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统计了大肠杆菌sigma70启动子在不同基因间的分布。计算了683条大肠杆菌sigma70启动子的每个位点六联体的保守性M6(l)值及涨落限,以大于涨落限7.2的21个保守位点的六联体频数作为参数,利用离散增量理论对大肠杆菌全序列进行启动子搜索。结果显示683条启动子序列被全部正确预测且得到126条预测序列,利用启动子在不同基因间的分布和TSS到TIS的距离分布进行二次筛选,推测其中的84条序列是实验未测定的启动子序列。  相似文献   

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目的 基于位点特异性打分矩阵(position-specific scoring matrices,PSSM)的预测模型已经取得了良好的效果,基于PSSM的各种优化方法也在不断发展,但准确率相对较低,为了进一步提高预测准确率,本文基于卷积神经网络(convolutional neural networks,CNN)算法做了进一步研究。方法 采用PSSM将启动子序列处理成数值矩阵,通过CNN算法进行分类。大肠杆菌K-12(Escherichia coli K-12,E.coli K-12,下文简称大肠杆菌)的Sigma38、Sigma54和Sigma70 3种启动子序列被作为正集,编码(Coding)区和非编码(Non-coding)区的序列为负集。结果 在预测大肠杆菌启动子的二分类中,准确率达到99%,启动子预测的成功率接近100%;在对Sigma38、Sigma54、Sigma70 3种启动子的三分类中,预测准确率为98%,并且针对每一种序列的预测准确率均可以达到98%以上。最后,本文以Sigma38、Sigma54、Sigma70 3种启动子分别和Coding区或者Non-coding区序列做四分类,预测得到的准确性为0.98,对3种Sigma启动子均衡样本的十交叉检验预测精度均可以达到0.95以上,海明距离为0.016,Kappa系数为0.97。结论 相较于支持向量机(support vector machine,SVM)等其他分类算法,CNN分类算法更具优势,并且基于CNN的分类优势,编码方式亦可以得到简化。  相似文献   

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Escherichia coli K-12 strain 285c contains a short deletion mutation in rpoD, the gene encoding the sigma 70 subunit of RNA polymerase. The sigma 70 protein encoded by this allele (rpoD285) unstable, and this instability leads to temperature-sensitive growth. Pseudorevertants of 285c that can grow at high temperature contain mutations in the rpoH gene (encoding the heat shock sigma factor sigma 32), and their mutant sigma 70 proteins have increased stability. We characterized the alterations in three of these rpoH alleles. rpoH111 was a point mutation resulting in a single amino acid substitution. rpoH107 and rpoH113, which are known to be incompatible with rpoD+, altered the restriction map of rpoH. rpoH113 was deleted for 72 base pairs of the rpoH gene yet retained some sigma 32 activity. rpoH107 had two IS1 elements that flanked an unknown DNA segment of more than 6.4 kilobases inserted in the rpoH promoter region. The insertion decreased the amount of rpoH mRNA to less than 0.5% of the wild-type level at 30 degrees C. However, the mRNA from several heat shock promoters was decreased only twofold, suggesting that the strain has a significant amount of sigma 32.  相似文献   

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A region upstream from the Escherichia coli rrnB P1 promoter, the upstream activator region (UAR), increases the activity of the promoter in vivo and the rate of association with RNA polymerase (E sigma 70) in vitro in the presence of the two initiating nucleotides. We have used four types of chemical and enzymatic footprinting probes to determine whether rrnB P1-E sigma 70 complexes formed in the presence of the initiating nucleotides (RPinit) differ from typical open complexes (RPo) formed in the absence of the initiating nucleotides and to examine the structural differences between rrnB P1 complexes containing the UAR and those lacking the UAR. We find that the rrnB P1-RPinit complex closely resembles open complexes formed at other E sigma 70 promoters, indicating that the formation of the first phosphodiester bond does not result in a major rearrangement of the promoter-RNA polymerase complex. An unusual potassium permanganate modification at position -18 in both RPo and RPinit indicates the possible presence of a subtle difference in the -10, -35 spacer structure compared to some other E. coli promoters. We show that the E sigma 70-rrnB P1 complex formed with the promoter containing the UAR has DNase I and hydroxyl radical cleavage patterns in the -50 region different from those observed with the same promoter lacking the UAR. These results are interpreted to indicate that E sigma 70 may interact with a region further upstream from that contacted by RNA polymerase bound at most other promoters and/or that unusual structural properties of this region are induced by bound E sigma 70.  相似文献   

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Chen H  Tang H  Ebright RH 《Molecular cell》2003,11(6):1621-1633
We show that the Escherichia coli RNA polymerase (RNAP) alpha subunit C-terminal domain (alphaCTD) functionally interacts with sigma(70) at a subset of UP-element- and activator-dependent promoters, we define the determinants of alphaCTD and sigma(70) required for the interaction, and we present a structural model for the interaction. The alphaCTD-sigma(70) interaction spans the upstream promoter and core promoter, thereby linking recognition of UP-elements and activators in the upstream promoter with recognition of the -35 element in the core promoter. We propose that the alphaCTD-sigma(70) interaction permits UP-elements and activators not only to "recruit" RNAP through direct interaction with alphaCTD, but also to "remodel" RNAP-core-promoter interaction through indirect, alphaCTD-bridged interactions with sigma(70).  相似文献   

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