Suppr超能文献

SIGI:基于分数的基因组岛识别

SIGI: score-based identification of genomic islands.

作者信息

Merkl Rainer

机构信息

Abteilung Molekulare Genetik und Präparative Molekularbiologie, Institut für Mikrobiologie und Genetik, Georg-August-Universität Göttingen and Göttingen Genomics Laboratory, Grisebachstr, 8, 37077 Göttingen, Germany.

出版信息

BMC Bioinformatics. 2004 Mar 3;5:22. doi: 10.1186/1471-2105-5-22.

Abstract

BACKGROUND

Genomic islands can be observed in many microbial genomes. These stretches of DNA have a conspicuous composition with regard to sequence or encoded functions. Genomic islands are assumed to be frequently acquired via horizontal gene transfer. For the analysis of genome structure and the study of horizontal gene transfer, it is necessary to reliably identify and characterize these islands.

RESULTS

A scoring scheme on codon frequencies Score_G1G2(cdn) = log(f_G2(cdn) / f_G1(cdn)) was utilized. To analyse genes of a species G1 and to test their relatedness to species G2, scores were determined by applying the formula to log-odds derived from mean codon frequencies of the two genomes. A non-redundant set of nearly 400 codon usage tables comprising microbial species was derived; its members were used alternatively at position G2. Genes having at least one score value above a species-specific and dynamically determined cut-off value were analysed further. By means of cluster analysis, genes were identified that comprise clusters of statistically significant size. These clusters were predicted as genomic islands. Finally and individually for each of these genes, the taxonomical relation among those species responsible for significant scores was interpreted. The validity of the approach and its limitations were made plausible by an extensive analysis of natural genes and synthetic ones aimed at modelling the process of gene amelioration.

CONCLUSIONS

The method reliably allows to identify genomic island and the likely origin of alien genes.

摘要

背景

在许多微生物基因组中都能观察到基因组岛。这些DNA片段在序列或编码功能方面具有显著的组成特征。基因组岛被认为经常通过水平基因转移获得。为了分析基因组结构和研究水平基因转移,有必要可靠地识别和表征这些岛屿。

结果

利用了一种基于密码子频率的评分方案Score_G1G2(cdn) = log(f_G2(cdn) / f_G1(cdn))。为了分析物种G1的基因并测试它们与物种G2的相关性,通过将该公式应用于从两个基因组的平均密码子频率得出的对数优势来确定分数。得到了一组包含近400个微生物物种密码子使用表的非冗余集合;其成员在G2位置交替使用。对至少有一个分数值高于物种特异性且动态确定的临界值的基因进行进一步分析。通过聚类分析,识别出包含具有统计学显著规模的簇的基因。这些簇被预测为基因组岛。最后,针对这些基因中的每一个,分别解释了产生显著分数的那些物种之间的分类关系。通过对旨在模拟基因改善过程的天然基因和合成基因的广泛分析,该方法的有效性及其局限性变得合理。

结论

该方法能够可靠地识别基因组岛以及外来基因的可能来源。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16a7/394314/023608e206b5/1471-2105-5-22-1.jpg

相似文献

1
SIGI: score-based identification of genomic islands.
BMC Bioinformatics. 2004 Mar 3;5:22. doi: 10.1186/1471-2105-5-22.
3
A comparative categorization of gene flux in diverse microbial species.
Genomics. 2005 Oct;86(4):462-75. doi: 10.1016/j.ygeno.2005.05.014.
4
A computational approach for identifying pathogenicity islands in prokaryotic genomes.
BMC Bioinformatics. 2005 Jul 21;6:184. doi: 10.1186/1471-2105-6-184.
5
The mystery of two straight lines in bacterial genome statistics.
Bull Math Biol. 2007 Oct;69(7):2429-42. doi: 10.1007/s11538-007-9229-6. Epub 2007 Jun 19.
8
Identification of genomic islands in the genome of Bacillus cereus by comparative analysis with Bacillus anthracis.
Physiol Genomics. 2003 Dec 16;16(1):19-23. doi: 10.1152/physiolgenomics.00170.2003.
9
Pathogenicity islands: a molecular toolbox for bacterial virulence.
Cell Microbiol. 2006 Nov;8(11):1707-19. doi: 10.1111/j.1462-5822.2006.00794.x. Epub 2006 Aug 24.

引用本文的文献

1
Genomic Island Prediction via Chi-Square Test and Random Forest Algorithm.
Comput Math Methods Med. 2021 May 24;2021:9969751. doi: 10.1155/2021/9969751. eCollection 2021.
4
Symbiosis genes show a unique pattern of introgression and selection within a species complex.
Microb Genom. 2020 Apr;6(4). doi: 10.1099/mgen.0.000351. Epub 2020 Mar 16.
5
Comparative Genomic Analysis Confirms Five Genetic Populations of the Select Agent, .
Microorganisms. 2020 Mar 5;8(3):366. doi: 10.3390/microorganisms8030366.
7
Improved genomic island predictions with IslandPath-DIMOB.
Bioinformatics. 2018 Jul 1;34(13):2161-2167. doi: 10.1093/bioinformatics/bty095.
8
xenoGI: reconstructing the history of genomic island insertions in clades of closely related bacteria.
BMC Bioinformatics. 2018 Feb 5;19(1):32. doi: 10.1186/s12859-018-2038-0.
9
IslandViewer 4: expanded prediction of genomic islands for larger-scale datasets.
Nucleic Acids Res. 2017 Jul 3;45(W1):W30-W35. doi: 10.1093/nar/gkx343.
10
MTGIpick allows robust identification of genomic islands from a single genome.
Brief Bioinform. 2018 May 1;19(3):361-373. doi: 10.1093/bib/bbw118.

本文引用的文献

2
The source of laterally transferred genes in bacterial genomes.
Genome Biol. 2003;4(9):R57. doi: 10.1186/gb-2003-4-9-r57. Epub 2003 Aug 21.
3
Horizontal gene transfer: a critical view.
Proc Natl Acad Sci U S A. 2003 Aug 19;100(17):9658-62. doi: 10.1073/pnas.1632870100. Epub 2003 Aug 5.
5
Soft tissue infection and bacteremia caused by Shewanella putrefaciens.
J Clin Microbiol. 2003 May;41(5):2240-1. doi: 10.1128/JCM.41.5.2240-2241.2003.
6
G+C3 structuring along the genome: a common feature in prokaryotes.
Mol Biol Evol. 2003 Apr;20(4):471-83. doi: 10.1093/molbev/msg022. Epub 2003 Mar 5.
8
Synonymous codon usage is subject to selection in thermophilic bacteria.
Nucleic Acids Res. 2002 Oct 1;30(19):4272-7. doi: 10.1093/nar/gkf546.
9
Base composition bias might result from competition for metabolic resources.
Trends Genet. 2002 Jun;18(6):291-4. doi: 10.1016/S0168-9525(02)02690-2.
10

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验