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周末-基于模块化和灵活对准的 shotgun 宏基因组分析。

Wochenende - modular and flexible alignment-based shotgun metagenome analysis.

机构信息

Clinical Research Group Molecular Pathology of Cystic Fibrosis and Pseudomonas Genomics, Clinic for Pediatric Pneumology, Allergology and Neonatology, Hannover Medical School, Hannover, Germany.

Research Core Unit Genomics, Hannover Medical School, Hannover, Germany.

出版信息

BMC Genomics. 2022 Nov 11;23(1):748. doi: 10.1186/s12864-022-08985-9.

Abstract

BACKGROUND

Shotgun metagenome analysis provides a robust and verifiable method for comprehensive microbiome analysis of fungal, viral, archaeal and bacterial taxonomy, particularly with regard to visualization of read mapping location, normalization options, growth dynamics and functional gene repertoires. Current read classification tools use non-standard output formats, or do not fully show information on mapping location. As reference datasets are not perfect, portrayal of mapping information is critical for judging results effectively.

RESULTS

Our alignment-based pipeline, Wochenende, incorporates flexible quality control, trimming, mapping, various filters and normalization. Results are completely transparent and filters can be adjusted by the user. We observe stringent filtering of mismatches and use of mapping quality sharply reduces the number of false positives. Further modules allow genomic visualization and the calculation of growth rates, as well as integration and subsequent plotting of pipeline results as heatmaps or heat trees. Our novel normalization approach additionally allows calculation of absolute abundance profiles by comparison with reads assigned to the human host genome.

CONCLUSION

Wochenende has the ability to find and filter alignments to all kingdoms of life using both short and long reads, and requires only good quality reference genomes. Wochenende automatically combines multiple available modules ranging from quality control and normalization to taxonomic visualization. Wochenende is available at https://github.com/MHH-RCUG/nf_wochenende .

摘要

背景

shotgun 宏基因组分析为真菌、病毒、古菌和细菌分类的全面微生物组分析提供了一种强大且可验证的方法,特别是在读取映射位置、归一化选项、生长动态和功能基因库的可视化方面。当前的读取分类工具使用非标准输出格式,或者不能完全显示映射位置的信息。由于参考数据集并不完美,因此映射信息的描绘对于有效判断结果至关重要。

结果

我们的基于比对的 pipeline,Wochenende,包含灵活的质量控制、修剪、映射、各种过滤器和归一化。结果完全透明,用户可以调整过滤器。我们观察到严格的错配过滤,并使用映射质量显著减少假阳性的数量。进一步的模块允许基因组可视化和增长率的计算,以及将管道结果作为热图或热树进行集成和后续绘制。我们新颖的归一化方法还允许通过与分配给人类宿主基因组的读取进行比较来计算绝对丰度谱。

结论

Wochenende 有能力使用短读和长读来发现和过滤所有生命领域的比对,并且只需要高质量的参考基因组。Wochenende 自动结合了多个可用模块,范围从质量控制和归一化到分类可视化。Wochenende 可在 https://github.com/MHH-RCUG/nf_wochenende 获得。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0525/9650795/8f433b3c4413/12864_2022_8985_Fig1_HTML.jpg

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