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Benchmark for simple and complex genome inversions.

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  • 1Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA.

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Summary
This summary is machine-generated.

This study introduces a comprehensive benchmark for detecting genomic inversions, revealing current method limitations and paving the way for improved structural variation analysis.

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Area of Science:

  • Genomics
  • Structural Variation Analysis
  • Bioinformatics Tool Development

Background:

  • Inversions are significant structural variations implicated in genomic disorders, evolution, and instability.
  • Detecting inversions is challenging, especially in repetitive regions and for complex rearrangements.
  • A lack of high-quality benchmarks hinders progress in inversion detection and interpretation.

Purpose of the Study:

  • To create a comprehensive, multi-genome benchmark for evaluating inversion detection methods.
  • To assess the performance of leading structural variant callers and alignment strategies across different sequencing platforms.
  • To identify strengths and limitations of current tools for robust biological interpretation.

Main Methods:

  • Developed a benchmark using Strand-seq and phased long-read assemblies across five reference samples.
  • Refined breakpoints using haplotype-resolved long-read assemblies.
  • Systematically evaluated short-read, PacBio HiFi, and Oxford Nanopore data with various callers and alignment strategies.

Main Results:

  • Performance varied significantly by inversion class and genomic context; simple inversions were detected with high sensitivity.
  • Complex and heterozygous inversions remained challenging to detect accurately.
  • Sniffles2 and Severus showed strong recall for complex inversions, though with higher false positives; mapper choice impacted repetitive region detection.

Conclusions:

  • This work presents the first unified, high-resolution inversion benchmark.
  • It highlights clear strengths and limitations of current inversion detection methods across platforms.
  • The resource facilitates principled tool development and evaluation for accurate inversion variation resolution.