子 分子标记 转录组测序
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High-throughput sequencing of highbush blueberry transcriptome and analysis of basic helix-loop-helix transcription factors 被引量:8
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作者 SONG Yang LIU Hong-di +5 位作者 ZHOU Qiang ZHANG Hong-jun ZHANG Zhi-dong LI Ya-dong WANG Hai-bo LIU Feng-zhi 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2017年第3期591-604,共14页
The highbush blueberry(Vaccinium corymbosum),Duke,was used to construct a de novo transcriptome sequence library and to perform data statistical analysis.Mega 4,CLC Sequence Viewer 6 software,and quantitative PCR we... The highbush blueberry(Vaccinium corymbosum),Duke,was used to construct a de novo transcriptome sequence library and to perform data statistical analysis.Mega 4,CLC Sequence Viewer 6 software,and quantitative PCR were employed for bioinformatics and expression analyses of the basic helix-loop-helix(BHLH)transcription factors of the sequencing library.The results showed that 28.38 gigabytes of valid data were obtained from transcriptome sequencing and were assembled into 108 033 unigenes.Functional annotation showed that 32 244 unigenes were annotated into Clusters of Orthologous Groups(COG)and Gene Ontology(GO)databases,whereas the rest of the 75 789 unigenes had no matching information.By using COG and GO classification tools,sequences with annotation information were divided into 25 and 52 categories,respectively,which involved transport and metabolism,transcriptional regulation,and signal transduction.Analysis of the transcriptome library identified a total of 59 BHLH genes.Sequence analysis revealed that 55 genes of that contained a complete BHLH domain.Furthermore,phylogenetic analysis showed that BHLH genes of blueberry(Duke)could be divided into 13 sub-groups.PCR results showed that 45 genes were expressed at various developmental stages of buds,stems,leaves,flowers,and fruits,suggesting that the function of BHLH was associated with the development of different tissues and organs of blueberry,Duke.The present study would provided a foundation for further investigations on the classification and functions of the blueberry BHLH family. 展开更多
关键词 BLUEBERRY BIOINFORMATICS transcdptome sequencing basic helix-loop-helix transcription factor
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基于代谢组学和转录组学的不同生长年限下银杏萜类生物合成关键基因表达分析 被引量:4
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作者 刘志强 高崎 +2 位作者 李航 江美芳 陈冉 《中草药》 CAS CSCD 北大核心 2022年第4期1138-1147,共10页
目的以不同发育阶段不同树龄的银杏叶(银杏幼树叶,多年生银杏树叶)为对象,分析次生代谢物变化规律,测定黄酮及萜内酯含量,分析萜类生物合成的通路和关键基因表达,为提高银杏萜内酯产量提供分子生药学数据。方法采用液相色谱-质谱联用(LC... 目的以不同发育阶段不同树龄的银杏叶(银杏幼树叶,多年生银杏树叶)为对象,分析次生代谢物变化规律,测定黄酮及萜内酯含量,分析萜类生物合成的通路和关键基因表达,为提高银杏萜内酯产量提供分子生药学数据。方法采用液相色谱-质谱联用(LC-MS)技术,并进行高通量转录组学测序(RNA-seq),从差异表达基因中寻找次生代谢物生物合成的关联酶基因。结果代谢数据表明,不同树龄,不同发育阶段的银杏叶次生代谢物明显不同,黄酮类成分,老树叶片与幼树叶4~7月含量均呈下降趋势;同发育阶段,幼树叶含量高于老树叶片含量;萜内酯类成分,老树叶片4~7月含量略微呈上升趋势,幼树叶略微呈缓降趋势;同发育阶段,幼树叶含量高于老树叶片含量。转录组分析出萌发期,老树叶片与幼树叶片生长状态相似,5~7月老树叶与幼树叶基因表达发生较大变化。筛选出49条与萜类合成有关的候选基因,分析后发现甲羟戊酸途径(mevalonate pathway,MVA)中老树叶表达高于幼树叶;甲基赤藻糖醇磷酸途径(methylerythritol 4-phosphate pathway,MEP)中幼树叶表达高于老树叶。结论幼树叶比老树叶药用活性成分含量更高,适合作为药材。银杏叶内萜类合成途径可能主要依赖于MEP途径,且相关基因表达量与代谢成分相互证明。 展开更多
关键词 银杏 测序 转录组 代谢组 萜类
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盐碱胁迫下羊草转录因子的转录组分析 被引量:5
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作者 董园园 李晓薇 +3 位作者 姚娜 刘秀明 陈欢 李海燕 《北方园艺》 CAS 北大核心 2017年第7期115-120,共6页
以羊草为试材,采用罗氏454二代测序方法,研究了羊草转录因子家族在逆境胁迫条件下来自38个家族的243个转录因子表达差异模式,以期揭示WRKY、C3HL、NAC等转录因子家族差异基因数量,探讨羊草的抗逆分子机制。结果表明:羊草转录组测序片段... 以羊草为试材,采用罗氏454二代测序方法,研究了羊草转录因子家族在逆境胁迫条件下来自38个家族的243个转录因子表达差异模式,以期揭示WRKY、C3HL、NAC等转录因子家族差异基因数量,探讨羊草的抗逆分子机制。结果表明:羊草转录组测序片段经de novo拼接共获得104 105条Unigene序列,对照含有97个转录因子基因,盐碱处理组含有213个转录因子,其中67个转录因子为2组共表达。差异基因表达分析揭示羊草主要通过WRKY、C3HL、NAC转录因子家族的差异表达调控盐碱适应性。该研究为耐盐碱型作物培育奠定了基础。 展开更多
关键词 转录组分析 羊草 转录因子 盐碱胁迫 高通量测序
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Dynamic heterogeneity of colorectal cancer during progression revealed clinical risk-associated cell types and regulations in single-cell resolution and spatial context
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作者 Haoxian Ke Zhihao Li +8 位作者 Peisi Li Shubiao Ye Junfeng Huang Tuo Hu Chi Zhang Ming Yuan Yuan Chen Xianrui Wu Ping Lan 《Gastroenterology Report》 SCIE CSCD 2023年第1期365-384,共20页
Background:Tumor heterogeneity is contributed by tumor cells and the microenvironment.Dynamics of tumor heterogeneity during colorectal cancer(CRC)progression have not been elucidated.Methods:Eight single-cell RNA seq... Background:Tumor heterogeneity is contributed by tumor cells and the microenvironment.Dynamics of tumor heterogeneity during colorectal cancer(CRC)progression have not been elucidated.Methods:Eight single-cell RNA sequencing(scRNA-seq)data sets of CRC were included.Milo was utilized to reveal the differential abundance of cell clusters during progression.The differentiation trajectory was imputed by using the Palantir algorithm and metabolic states were assessed by using scMetabolism.Three spatial transcription sequencing(ST-seq)data sets of CRC were used to validate cell-type abundances and colocalization.Cancer-associated regulatory hubs were defined as communication networks affecting tumor biological behaviors.Finally,quantitative reverse transcription polymerase chain reaction and immunohistochemistry staining were performed for validation.Results:TM4SF1t,SOX4t,and MKI67t tumor cells;CXCL12t cancer-associated fibroblasts;CD4t resident memory T cells;Treg;IgAt plasma cells;and several myeloid subsets were enriched in stage IV CRC,most of which were associated with overall survival of patients.Trajectory analysis indicated that tumor cells from patients with advanced-stage CRC were less differentiated,when metabolic heterogeneity showed a highest metabolic signature in terminal states of stromal cells,T cells,and myeloid cells.Moreover,ST-seq validated cell-type abundance in a spatial context and also revealed the correlation of immune infiltration between tertiary lymphoid structures and tumors followed by validation in our cohort.Importantly,analysis of cancer-associated regulatory hubs revealed a cascade of activated pathways including leukocyte apoptotic process,MAPK pathway,myeloid leukocyte differentiation,and angiogenesis during CRC progression.Conclusions:Tumor heterogeneity was dynamic during progression,with the enrichment of immunosuppressive Treg,myeloid cells,and fibrotic cells.The differential state of tumor cells was associated with cancer staging.Assessment of cancer-associated regulatory hubs 展开更多
关键词 colorectal cancer tumor heterogeneity tumor progression single-cell RNA sequencing spatial transcription sequencing
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RNA-Seq Study Reveals AP2-Domain-Containing Signalling Regulators Involved in Initial Imbibition of Seed Germination in Rice 被引量:4
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作者 HE Yongqi ZHAO Jia +6 位作者 FENG Defeng HUANG Zhibo LIANG Jiaming ZHENG Yufei CHENG Jinping YING Jifeng WANG Zhoufei 《Rice science》 SCIE CSCD 2020年第4期302-314,共13页
A number of internal signals are required for seed germination.However,the precise signalling responses in the initial imbibition of seed germination are not yet fully understood in rice.In this study,the RNA sequenci... A number of internal signals are required for seed germination.However,the precise signalling responses in the initial imbibition of seed germination are not yet fully understood in rice.In this study,the RNA sequencing(RNA-Seq)approach was conducted in 8 h imbibed seeds to understand the signalling responses in the initial imbibition of rice seed germination.A total of 563 differentially expressed genes(DEGs)with at least 4-fold change were identified in 8 h imbibed seeds compared to dry seeds.MapMan analysis revealed that the majority of signalling response-related DEGs were hormone-and transcription factor-related genes,in which the largest number of DEGs belong to the AP2-domain-containing regulators,and their expressions were significantly induced in the initial imbibition of seed germination in rice.Moreover,at least five AP2-domain-containing transcription factor OsDREBs were identified in the initial imbibition of rice seed germination,and the expressions of 251 DEGs were putatively regulated by OsDREBs through the dehydration-responsive element(DRE)cis-element assay.It suggested that the OsDREBs might play important roles in the regulation of initial seed imbibition in rice.The identified genes provide a valuable resource to study the signalling regulation of seed germination in the future. 展开更多
关键词 RICE seed imbibition signalling response plant hormone transcription factor RNA-sequencing
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中国人丁型肝炎病毒抗原编码区基因的cDNA克隆和序列分析 被引量:4
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作者 刘善虑 易炎杰 +1 位作者 丛旭 詹美云 《病毒学报》 CAS CSCD 北大核心 1993年第1期15-22,共8页
从我国四川一丁型肝炎病毒抗原(HDAg)、HDV RNA双阳性的HBsAg携带者血清中提取RNA,采用人工合成的引物进行4次逆转录和聚合酶链反应(PCR),获得了长度分别为707bp、414bp、876bp和274bp的4个HDV cDNA片段,并对其进行了克隆和序列分析。... 从我国四川一丁型肝炎病毒抗原(HDAg)、HDV RNA双阳性的HBsAg携带者血清中提取RNA,采用人工合成的引物进行4次逆转录和聚合酶链反应(PCR),获得了长度分别为707bp、414bp、876bp和274bp的4个HDV cDNA片段,并对其进行了克隆和序列分析。其抗原编码区核苷酸序列与美国(Makino)、意大利(Wang)、英国(Saldanha)和我国台湾株(Chao)等株比较同源性,分别为99.4%、92.1%、94.3%和91.4%,由它推导的氨基酸序列的同源性分别为99.1%、87.9%、88.2%和89.3%,并发现了4个集中保守的区域。 展开更多
关键词 丁型肝炎病毒 逆转录 聚合酶链反应
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Transcription factor CncC potentially regulates the expression of multiple detoxification genes that mediate indoxacarb resistance in Spodoptera litura 被引量:3
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作者 Li Shi Yao Shi +2 位作者 Meng-Fei Liu Ya Zhang Xiao-Lan Liao 《Insect Science》 SCIE CAS CSCD 2021年第5期1426-1438,共13页
The xenobiotic transcription factor cap‘n’collar isoform C(CncC)is considered the central regulator of antioxidant and detoxification genes.Previous research indicated that CncC regulates three-phase enzymes respons... The xenobiotic transcription factor cap‘n’collar isoform C(CncC)is considered the central regulator of antioxidant and detoxification genes.Previous research indicated that CncC regulates three-phase enzymes responsible for insecticide resistance.In this study,the SlituCncC gene from Spodoptera litura was obtained and characterized.Quantitative polymerase chain reaction(qPCR)analysis showed that SlituCncC was expressed in all developmental stages and tissues,but was highly expressed in 3rd-and 4th-instar larvae,and in the Malpighian tubule,fat body,and midgut.In addition,SlituCncC was up-regulated and more highly induced with indoxacarb treatment in the indoxacarb-resistant strains compared with the susceptible strain.RNA interference-mediated gene silencing of SlituCncC significantly increased mortality of S.liura when exposed to in-doxacarb.Furthermore,comparative transcriptome analysis showed that 842 genes were down-regulated and 127 genes were up-regulated in SlituC"ncC knockdown S.litura.Further analysis indicated that 18 three-phase enzymes were identified in the down-regulated genes,of which seven were associated with indoxacarb resistance in S.litura.qPCR analysis confirmed that expression of six of these seven genes was consistent with RNA se-quencing data.All six detoxification genes were induced by indoxacarb,and the expression patterns were similar to that of SlituCncC.Finally,the CneC-Maf binding site was predicted in all six gene promoters.This study indicates that the transcription factor SlituCncC may regulate multiple detoxification genes that mediate indoxacarb resistance in S.litura. 展开更多
关键词 Spodoptera litura indoxacarb resistance transcription factor detoxification genes RNA interference RNA sequencing
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鹿流行性出血热新分离毒株VP7基因序列的分析 被引量:2
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作者 李树清 《南京农业大学学报》 CAS CSCD 北大核心 1996年第4期66-72,共7页
用美国新分离到的一株鹿流行性出血热血清Ⅱ型毒株,通过繁毒,提核酸,反转录,PCR扩增,克隆,质粒增殖提纯,最后应用7脱氮dGTP试剂盒测定其VP7核酸基因序列。该基因序列共有1162对碱基,与标准鹿流行性出血热病... 用美国新分离到的一株鹿流行性出血热血清Ⅱ型毒株,通过繁毒,提核酸,反转录,PCR扩增,克隆,质粒增殖提纯,最后应用7脱氮dGTP试剂盒测定其VP7核酸基因序列。该基因序列共有1162对碱基,与标准鹿流行性出血热病毒Ⅱ型基因序列比较,发现9对碱基有差别。 展开更多
关键词 流行性出血热 病毒 反转录 克隆 序列分析 鹿病
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春兰与大花蕙兰杂交种红花呈色机理初探 被引量:2
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作者 孙叶 刘红 +5 位作者 李风童 刘春贵 周春华 包建忠 陈秀兰 赵国琦 《核农学报》 CAS CSCD 北大核心 2020年第10期2178-2189,共12页
为探究兰属杂交种红花的呈色机理,选择绿花春兰和黄花大花蕙兰的红花杂交种黄金梅为试验材料,通过小花蕾期和始花期花瓣的转录组测序分析,筛选影响花色的关键结构基因及调节基因,实时荧光定量PCR(qPCR)验证基因的差异表达,分光光度计法... 为探究兰属杂交种红花的呈色机理,选择绿花春兰和黄花大花蕙兰的红花杂交种黄金梅为试验材料,通过小花蕾期和始花期花瓣的转录组测序分析,筛选影响花色的关键结构基因及调节基因,实时荧光定量PCR(qPCR)验证基因的差异表达,分光光度计法检测花瓣色素(类黄酮、叶绿素A、叶绿素B、花青苷)的含量。结果表明,通过测序共获得113 780条单基因(Unigene),其中200~300 bp的Unigene占比42.68%;44 088个Unigene获得注释信息;与小花蕾期花瓣比较,始花期花瓣上调基因有1 855个,下调基因有2 494个;差异表达基因(DEGs)被GO数据库注释划分为47个功能组;1 219个DEGs被KEGG数据库注释,涉及166条代谢途径;根据KEGG代谢通路及基因注释结果,筛选出与花色相关的54个关键结构基因和21个转录因子;花青苷合成基因DFR、ANS、3,5GT及转录因子Zm1、Hv1、MYB305表达量在始花期上调,在NCBI库BLAST同源基因发现黄金梅DFR、ANS、3GT基因与大花蕙兰的基因同源性最高,5,3GT、3,5GT、Zm1基因与蝴蝶兰和石斛兰的基因同源性最高,转录因子Hv1、MYB305与建兰的基因同源性最高。qPCR参试基因表达量变化与转录组测序结果趋势一致。各阶段花瓣总黄酮的含量显著高于类胡萝卜素和叶绿素含量;始花期花瓣中花青苷含量升高。本研究结果为兰属杂交种花色基因的功能分析提供了参考。 展开更多
关键词 兰属 转录组测序 花色素 花色基因
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Expression and cloning of ciliary neurotrophic factor gene from human optic glioma and glioblastoma cell line
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作者 杜方勇 甘思德 +1 位作者 范明 刘淑红 《Chinese Science Bulletin》 SCIE EI CAS 1995年第24期2067-2070,共4页
Ciliary neurotrophic factor (CNTF) is the first neurokine to be found out for the potency to promote motoneuron survival in vitro and in vivo, and it does play a role in the development and regeneration of the nervous... Ciliary neurotrophic factor (CNTF) is the first neurokine to be found out for the potency to promote motoneuron survival in vitro and in vivo, and it does play a role in the development and regeneration of the nervous system. CNTF has been found up mainly in the astrocyte and Schwann cell. Its gene is located in the proximal part of long arm of chromosome 11, and apparently heterogenous to the gene of neurotrophins, there is 展开更多
关键词 CILIARY NEUROTROPHIC factor GENE reverse transcription PCR GENE CLONING sequencing.
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Mutational Analysis of OCT4+ and OCT4− Circulating Tumour Cells by Single Cell Whole Exome Sequencing in Stage I Non-Small Cell Lung Cancer Patients 被引量:1
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作者 YAN Bo FU Shijie +3 位作者 CHANG Yuanyuan GU Aiqin DONG Qianggang LI Rong 《Journal of Shanghai Jiaotong university(Science)》 EI 2021年第1期40-46,共7页
Circulating tumour cells(CTCs)were enriched in the peripheral blood of four patients with Stage I non-small cell lung cancer(NSCLC).Octamer-binding transcription factor-4 positive(OCT4+)and negative(OCT4−)CTCs were id... Circulating tumour cells(CTCs)were enriched in the peripheral blood of four patients with Stage I non-small cell lung cancer(NSCLC).Octamer-binding transcription factor-4 positive(OCT4+)and negative(OCT4−)CTCs were identified and captured by interphase fluorescence in situ hybridisation(iFISH).Single cell whole exome sequencing(WES)was performed and the corresponding bioinformatics data were analysed.OCT4+cells were successfully detected in peripheral blood collected from all four Stage I lung cancer patients.Moreover,the tumour mutational burden(TMB)values observed for OCT4+samples from the same patients were slightly smaller than those of the OCT4−samples;the difference was not statistically significant(P>0.05).Thirteen and six characteristic mutations were found in negative samples and positive samples,respectively.The findings indicate that this methodology provides a potential diagnostic index for the early detection of NSCLC. 展开更多
关键词 non-small cell lung cancer(NSCLC) octamer-binding transcription factor-4(OCT4) circulating tumour cells(CTCs) whole exome sequencing(WES)
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Annotating TSSs in Multiple Cell Types Based on DNA Sequence and RNA-seq Data via DeeReCT-TSS
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作者 Juexiao Zhou Bin Zhang +9 位作者 Haoyang Li Longxi Zhou Zhongxiao Li Yongkang Long Wenkai Han Mengran Wang Huanhuan Cui Jingjing Li Wei Chen Xin Gao 《Genomics, Proteomics & Bioinformatics》 SCIE CAS CSCD 2022年第5期959-973,共15页
The accurate annotation of transcription start sites(TSSs)and their usage are critical for the mechanistic understanding of gene regulation in different biological contexts.To fulfill this,specific high-throughput exp... The accurate annotation of transcription start sites(TSSs)and their usage are critical for the mechanistic understanding of gene regulation in different biological contexts.To fulfill this,specific high-throughput experimental technologies have been developed to capture TSSs in a genome-wide manner,and various computational tools have also been developed for in silico prediction of TSSs solely based on genomic sequences.Most of these computational tools cast the problem as a binary classification task on a balanced dataset,thus resulting in drastic false positive predictions when applied on the genome scale.Here,we present Dee Re CT-TSS,a deep learningbased method that is capable of identifying TSSs across the whole genome based on both DNA sequence and conventional RNA sequencing data.We show that by effectively incorporating these two sources of information,Dee Re CT-TSS significantly outperforms other solely sequence-based methods on the precise annotation of TSSs used in different cell types.Furthermore,we develop a meta-learning-based extension for simultaneous TSS annotations on 10 cell types,which enables the identification of cell type-specific TSSs.Finally,we demonstrate the high precision of DeeReCT-TSS on two independent datasets by correlating our predicted TSSs with experimentally defined TSS chromatin states.The source code for Dee Re CT-TSS is available at https://github.-com/Joshua Chou2018/Dee Re CT-TSS_release and https://ngdc.cncb.ac.cn/biocode/tools/BT007316. 展开更多
关键词 transcription start site Machine learning Deep learning META-LEARNING RNA sequencing
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茶丽纹象甲为害诱导的茶树防御反应分析 被引量:1
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作者 高香凤 李慧玲 王让剑 《西北植物学报》 CAS CSCD 北大核心 2019年第11期1943-1951,共9页
基于转录组测序,获得了茶树新梢叶片被茶丽纹象甲为害前后的差异基因表达谱,并从信号监测与转导、转录因子、次生代谢物生成等方面分析了相关基因的表达变化情况,为进一步研究茶丽纹象甲为害诱导的茶树防御机制奠定基础。结果表明:(1)... 基于转录组测序,获得了茶树新梢叶片被茶丽纹象甲为害前后的差异基因表达谱,并从信号监测与转导、转录因子、次生代谢物生成等方面分析了相关基因的表达变化情况,为进一步研究茶丽纹象甲为害诱导的茶树防御机制奠定基础。结果表明:(1)茶丽纹象甲为害茶树新梢叶片后共检测到显著上调表达基因309个,显著下调表达基因297个,这些显著差异表达基因共分成23类。(2)检测到信号监测与转导过程中合计17个单基因上调表达2.0~2.8倍,包括富含亮氨酸重复序列的类受体蛋白激酶基因、促分裂原活化蛋白激酶级联信号系统蛋白激酶基因、茉莉酸信号通路基因、钙离子信号基因、水杨酸代谢通路基因;检测到21个转录因子单基因上调表达1.8~2.8倍,包括bHLH、WRKY、bZIP、MYB、UAF等转录因子;检测到苯丙类、类黄酮及萜类物质代谢过程中合计8个单基因上调表达2.1~2.5倍,包括苯丙酮酸互变异构酶基因、肉桂酰辅酶A还原酶基因、二氢黄酮醇还原酶基因、花色素还原酶基因、法尼基二磷酸合成酶基因、法尼醇脱氢酶基因。研究认为,茶丽纹象甲为害诱导信号转导、转录因子及次生代谢过程中的基因增量表达以机械损伤作用为主,昆虫口腔分泌物对这些基因的诱导表达具有协同促进作用。 展开更多
关键词 茶树 茶丽纹象甲 信号转导 转录因子 次生代谢 差异基因表达谱 转录组测序
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基于红花不同组织转录组数据的转录因子分析 被引量:1
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作者 董园园 刘秀明 +1 位作者 姚娜 李海燕 《中草药》 CAS CSCD 北大核心 2017年第21期4515-4522,共8页
目的注释并分类红花Carthamus tinctorius中转录因子家族,分析其在不同组织间的表达水平差异。方法使用红花不同组织转录组测序数据组装Unigene,利用Nr数据库中转录因子信息比对并注释红花转录因子,同时对MYB转录因子家族的基因表达、... 目的注释并分类红花Carthamus tinctorius中转录因子家族,分析其在不同组织间的表达水平差异。方法使用红花不同组织转录组测序数据组装Unigene,利用Nr数据库中转录因子信息比对并注释红花转录因子,同时对MYB转录因子家族的基因表达、蛋白保守结构域及系统发育树等内容重点分析。结果红花转录组测序数据中共获得731个转录因子,分属42个转录因子家族。MYB转录因子家族成员的表达及蛋白结构分析显示,MYB转录因子家族在花冠中表达差异显著,氨基酸序列中存在3个保守的蛋白核心结构,系统发育树分析显示聚为2类MYB亚族。结论红花MADs-box、b HLH、MYB、AP2转录因子家族成员最多,在不同组织间表达差异显著,MYB转录因子家族具有一定保守性。 展开更多
关键词 转录因子 转录组 MYB家族 高通量测序 黄酮
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TGIF1在红细胞分化中的功能和机制研究 被引量:1
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作者 刘淑阁 郑佳文 +2 位作者 李艳明 张昭军 方向东 《发育医学电子杂志》 2016年第4期211-217,共7页
目的筛选潜在的促红系分化因子,并验证其对红系分化的促进作用,探讨促分化机制。方法首先通过对高通量组学测序数据的分析,找到潜在红系调控转录因子;之后在红系分化的细胞模型TF-1细胞系中干扰该因子的表达,观察该因子的异常表达对红... 目的筛选潜在的促红系分化因子,并验证其对红系分化的促进作用,探讨促分化机制。方法首先通过对高通量组学测序数据的分析,找到潜在红系调控转录因子;之后在红系分化的细胞模型TF-1细胞系中干扰该因子的表达,观察该因子的异常表达对红系分化的影响;进一步对目的基因敲低的细胞系进行转录组测序,同时利用生物信息学的手段分析受影响的红系相关因子以及通路。结果高通量组学测序分析得到潜在促红系分化调控因子TGIF1。TGIF1敲低细胞中,ε-珠蛋白、γ-珠蛋白、红系特异转录因子(GATA1、KLF1)、以及红系细胞表面特异糖蛋白标志分子CD235a的m RNA表达量及血红蛋白浓度均低于对照组。TGIF1过表达细胞的γ-珠蛋白m RNA高于对照组;促红细胞生成素诱导3天后,TGIF1过表达细胞表面CD235a的表达高于空白细胞组。进一步对稳定敲低TGIF1的TF-1细胞系进行高通量转录组测序分析,发现Smad复合物和相关靶基因表达上调,而GATA1和ALAS2的表达量则降低。结论 TGIF1是一个促红系分化的转录调控因子,可能通过影响转化生长因子β(transforming growth factor-β,TGFβ)通路中Smad复合物和相关靶基因的表达,或通过影响GATA1和ALAS2的表达来调控红系分化过程。 展开更多
关键词 红系分化 TGIF1 转录因子 转录组测序
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中国湖南株丁型肝炎病毒cDNA(443-870)片段的克隆和序列分析
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作者 王国棠 陈梅龄 +6 位作者 田庚善 傅希贤 张国庆 刘文军 任贵方 郑欣 薛海鹏 《中华实验和临床病毒学杂志》 CSCD 1994年第4期316-319,共4页
取1例湖南丁型肝炎病毒(HDV)RNA阳性血清,经强变性剂法抽提HDVRNA,逆转录-聚合酶链反应(RT-PCR)扩增,扩增的HDVCDNA片段重组到pUC18质粒中,获得了中国湖南株HDVCDNA(433-870)... 取1例湖南丁型肝炎病毒(HDV)RNA阳性血清,经强变性剂法抽提HDVRNA,逆转录-聚合酶链反应(RT-PCR)扩增,扩增的HDVCDNA片段重组到pUC18质粒中,获得了中国湖南株HDVCDNA(433-870)片段克隆,DNA测序结果显示,该片段(438hp长,包括一端PCR引物25hp)与已知的美国、意大利、法国、诺鲁和中国台湾5株HDVcDNA相同片段比较,同源性分别为91.3%,94.5%,91.3%,84.5%和89.3%,其中与HDVRNA复制密切相关的第一个高度保守区与美国株、意大利株和法国株完全同源。 展开更多
关键词 丁型肝炎病毒 逆转录 序列分析 CDNA 克隆
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