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Wang Q, Wu Y, Cai Y, Zhuang Y, Xu L, Wu B, Zhang Y. Spleen Transcriptome Profile of Muscovy Ducklings in Response to Infection With Muscovy Duck Reovirus. Avian Dis 2015; 59:282-90. [PMID: 26473680 DOI: 10.1637/10992-112514-reg] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Muscovy duck reovirus (MDRV) causes high morbidity and mortality in ducklings. However, the molecular basis for pathogenesis of this virus remains poorly understood, and the complete genome sequence of Muscovy duck is lacking. Here we report the transcriptome profile of Muscovy ducks in response to MDRV infection. RNA sequencing technology was employed to obtain a representative complement of transcripts from the spleen of ducklings, and then differential gene expression was analyzed between MDRV-YB strain infected ducks and noninfected ducks. This analysis generated 65,536 unigenes. Of these, 6458 genes were found to be significantly differentially expressed between the infected and noninfected groups. The symptom and pathology of ducks infected with MDRV-YB was correlated with the greater proportion of decreased expression genes (4906) than increased expression (1552) level. Gene ontology analysis assigned differentially expressed genes to the categories: "biological processes," "cellular functions," and "molecular functions." Differentially expressed genes involved in the innate immune system were analyzed further, and 128 of these genes showed decreased expression and 86 showed increased expression between the infected and noninfected groups. These genes represented the Janus kinase-signal transducer and activator of transcription signaling pathway, and the retinoic acid-inducible gene I (RIG-I)-like and Toll-like receptor (TLR) signaling pathways and included interferon (IFN) α, IFNγ, interleukin 6, RIG-I, and TLR4. The data were verified by SYBR fluorescence quantitative polymerase chain reaction (SYBR-qPCR). Our findings offer new insight into the host immune response to MDRV infection.
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Affiliation(s)
- Quanxi Wang
- A College of Life Science, Fujian Normal University, Fuzhou, Fujian 350119, China.,B College of Animal Science, Fujian Agriculture and Forestry University, Fuzhou, Fujian 350002, China
| | - Yijian Wu
- B College of Animal Science, Fujian Agriculture and Forestry University, Fuzhou, Fujian 350002, China
| | - Yilong Cai
- B College of Animal Science, Fujian Agriculture and Forestry University, Fuzhou, Fujian 350002, China
| | - Yubin Zhuang
- B College of Animal Science, Fujian Agriculture and Forestry University, Fuzhou, Fujian 350002, China
| | - Lihui Xu
- B College of Animal Science, Fujian Agriculture and Forestry University, Fuzhou, Fujian 350002, China
| | - Baocheng Wu
- B College of Animal Science, Fujian Agriculture and Forestry University, Fuzhou, Fujian 350002, China
| | - Yanding Zhang
- A College of Life Science, Fujian Normal University, Fuzhou, Fujian 350119, China
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Pauli M, Chakarov N, Rupp O, Kalinowski J, Goesmann A, Sorenson MD, Krüger O, Hoffman JI. De novo assembly of the dual transcriptomes of a polymorphic raptor species and its malarial parasite. BMC Genomics 2015; 16:1038. [PMID: 26645667 PMCID: PMC4673757 DOI: 10.1186/s12864-015-2254-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2015] [Accepted: 11/27/2015] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Studies of non-model species are important for understanding the molecular processes underpinning phenotypic variation under natural ecological conditions. The common buzzard (Buteo buteo; Aves: Accipitriformes) is a widespread and common Eurasian raptor with three distinct plumage morphs that differ in several fitness-related traits, including parasite infestation. To provide a genomic resource for plumage polymorphic birds in general and to search for candidate genes relating to fitness, we generated a transcriptome from a single dead buzzard specimen plus easily accessible, minimally invasive samples from live chicks. RESULTS We not only de novo assembled a near-complete buzzard transcriptome, but also obtained a significant fraction of the transcriptome of its malaria-like parasite, Leucocytozoon buteonis. By identifying melanogenesis-related transcripts that are differentially expressed in light ventral and dark dorsal feathers, but which are also expressed in other regions of the body, we also identified a suite of candidate genes that could be associated with fitness differences among the morphs. These include several immune-related genes, providing a plausible link between melanisation and parasite load. qPCR analysis of a subset of these genes revealed significant differences between ventral and dorsal feathers and an additional effect of morph. CONCLUSION This new resource provides preliminary insights into genes that could be involved in fitness differences between the buzzard colour morphs, and should facilitate future studies of raptors and their malaria-like parasites.
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Affiliation(s)
- Martina Pauli
- Department of Animal Behaviour, Bielefeld University, 33501, Bielefeld, Germany
| | - Nayden Chakarov
- Department of Animal Behaviour, Bielefeld University, 33501, Bielefeld, Germany.
- Present address: Molecular Ecology and Evolution Lab, Lund University, 223 62, Lund, Sweden.
| | - Oliver Rupp
- Bioinformatics and Systems Biology, Justus-Liebig-University, 35390, Giessen, Germany
- Center for Biotechnology, Bielefeld University, 33501, Bielefeld, Germany
| | - Jörn Kalinowski
- Center for Biotechnology, Bielefeld University, 33501, Bielefeld, Germany
| | - Alexander Goesmann
- Bioinformatics and Systems Biology, Justus-Liebig-University, 35390, Giessen, Germany
- Center for Biotechnology, Bielefeld University, 33501, Bielefeld, Germany
| | | | - Oliver Krüger
- Department of Animal Behaviour, Bielefeld University, 33501, Bielefeld, Germany
| | - Joseph Ivan Hoffman
- Department of Animal Behaviour, Bielefeld University, 33501, Bielefeld, Germany
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Richardson MF, Sherman CDH. De Novo Assembly and Characterization of the Invasive Northern Pacific Seastar Transcriptome. PLoS One 2015; 10:e0142003. [PMID: 26529321 PMCID: PMC4631335 DOI: 10.1371/journal.pone.0142003] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2015] [Accepted: 10/15/2015] [Indexed: 12/11/2022] Open
Abstract
Invasive species are a major threat to global biodiversity but can also serve as valuable model systems to examine important evolutionary processes. While the ecological aspects of invasions have been well documented, the genetic basis of adaptive change during the invasion process has been hampered by a lack of genomic resources for the majority of invasive species. Here we report the first larval transcriptomic resource for the Northern Pacific Seastar, Asterias amurensis, an invasive marine predator in Australia. Approximately 117.5 million 100 base-pair (bp) paired-end reads were sequenced from a single RNA-Seq library from a pooled set of full-sibling A. amurensis bipinnaria larvae. We evaluated the efficacy of a pre-assembly error correction pipeline on subsequent de novo assembly. Error correction resulted in small but important improvements to the final assembly in terms of mapping statistics and core eukaryotic genes representation. The error-corrected de novo assembly resulted in 115,654 contigs after redundancy clustering. 41,667 assembled contigs were homologous to sequences from NCBI’s non-redundant protein and UniProt databases. We assigned Gene Ontology, KEGG Orthology, Pfam protein domain terms and predicted protein-coding sequences to > 36,000 contigs. The final transcriptome dataset generated here provides functional information for 18,319 unique proteins, comprising at least 11,355 expressed genes. Furthermore, we identified 9,739 orthologs to P. miniata proteins, evaluated our annotation pipeline and generated a list of 150 candidate genes for responses to several environmental stressors that may be important for adaptation of A. amurensis in the invasive range. Our study has produced a large set of A. amurensis RNA contigs with functional annotations that can serve as a resource for future comparisons to other echinoderm transcriptomes and gene expression studies. Our data can be used to study the genetic basis of adaptive change and other important evolutionary processes during a successful invasion.
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Affiliation(s)
- Mark F. Richardson
- Deakin University, Geelong, Australia. School of Life and Environmental Sciences, Centre for Integrative Ecology, (Waurn Ponds Campus). 75 Pigdons Road. Locked Bag 20000, Geelong, VIC 3220, Australia
- * E-mail:
| | - Craig D. H. Sherman
- Deakin University, Geelong, Australia. School of Life and Environmental Sciences, Centre for Integrative Ecology, (Waurn Ponds Campus). 75 Pigdons Road. Locked Bag 20000, Geelong, VIC 3220, Australia
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Foulger RE, Osumi-Sutherland D, McIntosh BK, Hulo C, Masson P, Poux S, Le Mercier P, Lomax J. Representing virus-host interactions and other multi-organism processes in the Gene Ontology. BMC Microbiol 2015; 15:146. [PMID: 26215368 PMCID: PMC4517558 DOI: 10.1186/s12866-015-0481-x] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2014] [Accepted: 07/10/2015] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND The Gene Ontology project is a collaborative effort to provide descriptions of gene products in a consistent and computable language, and in a species-independent manner. The Gene Ontology is designed to be applicable to all organisms but up to now has been largely under-utilized for prokaryotes and viruses, in part because of a lack of appropriate ontology terms. METHODS To address this issue, we have developed a set of Gene Ontology classes that are applicable to microbes and their hosts, improving both coverage and quality in this area of the Gene Ontology. Describing microbial and viral gene products brings with it the additional challenge of capturing both the host and the microbe. Recognising this, we have worked closely with annotation groups to test and optimize the GO classes, and we describe here a set of annotation guidelines that allow the controlled description of two interacting organisms. CONCLUSIONS Building on the microbial resources already in existence such as ViralZone, UniProtKB keywords and MeGO, this project provides an integrated ontology to describe interactions between microbial species and their hosts, with mappings to the external resources above. Housing this information within the freely-accessible Gene Ontology project allows the classes and annotation structure to be utilized by a large community of biologists and users.
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Affiliation(s)
- R E Foulger
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SD, UK.
| | - D Osumi-Sutherland
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SD, UK.
| | - B K McIntosh
- Department of Biochemistry and Biophysics, Texas Agrilife Research, Texas A&M University, College Station, TX, 77843, USA.
| | - C Hulo
- Swiss-Prot Group, SIB Swiss Institute of Bioinformatics, Centre Medical Universitaire, 1 Rue Michel-Servet, 1211, Geneva 4, Switzerland.
| | - P Masson
- Swiss-Prot Group, SIB Swiss Institute of Bioinformatics, Centre Medical Universitaire, 1 Rue Michel-Servet, 1211, Geneva 4, Switzerland.
| | - S Poux
- Swiss-Prot Group, SIB Swiss Institute of Bioinformatics, Centre Medical Universitaire, 1 Rue Michel-Servet, 1211, Geneva 4, Switzerland.
| | - P Le Mercier
- Swiss-Prot Group, SIB Swiss Institute of Bioinformatics, Centre Medical Universitaire, 1 Rue Michel-Servet, 1211, Geneva 4, Switzerland.
| | - J Lomax
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SD, UK.
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Darris CE, Tyus JE, Kelley G, Ropelewski AJ, Nicholas HB, Wang X, Nahashon S. Molecular tools to support metabolic and immune function research in the Guinea Fowl (Numida meleagris). BMC Genomics 2015; 16:358. [PMID: 25948401 PMCID: PMC4432510 DOI: 10.1186/s12864-015-1520-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2015] [Accepted: 04/10/2015] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Guinea fowl (Numidia meleagris) production as an alternative source of meat and poultry has shown potential for economic viability. However, there has been little progress in characterizing the transcriptome of the guinea fowl. In this study RNA-sequencing and de novo transcriptome assembly of several Guinea fowl tissues (pancreas, hypothalamus, liver, bone marrow and bursa) which play key roles in regulating feed intake, satiety, and immune function was performed using Illumina's Hi-Seq 2000. RESULTS 74 million sequences were generated and assembled into 96,492 contigs using the Trinity software suite. Over 39,000 of these transcripts were found to have in silico translated protein sequences that are homologous to chicken protein sequences. Gene ontology analysis uncovered 416 transcripts with metabolic functions and 703 with immune function. CONCLUSION The transcriptome information presented here will support the development of molecular approaches to improve production efficiency of the guinea fowl and other avian species.
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Affiliation(s)
- Carl E Darris
- College of Agriculture, Human and Natural Sciences, Tennessee State University, Nashville, Tennessee, USA.
| | - James E Tyus
- College of Agriculture, Human and Natural Sciences, Tennessee State University, Nashville, Tennessee, USA.
| | - Gary Kelley
- College of Agriculture, Human and Natural Sciences, Tennessee State University, Nashville, Tennessee, USA.
| | - Alexander J Ropelewski
- Pittsburgh Supercomputing Center, Carnegie Mellon University, Pittsburgh, Pennsylvania, USA.
| | - Hugh B Nicholas
- Pittsburgh Supercomputing Center, Carnegie Mellon University, Pittsburgh, Pennsylvania, USA.
| | - Xiaofei Wang
- College of Agriculture, Human and Natural Sciences, Tennessee State University, Nashville, Tennessee, USA.
| | - Samuel Nahashon
- College of Agriculture, Human and Natural Sciences, Tennessee State University, Nashville, Tennessee, USA.
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Porcelli D, Butlin RK, Gaston KJ, Joly D, Snook RR. The environmental genomics of metazoan thermal adaptation. Heredity (Edinb) 2015; 114:502-14. [PMID: 25735594 PMCID: PMC4815515 DOI: 10.1038/hdy.2014.119] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2014] [Revised: 11/06/2014] [Accepted: 11/11/2014] [Indexed: 01/07/2023] Open
Abstract
Continued and accelerating change in the thermal environment places an ever-greater priority on understanding how organisms are going to respond. The paradigm of ‘move, adapt or die', regarding ways in which organisms can respond to environmental stressors, stimulates intense efforts to predict the future of biodiversity. Assuming that extinction is an unpalatable outcome, researchers have focussed attention on how organisms can shift in their distribution to stay in the same thermal conditions or can stay in the same place by adapting to a changing thermal environment. How likely these respective outcomes might be depends on the answer to a fundamental evolutionary question, namely what genetic changes underpin adaptation to the thermal environment. The increasing access to and decreasing costs of next-generation sequencing (NGS) technologies, which can be applied to both model and non-model systems, provide a much-needed tool for understanding thermal adaptation. Here we consider broadly what is already known from non-NGS studies about thermal adaptation, then discuss the benefits and challenges of different NGS methodologies to add to this knowledge base. We then review published NGS genomics and transcriptomics studies of thermal adaptation to heat stress in metazoans and compare these results with previous non-NGS patterns. We conclude by summarising emerging patterns of genetic response and discussing future directions using these increasingly common techniques.
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Affiliation(s)
- D Porcelli
- Department of Animal and Plant Sciences, University of Sheffield, Sheffield, UK
| | - R K Butlin
- 1] Department of Animal and Plant Sciences, University of Sheffield, Sheffield, UK [2] Sven Lovén Centre-Tjärnö, University of Gothenburg, Strömstad, Sweden
| | - K J Gaston
- Environment and Sustainability Institute, University of Exeter, Penryn, UK
| | - D Joly
- 1] Laboratoire Evolution, Génomes et Spéciation, CNRS-UPR 9034, Gif sur Yvette, France [2] Université Paris-Sud, Orsay, France
| | - R R Snook
- Department of Animal and Plant Sciences, University of Sheffield, Sheffield, UK
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Vijayakumar P, Raut AA, Kumar P, Sharma D, Mishra A. De novo assembly and analysis of crow lungs transcriptome. Genome 2015; 57:499-506. [PMID: 25633965 DOI: 10.1139/gen-2014-0122] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The jungle crow (Corvus macrorhynchos) belongs to the order Passeriformes of bird species and is important for avian ecological and evolutionary genetics studies. However, there is limited information on the transcriptome data of this species. In the present study, we report the characterization of the lung transcriptome of the jungle crow using GS FLX Titanium XLR70. Altogether, 1,510,303 high-quality sequence reads with 581,198,230 bases was de novo assembled into 22,169 isotigs (isotig represents an individual transcript) and 784,009 singletons. Using these isotigs and 581,681 length-filtered (greater than 300 bp) singletons, 20,010 unique protein-coding genes were identified by BLASTx comparison against a nonredundant (nr) protein sequence database. Comparative analysis revealed that 46,604 (70.29%) and 51,642 (72.48%) of the assembled transcripts have significant similarity to zebra finch and chicken RefSeq proteins, respectively. As determined by GO annotation and KEGG pathway mapping, functional annotation of the unigenes recovered diverse biological functions and processes. Transcripts putatively involved in the immune response were identified. Furthermore, 20,599 single nucleotide polymorphisms (SNPs) and 7525 simple sequence repeats (SSRs) were retrieved from the assembled transcript database. This resource should lay an important base for future ecological, evolutionary, and conservation genetic studies on this species and in other related species.
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Affiliation(s)
- Periyasamy Vijayakumar
- a High Security Animal Disease Laboratory, Indian Veterinary Research Institute, Anand Nagar, Bhopal-462021, Madhya Pradesh, India
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Margres MJ, Aronow K, Loyacano J, Rokyta DR. The venom-gland transcriptome of the eastern coral snake (Micrurus fulvius) reveals high venom complexity in the intragenomic evolution of venoms. BMC Genomics 2013; 14:531. [PMID: 23915248 PMCID: PMC3750283 DOI: 10.1186/1471-2164-14-531] [Citation(s) in RCA: 102] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2013] [Accepted: 07/29/2013] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Snake venom is shaped by the ecology and evolution of venomous species, and signals of positive selection in toxins have been consistently documented, reflecting the role of venoms as an ecologically critical phenotype. New World coral snakes (Elapidae) are represented by three genera and over 120 species and subspecies that are capable of causing significant human morbidity and mortality, yet coral-snake venom composition is poorly understood in comparison to that of Old World elapids. High-throughput sequencing is capable of identifying thousands of loci, while providing characterizations of expression patterns and the molecular evolutionary forces acting within the venom gland. RESULTS We describe the de novo assembly and analysis of the venom-gland transcriptome of the eastern coral snake (Micrurus fulvius). We identified 1,950 nontoxin transcripts and 116 toxin transcripts. These transcripts accounted for 57.1% of the total reads, with toxins accounting for 45.8% of the total reads. Phospholipases A(2) and three-finger toxins dominated expression, accounting for 86.0% of the toxin reads. A total of 15 toxin families were identified, revealing venom complexity previously unknown from New World coral snakes. Toxins exhibited high levels of heterozygosity relative to nontoxins, and overdominance may favor gene duplication leading to the fixation of advantageous alleles. Phospholipase A(2) expression was uniformly distributed throughout the class while three-finger toxin expression was dominated by a handful of transcripts, and phylogenetic analyses indicate that toxin divergence may have occurred following speciation. Positive selection was detected in three of the four most diverse toxin classes, suggesting that venom diversification is driven by recurrent directional selection. CONCLUSIONS We describe the most complete characterization of an elapid venom gland to date. Toxin gene duplication may be driven by heterozygote advantage, as the frequency of polymorphic toxin loci was significantly higher than that of nontoxins. Diversification among toxins appeared to follow speciation reflecting species-specific adaptation, and this divergence may be directly related to dietary shifts and is suggestive of a coevolutionary arms race.
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Affiliation(s)
- Mark J Margres
- Department of Biological Science, Florida State University, Tallahassee, FL 32306-4295, USA
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