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 PMID:36916824  

The promise and challenges of characterizing genome-wide structural variants: A case study in a critically endangered parrot.

Jana R Wold | Joseph G Guhlin | Peter K Dearden | Anna W Santure | Tammy E Steeves
Molecular ecology resources | 2025

There is growing interest in the role of structural variants (SVs) as drivers of local adaptation and speciation. From a biodiversity genomics perspective, the characterization of genome-wide SVs provides an exciting opportunity to complement single nucleotide polymorphisms (SNPs). However, little is known about the impacts of SV discovery and genotyping strategies on the characterization of genome-wide SV diversity within and among populations. Here, we explore a near whole-species resequence data set, and long-read sequence data for a subset of highly represented individuals in the critically endangered kākāpō (Strigops habroptilus). We demonstrate that even when using a highly contiguous reference genome, different discovery and genotyping strategies can significantly impact the type, size and location of SVs characterized genome-wide. Further, we found that the mean number of SVs in each of two kākāpō lineages differed both within and across generations. These combined results suggest that genome-wide characterization of SVs remains challenging at the population-scale. We are optimistic that increased accessibility to long-read sequencing and advancements in bioinformatic approaches including multireference approaches like genome graphs will alleviate at least some of the challenges associated with resolving SV characteristics below the species level. In the meantime, we address caveats, highlight considerations, and provide recommendations for the characterization of genome-wide SVs in biodiversity genomic research.

Pubmed ID: 36916824

Associated grants

  • Agency: Genomics Aotearoa,
  • Agency: The Shorebirds Trust,
  • Agency: University of Canterbury,

Publication data is provided by the National Library of Medicine ® and PubMed ®. Data is retrieved from PubMed ® on a weekly schedule. For terms and conditions see the National Library of Medicine Terms and Conditions.

This is a list of tools and resources that we have found mentioned in this publication.


LUMPY (tool)

RRID:SCR_003253

Software package as probabilistic framework for structural variant discovery. Capable of integrating any number of SV detection signals including those generated from read alignments or prior evidence. Simplified wrapper for standard analyses, LUMPY Express, can also be executed.

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DELLY (tool)

RRID:SCR_004603

Integrated structural variant prediction software that can detect deletions, tandem duplications, inversions and translocations at single-nucleotide resolution in short-read massively parallel sequencing data. It uses paired-ends and split-reads to sensitively and accurately delineate genomic rearrangements throughout genome.

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SAMtools/BCFtools (tool)

RRID:SCR_005227

Provide various utilities for manipulating alignments in the SAM format, including sorting, merging, indexing and generating alignments in a per-position format.

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AdapterRemoval (tool)

RRID:SCR_011834

Software program to remove residual adapter sequences from next generation sequencing reads. Used for cleaning of next-generation sequencing reads. AdapterRemoval v2 introduces improvements in throughput, through use of single instruction, multiple data (SIMD; SSE1 and SSE2) instructions and multi-threading support; handles datasets containing reads or read-pairs with different adapters or adapter pairs; provides simultaneous demultiplexing and adapter trimming; has ability to reconstruct adapter sequences from paired-end reads for poorly documented data sets; provides native gzip and bzip2 support.

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Experiment (tool)

RRID:SCR_013854

A for-profit funding resource which funds research through the contributions of donors and backers. Scientists can create project profiles which include stated funding goals that must be reached before the end of the campaign. Projects which do not achieve their funding goals will be dropped and no funding from Experiment backers will be received. Three basic criteria must be met before an experiment can receive consideration for funding: The experiment seeks to answer a specific research question, the process and results can be shared openly and transparently, and the researchers have the expertise needed to meet the goals. Additional criteria must be met for academic scientists, individual scientists, and corporate scientists, respectively. Experiments are reviewed by Experiment staff before they are accepted.

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MultiQC (tool)

RRID:SCR_014982

Data aggregate that compiles results from bioinformatics analyses across multiple samples into a single report. It is written in Python.

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Conservation (tool)

RRID:SCR_016064

Software for scoring protein sequence conservation using the Jensen-Shannon divergence. It can be used to predict catalytic sites and residues near bound ligands.

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NanoFilt (tool)

RRID:SCR_016966

Software tool written in Python to perform its filtering based on mean read quality and GC content and read length. Used for filtering and trimming of long read sequencing data.

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Porechop (tool)

RRID:SCR_016967

Software tool for finding and removing adapters from Oxford Nanopore reads.

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Manta (tool)

RRID:SCR_022997

Software tool for rapid detection of structural variants and indels for germline and cancer sequencing applications. Used to call structural variants and indels from mapped paired end sequencing reads.

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NanoPlot (tool)

RRID:SCR_024128

Software package as plotting tool for long read sequencing data and alignments.

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cuteSV (tool)

RRID:SCR_025233

Software tool for long read based human genomic structural variation detection. Collects signatures of various types of SVs and employs clustering-and-refinement method to analyze signatures to implement sensitive SV detection.cuteSV2 is upgraded version of cuteSV.

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