Literature DB >> 27524380

Benchmarking computational tools for polymorphic transposable element detection.

Lavanya Rishishwar, Leonardo Mariño-Ramírez, I King Jordan.   

Abstract

Transposable elements (TEs) are an important source of human genetic variation with demonstrable effects on phenotype. Recently, a number of computational methods for the detection of polymorphic TE (polyTE) insertion sites from next-generation sequence data have been developed. The use of such tools will become increasingly important as the pace of human genome sequencing accelerates. For this report, we performed a comparative benchmarking and validation analysis of polyTE detection tools in an effort to inform their selection and use by the TE research community. We analyzed a core set of seven tools with respect to ease of use and accessibility, polyTE detection performance and runtime parameters. An experimentally validated set of 893 human polyTE insertions was used for this purpose, along with a series of simulated data sets that allowed us to assess the impact of sequence coverage on tool performance. The recently developed tool MELT showed the best overall performance followed by Mobster and then RetroSeq. PolyTE detection tools can best detect Alu insertion events in the human genome with reduced reliability for L1 insertions and substantially lowered performance for SVA insertions. We also show evidence that different polyTE detection tools are complementary with respect to their ability to detect a complete set of insertion events. Accordingly, a combined approach, coupled with manual inspection of individual results, may yield the best overall performance. In addition to the benchmarking results, we also provide notes on tool installation and usage as well as suggestions for future polyTE detection algorithm development. Published by Oxford University Press 2016. This work is written by US Government employees and is in the public domain in the US.

Entities:  

Keywords:  human genome; next-generation sequencing; polymorphic transposable element detection; transposable elements

Mesh:

Substances:

Year:  2017        PMID: 27524380      PMCID: PMC5808724          DOI: 10.1093/bib/bbw072

Source DB:  PubMed          Journal:  Brief Bioinform        ISSN: 1467-5463            Impact factor:   11.622


  39 in total

1.  SVA elements: a hominid-specific retroposon family.

Authors:  Hui Wang; Jinchuan Xing; Deepak Grover; Dale J Hedges; Kyudong Han; Jerilyn A Walker; Mark A Batzer
Journal:  J Mol Biol       Date:  2005-10-19       Impact factor: 5.469

2.  A human-specific subfamily of Alu sequences.

Authors:  M A Batzer; P L Deininger
Journal:  Genomics       Date:  1991-03       Impact factor: 5.736

3.  Reading TE leaves: new approaches to the identification of transposable element insertions.

Authors:  David A Ray; Mark A Batzer
Journal:  Genome Res       Date:  2011-06       Impact factor: 9.043

Review 4.  Transposable element detection from whole genome sequence data.

Authors:  Adam D Ewing
Journal:  Mob DNA       Date:  2015-12-29

5.  LINE-mediated retrotransposition of marked Alu sequences.

Authors:  Marie Dewannieux; Cécile Esnault; Thierry Heidmann
Journal:  Nat Genet       Date:  2003-08-03       Impact factor: 38.330

6.  Tangram: a comprehensive toolbox for mobile element insertion detection.

Authors:  Jiantao Wu; Wan-Ping Lee; Alistair Ward; Jerilyn A Walker; Miriam K Konkel; Mark A Batzer; Gabor T Marth
Journal:  BMC Genomics       Date:  2014-09-16       Impact factor: 3.969

7.  RetroSeq: transposable element discovery from next-generation sequencing data.

Authors:  Thomas M Keane; Kim Wong; David J Adams
Journal:  Bioinformatics       Date:  2012-12-10       Impact factor: 6.937

8.  A global reference for human genetic variation.

Authors:  Adam Auton; Lisa D Brooks; Richard M Durbin; Erik P Garrison; Hyun Min Kang; Jan O Korbel; Jonathan L Marchini; Shane McCarthy; Gil A McVean; Gonçalo R Abecasis
Journal:  Nature       Date:  2015-10-01       Impact factor: 49.962

9.  An integrated map of genetic variation from 1,092 human genomes.

Authors:  Goncalo R Abecasis; Adam Auton; Lisa D Brooks; Mark A DePristo; Richard M Durbin; Robert E Handsaker; Hyun Min Kang; Gabor T Marth; Gil A McVean
Journal:  Nature       Date:  2012-11-01       Impact factor: 49.962

10.  Transposable element polymorphisms recapitulate human evolution.

Authors:  Lavanya Rishishwar; Carlos E Tellez Villa; I King Jordan
Journal:  Mob DNA       Date:  2015-11-16
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  30 in total

1.  TranSurVeyor: an improved database-free algorithm for finding non-reference transpositions in high-throughput sequencing data.

Authors:  Ramesh Rajaby; Wing-Kin Sung
Journal:  Nucleic Acids Res       Date:  2018-11-16       Impact factor: 16.971

2.  A Maximum-Likelihood Approach to Estimating the Insertion Frequencies of Transposable Elements from Population Sequencing Data.

Authors:  Xiaoqian Jiang; Haixu Tang; Wazim Mohammed Ismail; Michael Lynch
Journal:  Mol Biol Evol       Date:  2018-10-01       Impact factor: 16.240

3.  A benchmark and an algorithm for detecting germline transposon insertions and measuring de novo transposon insertion frequencies.

Authors:  Tianxiong Yu; Xiao Huang; Shengqian Dou; Xiaolu Tang; Shiqi Luo; William E Theurkauf; Jian Lu; Zhiping Weng
Journal:  Nucleic Acids Res       Date:  2021-05-07       Impact factor: 16.971

4.  Finding and Characterizing Repeats in Plant Genomes.

Authors:  Jacques Nicolas; Sébastien Tempel; Anna-Sophie Fiston-Lavier; Emira Cherif
Journal:  Methods Mol Biol       Date:  2022

5.  Characterizing mobile element insertions in 5675 genomes.

Authors:  Yiwei Niu; Xueyi Teng; Honghong Zhou; Yirong Shi; Yanyan Li; Yiheng Tang; Peng Zhang; Huaxia Luo; Quan Kang; Tao Xu; Shunmin He
Journal:  Nucleic Acids Res       Date:  2022-03-21       Impact factor: 16.971

6.  Ongoing transposition in cell culture reveals the phylogeny of diverse Drosophila S2 sublines.

Authors:  Shunhua Han; Guilherme B Dias; Preston J Basting; Michael G Nelson; Sanjai Patel; Mar Marzo; Casey M Bergman
Journal:  Genetics       Date:  2022-07-04       Impact factor: 4.402

7.  TypeTE: a tool to genotype mobile element insertions from whole genome resequencing data.

Authors:  Clément Goubert; Jainy Thomas; Lindsay M Payer; Jeffrey M Kidd; Julie Feusier; W Scott Watkins; Kathleen H Burns; Lynn B Jorde; Cédric Feschotte
Journal:  Nucleic Acids Res       Date:  2020-04-06       Impact factor: 16.971

8.  Patterns of Transposable Element Expression and Insertion in Cancer.

Authors:  Evan A Clayton; Lu Wang; Lavanya Rishishwar; Jianrong Wang; John F McDonald; I King Jordan
Journal:  Front Mol Biosci       Date:  2016-11-16

9.  Discovery of rare, diagnostic AluYb8/9 elements in diverse human populations.

Authors:  Julie Feusier; David J Witherspoon; W Scott Watkins; Clément Goubert; Thomas A Sasani; Lynn B Jorde
Journal:  Mob DNA       Date:  2017-07-27

10.  A high throughput screen for active human transposable elements.

Authors:  Erika M Kvikstad; Paolo Piazza; Jenny C Taylor; Gerton Lunter
Journal:  BMC Genomics       Date:  2018-02-01       Impact factor: 3.969

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