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云南大花蕙兰复合感染的ORSV和CyCMV病毒基因组序列特征分析
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作者 金晓香 姚俊汐 +8 位作者 尹跃艳 李婷婷 郭淼 钟静 和寿星 陈越 和家卫 鄢波 丁铭 《园艺学报》 CAS CSCD 北大核心 2024年第8期1844-1852,共9页
从云南丽江采集了40个大花蕙兰(Cymbidium hybridum)感病样品,利用高通量转录组测序对其中的病毒种类进行分析,Blastn N比对发现样品中存在建兰花叶病毒(cymbidium mosaic virus,Cym MV)、齿兰环斑病毒(odontoglossum ringspot virus,OR... 从云南丽江采集了40个大花蕙兰(Cymbidium hybridum)感病样品,利用高通量转录组测序对其中的病毒种类进行分析,Blastn N比对发现样品中存在建兰花叶病毒(cymbidium mosaic virus,Cym MV)、齿兰环斑病毒(odontoglossum ringspot virus,ORSV)和建兰褪绿花叶病毒(cymbidium chlorotic mosaic virus,Cy CMV)。利用RT-PCR对样品中病毒分离物的CP序列进行扩增,10份样品为ORSV和Cy CMV复合侵染。为进一步明确ORSV和Cy CMV云南分离物(ORSV-DH和Cy CMV-DH)的序列特征,分别对其全基因组序列进行了扩增及克隆,结果表明:ORSV-DH基因组全长序列为6611 nt(Accession No.OP644547),Cy CMV-DH基因组全长序列为4083 nt(Accession NO.OP629812),将ORSV-DH和Cy CMV-DH分别与已报道的分离物的全基因组序列进行核苷酸序列分析,发现ORSV-DH与其他分离物的核苷酸相似性为97.69%~99.41%,Cy CMV-DH为89.84%~98.19%。根据病毒全基因组核苷酸序列分别构建了ORSV-DH和Cy CMV-DH与本属其他分离物的系统进化树,明确了其分别与日本分离物ORSV-Cy-1(S83257)、Cy CMV-Japan(NC_027123)亲缘关系最近。 展开更多
关键词 大花蕙兰 齿兰环斑病毒 建兰褪绿花叶病毒 基因序列特征 复合侵染
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兰科植物叶绿体基因组研究进展 被引量:3
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作者 刘浩宇 刘力宽 +3 位作者 王郑雷 余黎明 李锦萍 曾阳 《中国野生植物资源》 CSCD 2023年第7期73-79,共7页
叶绿体基因组(cpDNA)中含有大量功能基因,在系统发育研究及物种识别鉴定中的应用价值已经受到研究者们的重视和认可。兰科物种数量庞大,基因多样性极高,是叶绿体基因组研究的一个热点,本文就兰科主要植物的叶绿体基因组特征、基因类型... 叶绿体基因组(cpDNA)中含有大量功能基因,在系统发育研究及物种识别鉴定中的应用价值已经受到研究者们的重视和认可。兰科物种数量庞大,基因多样性极高,是叶绿体基因组研究的一个热点,本文就兰科主要植物的叶绿体基因组特征、基因类型分布和序列特征、密码子偏好性以及兰科主要植物叶绿体基因组在系统发育中的应用等方面进行了综合分析,为下一步将叶绿体基因组的研究应用于兰科植物的系统发育关系、野生植物资源保护、遗传育种等方面的研究奠定基础。 展开更多
关键词 兰科植物 叶绿体基因 基因序列特征 系统发育分析
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植物脂肪酸去饱和酶及其编码基因研究进展 被引量:62
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作者 戴晓峰 肖玲 +2 位作者 武玉花 吴刚 卢长明 《植物学通报》 CSCD 北大核心 2007年第1期105-113,共9页
脂肪酸去饱和酶是催化脂肪酸链特定位置形成双键和产生不饱和脂肪酸的酶类。植物脂肪酸去饱和酶主要有5种(FAD2、FAD3、FAD6、FAD7和FAD8),可分为ω-3型(FAD2、FAD6)和ω-6型(FAD3、FAD7、FAD8)两大类。其编码基因(FAD2、FAD3、FAD6、F... 脂肪酸去饱和酶是催化脂肪酸链特定位置形成双键和产生不饱和脂肪酸的酶类。植物脂肪酸去饱和酶主要有5种(FAD2、FAD3、FAD6、FAD7和FAD8),可分为ω-3型(FAD2、FAD6)和ω-6型(FAD3、FAD7、FAD8)两大类。其编码基因(FAD2、FAD3、FAD6、FAD7和FAD8)在植物中一般有多个拷贝。同种基因在不同植物中拷贝数不同,同一植物中相同基因的不同拷贝间在序列特征、表达调控和功能等方面也存在显著差异。本文根据国内外对脂肪酸去饱和酶基因及编码产物的研究现状,分别从它们的分类、拷贝数、结构、作用机制、表达调控等方面的研究进展进行了详细的分类阐述。 展开更多
关键词 脂肪酸去饱和酶 基因序列特征 拷贝数 基因表达调控 研究进展
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紫苏硬脂酰-ACP脱氢酶基因家族鉴定及表达分析 被引量:3
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作者 邢志 董书言 +3 位作者 王超 周雅莉 杨宏斌 王计平 《西北植物学报》 CAS CSCD 北大核心 2022年第1期57-65,共9页
硬脂酰-ACP脱氢酶(SAD)催化硬脂酸脱氢生成油酸,是形成不饱和脂肪酸的关键酶。该研究从紫苏转录组数据库中筛选鉴定紫苏硬脂酰-ACP脱氢酶(PfSAD)家族基因,并进行生物信息学分析及保守功能域分析,用qRT-PCR技术检测PfSADs各成员在不同组... 硬脂酰-ACP脱氢酶(SAD)催化硬脂酸脱氢生成油酸,是形成不饱和脂肪酸的关键酶。该研究从紫苏转录组数据库中筛选鉴定紫苏硬脂酰-ACP脱氢酶(PfSAD)家族基因,并进行生物信息学分析及保守功能域分析,用qRT-PCR技术检测PfSADs各成员在不同组织中的表达特性,以探讨PfSAD家族基因在调控种子脂肪酸组分中的作用,为紫苏脂肪酸组分的遗传改良提供基因元件。结果显示:(1)从该课题组前期自测的紫苏转录组数据库中共检测出6个PfSAD家族基因,其编码蛋白的氨基酸长度介于367~396 aa之间,均具有SAD的保守结构域和二铁中心,预测其基因编码蛋白均定位于叶绿体。(2)多序列比对结果显示,紫苏PfSADs蛋白序列与拟南芥、蓖麻及可可等植物的SAD蛋白序列相似性均在50%以上;系统进化分析显示,6个紫苏SAD蛋白被分为3个亚组,其中第一个亚组包含PfSAD1,第二亚组包含PfSAD2、PfSAD3,第三亚组包含PfSAD4、PfSAD5和PfSAD6。(3)实时荧光定量PCR分析发现,PfSADs各成员在‘晋紫苏1号’不同组织中的表达量差异显著,其中PfSAD1主要在叶中表达,PfSAD2、PfSAD3、PfSAD4和PfSAD5在种子中表达量较高,PfSAD6在花中具有显著表达优势。研究表明,PfSADs具有典型的保守基序及催化SAD的活性中心,其各成员在不同的组织中高表达,推测这6个基因均参与了硬脂酰ACP(C18∶0-ACP)脱氢生成油酰基ACP(Δ9C18∶1-ACP)的过程,在紫苏油脂合成代谢过程中发挥重要作用。 展开更多
关键词 紫苏 SAD家族基因 油脂代谢 基因序列特征 表达分析
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紫苏油脂合成相关基因家族鉴定及表达分析 被引量:3
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作者 郝月茹 周雅莉 +4 位作者 王志龙 薛应红 邢志 李润植 王计平 《西北植物学报》 CAS CSCD 北大核心 2020年第10期1663-1671,共9页
该研究从转录组数据库中筛选鉴定紫苏溶血磷脂酸酰基转移酶(LPAT)家族基因,采用生物信息学方法分析了该家族基因的序列特征及蛋白结构,利用qRT-PCR技术对该基因时空表达特性进行了研究,为进一步了解紫苏油脂合成机制提供理论依据。结果... 该研究从转录组数据库中筛选鉴定紫苏溶血磷脂酸酰基转移酶(LPAT)家族基因,采用生物信息学方法分析了该家族基因的序列特征及蛋白结构,利用qRT-PCR技术对该基因时空表达特性进行了研究,为进一步了解紫苏油脂合成机制提供理论依据。结果表明:(1)从紫苏转录组数据库中共检测出11个LPAT家族基因,分别命名为PfLPAT1、PfLPAT2-1、PfLPAT2-2、PfLPAT2-3、PfLPAT2-4、PfLPAT4-1、PfLPAT4-2、PfLPAT5-1、PfLPAT5-2、PfLPAT5-3和PfLPAT5-4;PfLPATs编码氨基酸长度介于250~384 aa之间,理论等电点在7.6~9.6之间。(2)基因序列比对结果表明,11个PfLPATs蛋白分别属于3个亚类,其中1型LPAT包含1个基因,2/3型LPAT包含4个,4/5型LPAT包含6个。(3)实时荧光定量PCR结果显示,11个LPAT家族基因在‘晋紫苏1号’不同组织中均有表达,其中LPAT2-1、LPAT2-2和LPAT2-3在种子中表达量较高,推测其在紫苏种子油脂合成代谢过程中发挥重要作用。该结果为后续紫苏LPAT家族基因的功能研究提供了重要的基因信息。 展开更多
关键词 紫苏 LPAT家族基因 油脂代谢 基因序列特征 表达特性
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成都市新冠肺炎聚集性疫情流行病学与病原基因特征 被引量:2
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作者 程悦 刘竹 +6 位作者 龙露 党盛源 胡敏 谢汶君 袁齐武 戴映雪 陈恒 《中国公共卫生》 CSCD 北大核心 2022年第6期752-757,共6页
目的分析新冠肺炎聚集性疫情流行病学及病毒基因序列特征,探讨可能影响聚集性疫情发生发展的危险因素。方法对四川省成都市2020年1—2月新冠肺炎聚集性疫情特征进行流行病学分析。用实时荧光RT-PCR方法检测标本中的新型冠状病毒(SARS-Co... 目的分析新冠肺炎聚集性疫情流行病学及病毒基因序列特征,探讨可能影响聚集性疫情发生发展的危险因素。方法对四川省成都市2020年1—2月新冠肺炎聚集性疫情特征进行流行病学分析。用实时荧光RT-PCR方法检测标本中的新型冠状病毒(SARS-CoV-2)核酸,用NGS测序技术测定病原基因序列,分析病毒基因型别和变异特征。结果成都市2020年1—2月共发生24起聚集性疫情,共75例病例。发生在农村的每起疫情病例数多于城镇。79.17%(19/24)的首发病例具有成都以外旅居史,病毒传播类型主要为家庭传播(22/24)。发病后未就医、及时就医和作为密接隔离的病例其发病到核酸检测阳性的平均间隔时间依次缩短,分别为7.67、5.54和2.05 d(P<0.0001)。包含无自觉症状患者的疫情病例数(平均4.25例)多于不包含无自觉症状患者的疫情(平均2.56例)(P<0.05)。首发病例标本的病毒核酸检测ORF1ab基因Ct值<续发病例(P<0.05)。病毒基因型主要为B.1.1、B和A型。突变位点集中在ORF1ab区,刺突糖蛋白区(S),核衣壳蛋白区(N)3个区域,突变集中的基因区域在各起疫情间无显著差异。结论城乡差异,人员流动性,家庭聚集,不及时就医是聚集性疫情发生的危险因素,潜伏期病例和无症状感染者对疫情规模有重要影响。在疫情研判时,须结合流行病学和病毒基因序列特征分析,有助于阐明聚集性疫情的源头和传播特征。 展开更多
关键词 新冠肺炎 聚集性疫情 流行病学分析 基因序列特征 危险因素
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Cloning, Characterization and Chromosome Localization of Two Powdery Mildew Resistance-Related Gene Sequences from Wheat 被引量:4
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作者 于玲 牛吉山 +3 位作者 马正强 陈佩度 齐莉莉 刘大钧 《Acta Botanica Sinica》 CSCD 2002年第12期1438-1444,共7页
Reverse_transcription Polymerase Chain Reaction (RT_PCR) was performed using cDNAs as templates from wheat_ Haynaldia villosa 6VS/6AL translocation line and 'Yangmai 5' induced with fungus Erysiphe gramin... Reverse_transcription Polymerase Chain Reaction (RT_PCR) was performed using cDNAs as templates from wheat_ Haynaldia villosa 6VS/6AL translocation line and 'Yangmai 5' induced with fungus Erysiphe graminis , and degenerate primers designed based on the conserved amino acid sequences of known plant disease_resistance genes. The cDNA sequences encoding cyclophilin_like and H +_ATPase_like genes were first isolated and characterized in wheat. The putative amino acid sequences of the two clones showed that they were highly homologous to those of cyclophilin proteins and H +_ATPases isolated from other plants. Thus they were designated as Ta_Cyp and Ta_MAH . The obvious expression differences could be observed between wheat_ H. villosa 6VS/6AL translocation line and susceptible wheat cultivar 'Yangmai 5', implying that the two genes may be related with the resistance of wheat_ H. villosa 6VS/6AL translocation line to disease. Southern blot indicated that the wheat genome contained 2-3 copies of Ta_Cyp gene and one copy of the Ta_MAH gene. Chinese Spring nulli_tetrasomic line analysis located the Ta_Cyp homologous genes on wheat chromosome 6A, 6B and 6D. Southern blot using Ta_Cyp clone as a probe showed that the polymorphic bands existed among the H. villosa , amphiploid of Triticum durum _ H. villosa , wheat_ H. villosa 6VS/6AL translocation line and 'Yangmai 5', suggesting that Ta_Cyp homologies exist in wheat genome as well as on the short arm of chromosome 6V in H. villosa . 展开更多
关键词 CLONING wheat_ Haynaldia villosa 6VS/6AL translocation line cyclophilin gene H +_ATPase gene
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Cloning and Expression Patterns of a Metallothionein-like GenehtMT2 of Helianthus tuberosus 被引量:3
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作者 常团结 陈蕾 +3 位作者 路子显 陈宛新 刘翔 朱祯 《Acta Botanica Sinica》 CSCD 2002年第10期1188-1188,共1页
A novel cDNA sequencehtMT2, which encodes a type 2 metallothionein_like protein, was isolated from Helianthus tuberosus L. tuber cDNA library. The whole sequence is 509 bp, including an open reading frame (ORF) of 240... A novel cDNA sequencehtMT2, which encodes a type 2 metallothionein_like protein, was isolated from Helianthus tuberosus L. tuber cDNA library. The whole sequence is 509 bp, including an open reading frame (ORF) of 240 bp, a 5′ UTR of 62 bp and a 3′ UTR of 207 bp. Two genomic sequences covering the coding region ofhtMT2were cloned by PCR reaction. Sequence analysis revealed that the genomic sequences htMTG_1 of 986 bp and htMTG_2 of 982 bp were both composed of three exons and two introns. The deduced protein consisted of 79 amino acid residues with a predicted molecular weight of 7.8 ku (kD). Amino_terminal and carboxy_terminal domains contained 8 and 7 cysteine residues respectively, separated by a central cysteine free spacer. Sequence alignment revealed that the predicted protein ofhtMT2 was homologous to type 2 metallothioneins (MTs) of plants. Southern blotting analysis indicated that htMT2was encoded by a small multi_gene family in H. tuberosus genome. Northern blotting analysis showed that htMT2 transcripts were detected in stems, leaves and leafstalks, but no transcripts were detected in roots. The expression level in stems was the highest among the above tissues. Transcripts in stems were significantly reduced by Cu 2+ treatment. Judging from the homologies between the deduced HtMT2 and other type 2 plant metallothioneins as well as responses to metal ions, we believe thatwere cloned by PCR reaction. Sequence analysis revealed that the genomic sequences htMTG_1 of 986 bp and htMTG_2 of 982 bp were both composed of three exons and two introns. The deduced protein consisted of 79 amino acid residues with a predicted molecular weight of 7.8 ku (kD). Amino_terminal and carboxy_terminal domains contained 8 and 7 cysteine residues respectively, separated by a central cysteine free spacer. Sequence alignment revealed that the predicted protein ofhtMT2 was homologous to type 2 metallothioneins (MTs) of plants. Southern blotting analysis indicated that htMT2was encoded by a small multi_gene family in H. tuberosus genome. Northern blotting analysis showed that htMT2 transcripts were detected in stems, leaves and leafstalks, but no transcripts were detected in roots. The expression level in stems was the highest among the above tissues. Transcripts in stems were significantly reduced by Cu 2+ treatment. Judging from the homologies between the deduced HtMT2 and other type 2 plant metallothioneins as well as responses to metal ions, we believe that[ShtMT2 encodes a new type 2 metallothionein. 展开更多
关键词 plant MT-like protein cDNA sequence gene expression metal ion treatment INTRON
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Construction and characterization of a fosmid library for pathogenic bacterium Vibrio anguillarum 被引量:1
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作者 韩一凡 莫照兰 +4 位作者 茅云翔 肖鹏 李杰 郝斌 郭东升 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2009年第3期519-526,共8页
Vibrio anguillarum is a common bacterial pathogen in fish.However,little is known about its pathogenic mechanism,in part,because the entire genome has not been completely sequenced.We constructed a fosmid library for ... Vibrio anguillarum is a common bacterial pathogen in fish.However,little is known about its pathogenic mechanism,in part,because the entire genome has not been completely sequenced.We constructed a fosmid library for V.anguillarum containing 960 clones with an average insert size of 37.7 kb and 8.6-fold genome coverage.We characterized the library by end-sequencing 50 randomly selected clones.This generated 93 sequences with a total length of 57 485 bp covering 1.4% of the whole genome.Of these sequences,58(62.4%) were homologous to known genes,30(32.3%) were genes with hypothetical functions,and the remaining 5(5.3%) were unknown genes.We demonstrated the utility of this library by PCR screening of 10 genes.This resulted in an average of 6.2 fosmid clones per screening.This fosmid library offers a new tool for gene screening and cloning of V.anguillarum,and for comparative genomic studies among Vibrio species. 展开更多
关键词 end-sequencing fosmid library PCR screening Vibrio anguillarum
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Complete genome sequence of the rifamycin SV-producing Amycolatopsis mediterranei U32 revealed its genetic characteristics in phylogeny and metabolism 被引量:11
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作者 Wei Zhao Yi Zhong +23 位作者 Hua Yuan Jin Wang Huajun Zheng Ying Wang Xufeng Cen Feng Xu Jie Bai Xiaobiao Han Gang Lu Yongqiang Zhu Zhihui Shao Han Yan Chen Li Nanqiu Peng Zilong Zhang Yunyi Zhang Wei Lin Yun Fan Zhongjun Qin Yongfei Hu Baoli Zhu Shengyue Wang Xiaoming Ding Guo-Ping Zbao 《Cell Research》 SCIE CAS CSCD 2010年第10期1096-1108,共13页
Amycolatopsis mediterranei is used for industry-scale production of rifamycin, which plays a vital role in antimyco- bacterial therapy. As the first sequenced genome of the genus Amycolatopsis, the chromosome of strai... Amycolatopsis mediterranei is used for industry-scale production of rifamycin, which plays a vital role in antimyco- bacterial therapy. As the first sequenced genome of the genus Amycolatopsis, the chromosome of strain U32 comprising 10 236 715 base pairs, is one of the largest prokaryotic genomes ever sequenced so far. Unlike the linear topology found in streptomycetes, this chromosome is circular, particularly similar to that of Saccharopolyspora erythraea and Nocardia farcinica, representing their close relationship in phylogeny and taxonomy. Although the predicted 9 228 protein-coding genes in the A. mediterranei genome shared the greatest number of orthologs with those of S. erythraea, it was unexpectedly followed by Streptomyces coelicolor rather than N. farcinica, indicating the distinct metabolic characteristics evolved via adaptation to diverse ecological niches. Besides a core region analogous to that common in streptomycetes, a novel 'quasicore' with typical core characteristics is defined within the non-core region, where 21 out of the total 26 gene clusters for secondary metabolite production are located. The rifamycin biosynthesis gene cluster located in the core encodes a cytochrome P450 enzyme essential for the conversion of rifamycin SV to B, revealed by comparing to the highly homologous cluster of the rifamycin B-producing strain S699 and further confirmed by genetic complementation. The genomic information of A. mediterranei demonstrates a metabolic network orchestrated not only for extensive utilization of various carbon sources and inorganic nitrogen compounds but also for effective funneling of metabolic intermediates into the secondary antibiotic synthesis process under the control of a seemingly complex regulatory mechanism. 展开更多
关键词 GENOME Amycolatopsis mediterranei RIFAMYCIN PHYLOGENY P450 METABOLISM
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Molecular characterization of cyanobacterial diversity in Lake Gregory, Sri Lanka 被引量:3
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作者 Dhammika MAGANA-ARACHCHI Rasika WANIGATUNGE Madhushankha LIYANAGE 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2011年第4期898-904,共7页
Eutrophication or the process of nutrient enrichment of stagnant waters due to excessive use of fertilizer is becoming a critical issue worldwide. Lake Gregory, an artificial lake situated in Nuwara Eliya, Sri Lanka w... Eutrophication or the process of nutrient enrichment of stagnant waters due to excessive use of fertilizer is becoming a critical issue worldwide. Lake Gregory, an artificial lake situated in Nuwara Eliya, Sri Lanka was once a very attractive landscape feature and recreational area attracting a large number of visitors. Rapid urbanization in surrounding areas and the consequent intensification of agricultural and industrial activities led to eutrophication and siltation in the lake. Present study was conducted to detect cyanobacterial diversity and their ability to produce hepatotoxic microcystins using polymerase chain reaction (PCR)-based techniques. Twenty five water samples (surface and bottom) were collected from the lake and total nitrogen and total carbon were estimated. Cyanobacterial cultures were grown in appropriate media and microscopic observations were used to determine the morphological diversity of cyanobacteria isolated from different sites. Genomic DNA was isolated and purified from cyanobacteria using Boom's method. DNA samples were analyzed by PCR with oligonucleotide primers for 16S rRNA gene and mcyA gene of the operon that encodes a microcystin synthetase. The 16S rRNA gene sequences revealed the presences of cyanobacteria belong to Synechococcus sp., Microcystis aeruginosa, Calothrix sp., Leptolyngbya sp., Limnothrix sp., order Oscillatoriales and order Chroococcales. The sequences obtained from this study were deposited in the database under the accession numbers (GenBank: GU368104-GU368116). PCR amplification of mcyA primers indicated the potential for toxin formation of isolated M. aeruginosa from Lake Gregory. This preliminary study shows that the Lake Gregory is under the potential risk of cyanobacterial toxicity. Clearly more work is needed to extend this finding and clarify if other cyanobacterial isolates have genetic potential to produce microcystin since this lake is utilized for recreational activities. 展开更多
关键词 EUTROPHICATION boom's method PCR MICROCYSTIN mcyA gene
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Characterization of 5'-proximal sequence of mouse GABAtransporter gene(GAT-1)
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作者 FEI JIAN FANG HUANG +1 位作者 YIN HUA MA LI HE GUO(Shanghai Institute of Cell Biology, Chinese Academy of Sciences, Shanghai 200031) 《Cell Research》 SCIE CAS CSCD 1997年第1期61-67,共7页
The cDNA molecule encoding the mouse GABA transporter gene (GAT-1) was used as probe for selecting GAT-1 gene from mouse genomic library. A positive clone, harboring the whole open reading frame of the GAT-1 protein a... The cDNA molecule encoding the mouse GABA transporter gene (GAT-1) was used as probe for selecting GAT-1 gene from mouse genomic library. A positive clone, harboring the whole open reading frame of the GAT-1 protein and designated as MGABAT-G, was fished out from the library, the 5’ proximal region and nitron 1 were sequenced and analysed, and low homology was found in the above region between GAT-1 genes from mouse and human except some short conserved sequences. The DNA-protein interactions between DNA fragments containing the conserved sequences in the 5’ proximal region and nuclear proteins from different tissues of mouse were studied by means of gel-shift assay, and Southern-Western blot. The results indicate a possible positive-negative regulation mode controlling the expression of the mouse GAT-1 gene. 展开更多
关键词 Mouse GABA transporter gene expression regulation CLONING
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Sequence signatures of genes with accompanying antisense transcripts in Saccharomyces cerevisiae 被引量:1
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作者 LI YingXue LIU XueNing +1 位作者 WANG XiaoWo ZHANG XueGong 《Science China(Life Sciences)》 SCIE CAS 2014年第1期52-58,共7页
Recent studies have found many antisense non-coding transcripts at the opposite strand of some protein-coding genes.In yeast,it was reported that such antisense transcripts play regulatory roles for their partner gene... Recent studies have found many antisense non-coding transcripts at the opposite strand of some protein-coding genes.In yeast,it was reported that such antisense transcripts play regulatory roles for their partner genes by forming a feedback loop with the protein-coding genes.Since not all coding genes have accompanying antisense transcripts,it would be interesting to know whether there are sequence signatures in a coding gene that are decisive or associated with the existence of such antisense partners.We collected all the annotated antisense transcripts in the yeast Saccharomyces cerevisiae,analyzed sequence motifs around the genes with antisense partners,and classified genes with and without accompanying antisense transcripts by using machine learning methods.Some weak but statistically significant sequence features are detected,which indicates that there are sequence signatures around the protein-coding genes that may be decisive or indicative for the existence of accompanying antisense transcripts. 展开更多
关键词 antisense transcript pattern recognition motif finding YEAST
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Predicting potential cancer genes by integrating network properties,sequence features and functional annotations 被引量:1
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作者 LIU Wei XIE HongWei 《Science China(Life Sciences)》 SCIE CAS 2013年第8期751-757,共7页
The discovery of novel cancer genes is one of the main goals in cancer research.Bioinformatics methods can be used to accelerate cancer gene discovery,which may help in the understanding of cancer and the development ... The discovery of novel cancer genes is one of the main goals in cancer research.Bioinformatics methods can be used to accelerate cancer gene discovery,which may help in the understanding of cancer and the development of drug targets.In this paper,we describe a classifier to predict potential cancer genes that we have developed by integrating multiple biological evidence,including protein-protein interaction network properties,and sequence and functional features.We detected 55 features that were significantly different between cancer genes and non-cancer genes.Fourteen cancer-associated features were chosen to train the classifier.Four machine learning methods,logistic regression,support vector machines(SVMs),BayesNet and decision tree,were explored in the classifier models to distinguish cancer genes from non-cancer genes.The prediction power of the different models was evaluated by 5-fold cross-validation.The area under the receiver operating characteristic curve for logistic regression,SVM,Baysnet and J48 tree models was 0.834,0.740,0.800 and 0.782,respectively.Finally,the logistic regression classifier with multiple biological features was applied to the genes in the Entrez database,and 1976 cancer gene candidates were identified.We found that the integrated prediction model performed much better than the models based on the individual biological evidence,and the network and functional features had stronger powers than the sequence features in predicting cancer genes. 展开更多
关键词 cancer gene logistic regression network property sequence feature functional annotation
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