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Metagenomic assembly through the lens of validation: recent advances in assessing and improving the quality of genomes assembled from metagenomes

机译:通过验证的角度进行元基因组组装:评估和改善由元基因组组装的基因组质量的最新进展

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摘要

Metagenomic samples are snapshots of complex ecosystems at work. They comprise hundreds of known and unknown species, contain multiple strain variants and vary greatly within and across environments. Many microbes found in microbial communities are not easily grown in culture making their DNA sequence our only clue into their evolutionary history and biological function. Metagenomic assembly is a computational process aimed at reconstructing genes and genomes from metagenomic mixtures. Current methods have made significant strides in reconstructing DNA segments comprising operons, tandem gene arrays and syntenic blocks. Shorter, higher-throughput sequencing technologies have become the de facto standard in the field. Sequencers are now able to generate billions of short reads in only a few days. Multiple metagenomic assembly strategies, pipelines and assemblers have appeared in recent years. Owing to the inherent complexity of metagenome assembly, regardless of the assembly algorithm and sequencing method, metagenome assemblies contain errors. Recent developments in assembly validation tools have played a pivotal role in improving metagenomics assemblers. Here, we survey recent progress in the field of metagenomic assembly, provide an overview of key approaches for genomic and metagenomic assembly validation and demonstrate the insights that can be derived from assemblies through the use of assembly validation strategies. We also discuss the potential for impact of long-read technologies in metagenomics. We conclude with a discussion of future challenges and opportunities in the field of metagenomic assembly and validation.
机译:元基因组样本是工作中复杂生态系统的快照。它们包含数百种已知和未知物种,包含多种菌株变异,并且在环境内和环境之间差异很大。在微生物群落中发现的许多微生物在培养中不容易生长,这使得它们的DNA序列成为它们进化史和生物学功能的唯一线索。元基因组装配是旨在从宏基因组混合物重建基因和基因组的计算过程。当前的方法在重建包括操纵子,串联基因阵列和同位块的DNA片段方面已取得重大进展。较短的高通量测序技术已成为该领域的事实上的标准。现在,测序仪能够在短短几天内产生数十亿个短读。近年来,出现了多种宏基因组学组装策略,流水线和组装器。由于元基因组装配的固有复杂性,无论装配算法和测序方法如何,元基因组装配都包含错误。组装验证工具的最新发展在改善宏基因组学组装者中发挥了关键作用。在这里,我们调查了宏基因组组装领域的最新进展,概述了基因组和宏基因组组装验证的关键方法,并展示了可以通过使用组装验证策略从组装中获得的见解。我们还将讨论长期阅读技术在宏基因组学中的潜在影响。最后,我们讨论了宏基因组学组装和验证领域的未来挑战和机遇。

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