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Motivation: The phylogenetic signal of structural variation informs a more comprehensive understanding of evolution. As (near-)complete genome assembly becomes more commonplace, the next methodological challenge for inferring genome rearrangement trees is the identification of syntenic blocks of orthologous sequences. In this article, we studied 94 reference quality genomes of primarily Mycobacterium tuberculosis (Mtb) isolates as a benchmark to evaluate these methods. The clonal nature of Mtb evolution, the manageable genome sizes, along with substantial levels of structural variation make this an ideal benchmarking dataset.
Results: We tested several methods for detecting homology and obtaining syntenic blocks and two methods for inferring phylogenies from them, then compared the resulting trees to the standard method's tree, inferred from nucleotide substitutions. We found that, not only the choice of methods, but also their parameters can impact results, and that the tree inference method had less impact than the block determination method. Interestingly, a rearrangement tree based on blocks from the Cactus whole-genome aligner was fully compatible with the highly supported branches of the substitution-based tree, enabling the combination of the two into a high-resolution supertree. Overall, our results indicate that accurate trees can be inferred using genome rearrangements, but the choice of the methods for inferring homology requires care.
Availability And Implementation: Analysis scripts and code written for this study are available at https://gitlab.com/LPCDRP/rearrangement-homology.pub and https://gitlab.com/LPCDRP/syntement.
Supplementary Information: Supplementary data are available at Bioinformatics online.
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http://dx.doi.org/10.1093/bioinformatics/btad024 | DOI Listing |
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Department of Tuberculosis, Yerevan State Medical University After Mkhitar Heratsi, Yerevan, ARM.
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Institute of Medical Microbiology, University Hospital Münster, Münster, Germany.
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Department of Immunology, ICMR-National Institute for Research in Tuberculosis, Chennai, India.
Pyrazinamide (PZA) plays a crucial role in the treatment of both active and latent tuberculosis, particularly in regimens designed to treat drug-resistant TB. However, diagnosing resistance to PZA poses challenges for managing TB, highlighting the need for accurate detection methods. This study aims to address the challenges in detecting PZA resistance by modifying the standard MGIT960 PZA drug susceptibility testing method by optimizing the inoculum dilution.
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