Efficient homology-based annotation of transposable elements using minimizers

被引:3
|
作者
Gonzalez-Garcia, Laura Natalia [1 ,2 ]
Lozano-Arce, Daniela [1 ]
Londono, Juan Pablo [3 ]
Guyot, Romain [2 ]
Duitama, Jorge [1 ]
机构
[1] Univ Andes, Syst & Comp Engn Dept, Cra 1 Este 19A-40, Bogota 111711, Colombia
[2] Univ Montpellier, Inst Rech Dev, UMR DIADE, CIRAD, F-34394 Montpellier, France
[3] Univ Andes, Dept Biol Sci, Bogota, Colombia
来源
APPLICATIONS IN PLANT SCIENCES | 2023年 / 11卷 / 04期
关键词
bioinformatics; genomics; software; transposable elements; GENOME SIZE; IDENTIFICATION; DNA;
D O I
10.1002/aps3.11520
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
PremiseTransposable elements (TEs) make up more than half of the genomes of complex plant species and can modulate the expression of neighboring genes, producing significant variability of agronomically relevant traits. The availability of long-read sequencing technologies allows the building of genome assemblies for plant species with large and complex genomes. Unfortunately, TE annotation currently represents a bottleneck in the annotation of genome assemblies. Methods and ResultsWe present a new functionality of the Next-Generation Sequencing Experience Platform (NGSEP) to perform efficient homology-based TE annotation. Sequences in a reference library are treated as long reads and mapped to an input genome assembly. A hierarchical annotation is then assigned by homology using the annotation of the reference library. We tested the performance of our algorithm on genome assemblies of different plant species, including Arabidopsis thaliana, Oryza sativa, Coffea humblotiana, and Triticum aestivum (bread wheat). Our algorithm outperforms traditional homology-based annotation tools in speed by a factor of three to >20, reducing the annotation time of the T. aestivum genome from months to hours, and recovering up to 80% of TEs annotated with RepeatMasker with a precision of up to 0.95. ConclusionsNGSEP allows rapid analysis of TEs, especially in very large and TE-rich plant genomes.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] An automated homology-based approach for identifying transposable elements
    Kennedy, Ryan C.
    Unger, Maria F.
    Christley, Scott
    Collins, Frank H.
    Madey, Gregory R.
    BMC BIOINFORMATICS, 2011, 12
  • [2] An automated homology-based approach for identifying transposable elements
    Ryan C Kennedy
    Maria F Unger
    Scott Christley
    Frank H Collins
    Gregory R Madey
    BMC Bioinformatics, 12
  • [3] Protein function annotation by homology-based inference
    Loewenstein, Yaniv
    Raimondo, Domenico
    Redfern, Oliver C.
    Watson, James
    Frishman, Dmitrij
    Linial, Michal
    Orengo, Christine
    Thornton, Janet
    Tramontano, Anna
    GENOME BIOLOGY, 2009, 10 (02): : 207
  • [4] Protein function annotation by homology-based inference
    Yaniv Loewenstein
    Domenico Raimondo
    Oliver C Redfern
    James Watson
    Dmitrij Frishman
    Michal Linial
    Christine Orengo
    Janet Thornton
    Anna Tramontano
    Genome Biology, 10
  • [5] Transposable elements and homology
    Seberg, Ole
    Petersen, Gitte
    CLADISTICS, 2010, 26 (02) : 224 - 224
  • [6] Homology-based gene prediction using neural nets
    Cai, YD
    Bork, P
    ANALYTICAL BIOCHEMISTRY, 1998, 265 (02) : 269 - 274
  • [7] Homology-based annotation of non-coding RNAs in the genomes of Schistosoma mansoni and Schistosoma japonicum
    Claudia S Copeland
    Manja Marz
    Dominic Rose
    Jana Hertel
    Paul J Brindley
    Clara Bermudez Santana
    Stephanie Kehr
    Camille Stephan-Otto Attolini
    Peter F Stadler
    BMC Genomics, 10
  • [8] A new approach for annotation of transposable elements using small RNA mapping
    El Baidouri, Moaine
    Do Kim, Kyung
    Abernathy, Brian
    Arikit, Siwaret
    Maumus, Florian
    Panaud, Olivier
    Meyers, Blake C.
    Jackson, Scott A.
    NUCLEIC ACIDS RESEARCH, 2015, 43 (13) : e84
  • [9] Using intron position conservation for homology-based gene prediction
    Keilwagen, Jens
    Wenk, Michael
    Erickson, Jessica L.
    Schattat, Martin H.
    Grau, Jan
    Hartung, Frank
    NUCLEIC ACIDS RESEARCH, 2016, 44 (09)
  • [10] Homology-based annotation yields 1,042 new candidate genes in the Drosophila melanogaster genome
    Gopal, S
    Schroeder, M
    Pieper, U
    Sczyrba, A
    Aytekin-Kurban, G
    Bekiranov, S
    Fajardo, JE
    Eswar, N
    Sanchez, R
    Sali, A
    Gaasterland, T
    NATURE GENETICS, 2001, 27 (03) : 337 - 340