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Sewe SO, Silva G, Sicat P, Seal SE, Visendi P. Trimming and Validation of Illumina Short Reads Using Trimmomatic, Trinity Assembly, and Assessment of RNA-Seq Data. Methods Mol Biol 2022; 2443:211-232. [PMID: 35037208 DOI: 10.1007/978-1-0716-2067-0_11] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Next-generation sequencing (NGS) technologies can generate billions of reads in a single sequencing run. However, with such high-throughput comes quality issues which have to be addressed before undertaking downstream analysis. Quality control on short reads is usually performed at default settings due to a lack of in-depth understanding of a particular software's parameters and their effect if changed on the output. Here we demonstrate how to optimize read trimming using Trimmomatic. We highlight the benefits of trimming by comparing the quality of transcripts assembled using trimmed and untrimmed reads.
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Affiliation(s)
- Steven O Sewe
- Natural Resources Institute, University of Greenwich, Kent, UK
| | - Gonçalo Silva
- Natural Resources Institute, University of Greenwich, Kent, UK
| | - Paulo Sicat
- Natural Resources Institute, University of Greenwich, Kent, UK
| | - Susan E Seal
- Natural Resources Institute, University of Greenwich, Kent, UK
| | - Paul Visendi
- Centre for Agriculture and the Bioeconomy, Queensland University of Technology, Brisbane, QLD, Australia.
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2
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Abstract
The recent emergence of "third-generation" sequencing platforms which address shortcomings of standard short reads has allowed the resolution of complex genomic regions during genome assembly. However, sequencing costs for third-generation platforms continue to be high. Novel approaches that leverage the low cost of short-read sequencing while capturing long-range information have been developed. In this chapter, we focus on one such approach, the 10x Genomics' Chromium system. We demonstrate the assembly of the B73 maize reference genome using the Supernova assembler. We also offer suggestions on how one might improve the resulting assembly through analysis of assembly metrics.
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Affiliation(s)
- Paul Visendi
- Centre for Agriculture and the Bioeconomy, Queensland University of Technology, Brisbane, QLD, Australia.
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3
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Anjanappa RB, Gruissem W. Current progress and challenges in crop genetic transformation. JOURNAL OF PLANT PHYSIOLOGY 2021; 261:153411. [PMID: 33872932 DOI: 10.1016/j.jplph.2021.153411] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 03/29/2021] [Accepted: 03/29/2021] [Indexed: 05/14/2023]
Abstract
Plant transformation remains the most sought-after technology for functional genomics and crop genetic improvement, especially for introducing specific new traits and to modify or recombine already existing traits. Along with many other agricultural technologies, the global production of genetically engineered crops has steadily grown since they were first introduced 25 years ago. Since the first transfer of DNA into plant cells using Agrobacterium tumefaciens, different transformation methods have enabled rapid advances in molecular breeding approaches to bring crop varieties with novel traits to the market that would be difficult or not possible to achieve with conventional breeding methods. Today, transformation to produce genetically engineered crops is the fastest and most widely adopted technology in agriculture. The rapidly increasing number of sequenced plant genomes and information from functional genomics data to understand gene function, together with novel gene cloning and tissue culture methods, is further accelerating crop improvement and trait development. These advances are welcome and needed to make crops more resilient to climate change and to secure their yield for feeding the increasing human population. Despite the success, transformation remains a bottleneck because many plant species and crop genotypes are recalcitrant to established tissue culture and regeneration conditions, or they show poor transformability. Improvements are possible using morphogenetic transcriptional regulators, but their broader applicability remains to be tested. Advances in genome editing techniques and direct, non-tissue culture-based transformation methods offer alternative approaches to enhance varietal development in other recalcitrant crops. Here, we review recent developments in plant transformation and regeneration, and discuss opportunities for new breeding technologies in agriculture.
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Affiliation(s)
- Ravi B Anjanappa
- Institute of Molecular Plant Biology, Department of Biology, ETH Zurich, Universitätstrasse 2, 8092 Zurich, Switzerland
| | - Wilhelm Gruissem
- Institute of Molecular Plant Biology, Department of Biology, ETH Zurich, Universitätstrasse 2, 8092 Zurich, Switzerland; Advanced Plant Biotechnology Center, National Chung Hsing University, 145 Xingda Road, Taichung City 402, Taiwan.
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4
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Susek K, Bielski W, Czyż KB, Hasterok R, Jackson SA, Wolko B, Naganowska B. Impact of Chromosomal Rearrangements on the Interpretation of Lupin Karyotype Evolution. Genes (Basel) 2019; 10:genes10040259. [PMID: 30939837 PMCID: PMC6523792 DOI: 10.3390/genes10040259] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2019] [Revised: 03/27/2019] [Accepted: 03/27/2019] [Indexed: 02/06/2023] Open
Abstract
Plant genome evolution can be very complex and challenging to describe, even within a genus. Mechanisms that underlie genome variation are complex and can include whole-genome duplications, gene duplication and/or loss, and, importantly, multiple chromosomal rearrangements. Lupins (Lupinus) diverged from other legumes approximately 60 mya. In contrast to New World lupins, Old World lupins show high variability not only for chromosome numbers (2n = 32–52), but also for the basic chromosome number (x = 5–9, 13) and genome size. The evolutionary basis that underlies the karyotype evolution in lupins remains unknown, as it has so far been impossible to identify individual chromosomes. To shed light on chromosome changes and evolution, we used comparative chromosome mapping among 11 Old World lupins, with Lupinus angustifolius as the reference species. We applied set of L. angustifolius-derived bacterial artificial chromosome clones for fluorescence in situ hybridization. We demonstrate that chromosome variations in the species analyzed might have arisen from multiple changes in chromosome structure and number. We hypothesize about lupin karyotype evolution through polyploidy and subsequent aneuploidy. Additionally, we have established a cytogenomic map of L. angustifolius along with chromosome markers that can be used for related species to further improve comparative studies of crops and wild lupins.
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Affiliation(s)
- Karolina Susek
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznan, Poland.
| | - Wojciech Bielski
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznan, Poland.
| | - Katarzyna B Czyż
- Department of Biometry and Bioinformatics, Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznan, Poland.
| | - Robert Hasterok
- Department of Plant Anatomy and Cytology, University of Silesia in Katowice, 40-032 Katowice, Poland.
| | - Scott A Jackson
- Center for Applied Genetic Technologies, University of Georgia, Athens, GA 30602, USA.
| | - Bogdan Wolko
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznan, Poland.
| | - Barbara Naganowska
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznan, Poland.
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Tulpová Z, Luo MC, Toegelová H, Visendi P, Hayashi S, Vojta P, Paux E, Kilian A, Abrouk M, Bartoš J, Hajdúch M, Batley J, Edwards D, Doležel J, Šimková H. Integrated physical map of bread wheat chromosome arm 7DS to facilitate gene cloning and comparative studies. N Biotechnol 2019. [DOI: 10.1016/j.nbt.2018.03.003] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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6
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Szczepaniak A, Książkiewicz M, Podkowiński J, Czyż KB, Figlerowicz M, Naganowska B. Legume Cytosolic and Plastid Acetyl-Coenzyme-A Carboxylase Genes Differ by Evolutionary Patterns and Selection Pressure Schemes Acting before and after Whole-Genome Duplications. Genes (Basel) 2018; 9:genes9110563. [PMID: 30469317 PMCID: PMC6265850 DOI: 10.3390/genes9110563] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2018] [Revised: 11/09/2018] [Accepted: 11/15/2018] [Indexed: 01/01/2023] Open
Abstract
Acetyl-coenzyme A carboxylase (ACCase, E.C.6.4.1.2) catalyzes acetyl-coenzyme A carboxylation to malonyl coenzyme A. Plants possess two distinct ACCases differing by cellular compartment and function. Plastid ACCase contributes to de novo fatty acid synthesis, whereas cytosolic enzyme to the synthesis of very long chain fatty acids, phytoalexins, flavonoids, and anthocyanins. The narrow leafed lupin (Lupinus angustifolius L.) represents legumes, a plant family which evolved by whole-genome duplications (WGDs). The study aimed on the contribution of these WGDs to the multiplication of ACCase genes and their further evolutionary patterns. The molecular approach involved bacterial artificial chromosome (BAC) library screening, fluorescent in situ hybridization, linkage mapping, and BAC sequencing. In silico analysis encompassed sequence annotation, comparative mapping, selection pressure calculation, phylogenetic inference, and gene expression profiling. Among sequenced legumes, the highest number of ACCase genes was identified in lupin and soybean. The most abundant plastid ACCase subunit genes were accB. ACCase genes in legumes evolved by WGDs, evidenced by shared synteny and Bayesian phylogenetic inference. Transcriptional activity of almost all copies was confirmed. Gene duplicates were conserved by strong purifying selection, however, positive selection occurred in Arachis (accB2) and Lupinus (accC) lineages, putatively predating the WGD event(s). Early duplicated accA and accB genes underwent transcriptional sub-functionalization.
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Affiliation(s)
- Anna Szczepaniak
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznań, Poland.
| | - Michał Książkiewicz
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznań, Poland.
| | - Jan Podkowiński
- Department of Genomics, Institute of Bioorganic Chemistry, Polish Academy of Sciences, 61-704 Poznań, Poland.
| | - Katarzyna B Czyż
- Department of Biometry and Bioinformatics, Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznań, Poland.
| | - Marek Figlerowicz
- Department of Genomics, Institute of Bioorganic Chemistry, Polish Academy of Sciences, 61-704 Poznań, Poland.
| | - Barbara Naganowska
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznań, Poland.
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Borzęcka E, Hawliczek-Strulak A, Bolibok L, Gawroński P, Tofil K, Milczarski P, Stojałowski S, Myśków B, Targońska-Karasek M, Grądzielewska A, Smolik M, Kilian A, Bolibok-Brągoszewska H. Effective BAC clone anchoring with genotyping-by-sequencing and Diversity Arrays Technology in a large genome cereal rye. Sci Rep 2018; 8:8428. [PMID: 29849048 PMCID: PMC5976670 DOI: 10.1038/s41598-018-26541-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2018] [Accepted: 05/16/2018] [Indexed: 11/09/2022] Open
Abstract
Identification of bacterial artificial chromosome (BAC) clones containing specific sequences is a prerequisite for many applications, such as physical map anchoring or gene cloning. Existing BAC library screening strategies are either low-throughput or require a considerable initial input of resources for platform establishment. We describe a high-throughput, reliable, and cost-effective BAC library screening approach deploying genotyping platforms which are independent from the availability of sequence information: a genotyping-by-sequencing (GBS) method DArTSeq and the microarray-based Diversity Arrays Technology (DArT). The performance of these methods was tested in a very large and complex rye genome. The DArTseq approach delivered superior results: a several fold higher efficiency of addressing genetic markers to BAC clones and anchoring of BAC clones to genetic map and also a higher reliability. Considering the sequence independence of the platform, the DArTseq-based library screening can be proposed as an attractive method to speed up genomics research in resource poor species.
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Affiliation(s)
- Ewa Borzęcka
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland
| | - Anna Hawliczek-Strulak
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland
| | - Leszek Bolibok
- Department of Silviculture, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland
| | - Piotr Gawroński
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland
| | - Katarzyna Tofil
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland
| | - Paweł Milczarski
- Department of Plant Genetics, Breeding and Biotechnology, West-Pomeranian University of Technology, Slowackiego 17, 71-434, Szczecin, Poland
| | - Stefan Stojałowski
- Department of Plant Genetics, Breeding and Biotechnology, West-Pomeranian University of Technology, Slowackiego 17, 71-434, Szczecin, Poland
| | - Beata Myśków
- Department of Plant Genetics, Breeding and Biotechnology, West-Pomeranian University of Technology, Slowackiego 17, 71-434, Szczecin, Poland
| | - Małgorzata Targońska-Karasek
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland
| | - Agnieszka Grądzielewska
- Institute of Genetics, Breeding and Biotechnology, University of Life Sciences in Lublin, Akademicka 15, 20-950, Lublin, Poland
| | - Miłosz Smolik
- Department of Plant Genetics, Breeding and Biotechnology, West-Pomeranian University of Technology, Slowackiego 17, 71-434, Szczecin, Poland
| | - Andrzej Kilian
- Diversity Arrays Technology Pty Ltd, University of Canberra, Kirinari st, ACT 2617, Bruce, Australia
| | - Hanna Bolibok-Brągoszewska
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland.
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Mancini MC, Cardoso-Silva CB, Sforça DA, Pereira de Souza A. "Targeted Sequencing by Gene Synteny," a New Strategy for Polyploid Species: Sequencing and Physical Structure of a Complex Sugarcane Region. FRONTIERS IN PLANT SCIENCE 2018; 9:397. [PMID: 29643861 PMCID: PMC5882829 DOI: 10.3389/fpls.2018.00397] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Accepted: 03/12/2018] [Indexed: 05/25/2023]
Abstract
Sugarcane exhibits a complex genome mainly due to its aneuploid nature and high ploidy level, and sequencing of its genome poses a great challenge. Closely related species with well-assembled and annotated genomes can be used to help assemble complex genomes. Here, a stable quantitative trait locus (QTL) related to sugar accumulation in sorghum was successfully transferred to the sugarcane genome. Gene sequences related to this QTL were identified in silico from sugarcane transcriptome data, and molecular markers based on these sequences were developed to select bacterial artificial chromosome (BAC) clones from the sugarcane variety SP80-3280. Sixty-eight BAC clones containing at least two gene sequences associated with the sorghum QTL were sequenced using Pacific Biosciences (PacBio) technology. Twenty BAC sequences were found to be related to the syntenic region, of which nine were sufficient to represent this region. The strategy we propose is called "targeted sequencing by gene synteny," which is a simpler approach to understanding the genome structure of complex genomic regions associated with traits of interest.
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Affiliation(s)
- Melina C. Mancini
- Center for Molecular Biology and Genetic Engineering, University of Campinas, Campinas, Brazil
| | | | - Danilo A. Sforça
- Center for Molecular Biology and Genetic Engineering, University of Campinas, Campinas, Brazil
| | - Anete Pereira de Souza
- Center for Molecular Biology and Genetic Engineering, University of Campinas, Campinas, Brazil
- Departament Plant Biology, Biology Institute, University of Campinas, Campinas, Brazil
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