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Rapid transcriptome characterization for a nonmodel organism using 454 pyrosequencing
Abstract
We present a de novo assembly of a eukaryote transcriptome using 454 pyrosequencing data. The Glanville fritillary butterfly ( Melitaea cinxia ; Lepidoptera: Nymphalidae) is a prominent species in population biology but had no previous genomic data. Sequencing runs using two normalized complementary DNA collections from a genetically diverse pool of larvae, pupae, and adults yielded 608 053 expressed sequence tags (mean length = 110 nucleotides), which assembled into 48 354 contigs (sets of overlapping DNA segments) and 59 943 singletons. blast comparisons confirmed the accuracy of the sequencing and assembly, and indicated the presence of c . 9000 unique genes, along with > 6000 additional microarray‐confirmed unannotated contigs. Average depth of coverage was 6.5‐fold for the longest 4800 contigs (348–2849 bp in length), sufficient for detecting large numbers of single nucleotide polymorphisms. Oligonucleotide microarray probes designed from the assembled sequences showed highly repeatable hybridization intensity and revealed biological differences among individuals. We conclude that 454 sequencing, when performed to provide sufficient coverage depth, allows de novo transcriptome assembly and a fast, cost‐effective, and reliable method for development of functional genomic tools for nonmodel species. This development narrows the gap between approaches based on model organisms with rich genetic resources vs. species that are most tractable for ecological and evolutionary studies.
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“These sequences also produced longer unigenes (mean = 581 bp) than those assembled in previous studies for example, butterfly (197 bp) [60], Eucalyptus grandis (247 bp) [11], coral larval (440 bp) [17], lodegpole pine (500 bp) [10]) and whitefly (clusters: 372 bp; singletons: 265 bp) [27]).”
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Items 501–599 of 599
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“(4) L3(x, z) = − [x7logz7 + 1 − x7 log(1 − z7)] <”
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InfluentialSelf-citationMicrosatellite abundance across the Anthozoa and Hydrozoa in the phylum Cnidaria
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“Sequences were trimmed with PipeMeta [36] and assembled with the GS De Novo Assembler (Roche Diagnostics”
MethodEditorial and retrospective 2008
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“For instance, using a combination of 454 sequencing and microarrays, Vera et al. (2008) obtained sequence, single nucleotide polymorphism and expression data for a large portion of the Glanville fritillary butterfly (Melitaea cinxia) transcriptome.”
MethodLiebers, D., Sternkopf, V., Helbig, A. J., & de Knijff, P. (2010) · Springer eBooks · doi:10.1007/978-3-642-12425-9_17 · Cited by 9
“For both approaches, there are now a growing number of biotechnological solutions, including extremely high-throughput sequencing (Vera et al. 2008), and the identification of conserved genome fragments by simply comparing the growing number of (nearly) completely sequenced whole genomes…”
BackgroundPeterson, B., Sanko, T., Bezuidenhout, C., & van den Berg, J. (2019) · Gene · doi:10.1016/j.gene.2019.05.048 · Cited by 9
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[Studies on the transcriptomes of non-model organisms].
Liu, H., Zheng, L.-M., Liu, Q.-Q., Quan, F.-S., & Zhang, Y. (2013) · Yi chuan = Hereditas · doi:10.3724/sp.j.1005.2013.00955 · Cited by 9
“复杂性。此外, 将 RNA-seq 技术与传统转录组研究 方法联合使用, 可以更有效的研究和分析非模式生 物转录组。例如, Vera等([7])应用第二代测序技术对非 模式生物进行转录组测序, 发现基因或 EST 信息, 随后用定制“基因/EST 芯片”对单个个体的基因表达 情况进行快速鉴定, 这一研究为非模式生物转录组”
BackgroundInfluential“Serpentinomics”—An Emerging New Field of Study
Wright, J., & von Wettberg, E. V. (2009) · doi:10.1656/045.016.0521 · Cited by 9
“This is a rapidly changing field, most recently reviewed in Shendure and Ji (2008) and von Bubnoff (2008), though even these papers are likely to be out of date before ours goes to press.”
Backgrounddi Prisco, G., & Verde, C. (2012) · doi:10.1007/978-3-642-27352-0 · Cited by 9
Identification of Transcription Factor–DNA Interactions In Vivo
Odom, D. T. (2011) · Sub-cellular biochemistry/Subcellular biochemistry · doi:10.1007/978-90-481-9069-0_8 · Cited by 11
“For instance, how large could a market be for microarrays to interrogate butterfly gene expression [43]?”
BackgroundFei, H.-Q., Cui, J., Zhu, S., Xia, Y., Xing, Y., Gao, Y., & Shi, S.-S. (2024) · Insects · doi:10.3390/insects15020126 · Cited by 8
Wang, J., ZhiTong, C., Jin, S., Hu, Z., Huang, Y., & Diao, Y. (2017) · Genes & Genomics · doi:10.1007/s13258-017-0536-5 · Cited by 8
“EST sequencing can provide a valuable collection of cDNA sequences and has been widely used for the discovery of genes and the rapid and cost-efficient development of a large number of SSR markers for non-model organisms (Emrich et al. 2007; Vera et al. 2008; Giordano et al. 2014).”
BackgroundMethodYu, L. Y., Bai, J., Fan, J., Ma, D. M., Quan, Y., & Jiang, P. (2015) · Genetics and Molecular Research · doi:10.4238/2015.december.29.35 · Cited by 6
Zhang, C., Wang, G., Hou, L., Ji, Z., & Wang, J. (2015) · Biotechnology Letters · doi:10.1007/s10529-015-1854-9 · Cited by 11
“High-throughput sequencing, also known as nextgeneration sequencing (NGS), has been widely used to analyze nucleotide sequences in many organisms because of the high throughput, high accuracy and low cost of this technology (Vera et al. 2008; Collins et al. 2008; Li et al. 2010).”
BackgroundSNP discovery and gene annotation in the surf clamMesodesma donacium
Gallardo‐Escárate, C., Valenzuela‐Muñoz, V., Núñez-Acuña, G., & Haye, P. A. (2013) · Aquaculture Research · doi:10.1111/are.12273 · Cited by 6
Zhao, G., Yao, Y., Hou, L., Wang, C., & Cao, X. (2014) · Biotechnology Letters · doi:10.1007/s10529-014-1574-6 · Cited by 9
Looso, M. (2014) · BioEssays · doi:10.1002/bies.201300093 · Cited by 9
“Nevertheless, first attempts of de novo transcriptome assemblies have been conducted for niche models such as the whitefly [41], the butterfly [42], and coral [43].”
BackgroundKorpelainen, H., & Kostamo, K. (2010) · Journal of Biotechnology · doi:10.1016/j.jbiotec.2009.10.006 · Cited by 8
Cao, Y., Tian, Y.-Q., Gao, Y.-M., & Li, J.-S. (2018) · Compost Science & Utilization · doi:10.1080/1065657x.2018.1438933 · Cited by 7
“Equimolar amplicons were combined and submitted to pyrosequencing by using the Roche 454 Titanium platform (Vera et al. 2008) and standard protocols (Engelbrektson et al. 2010).”
MethodDiscovery of clubroot-resistant genes in Brassica napus by transcriptome sequencing.
Chen, S.-W., Liu, T., Gao, Y., Zhang, C., Peng, S., Bai, M., Li, S.-J., Xu, L., Zhou, X.-Y., & Lin, L. (2016) · Genetics and Molecular Research · doi:10.4238/gmr.15038243 · Cited by 7
“Based on these reads, 96,149 unigenes were assembled with an average length of 973 bp, which was larger than the mean unigene lengths found in butterfly (197 bp; Vera et al., 2008), sweet potato (581 bp; Guo et al.”
BackgroundGomez‐Uchida, D., Seeb, L. W., Warheit, K. I., McKinney, G. J., & Seeb, J. E. (2014) · Conservation Genetics Resources · doi:10.1007/s12686-014-0235-3 · Cited by 6
“5 %; Table S1) might be indicative of xenobiotic genes present in fish gonads as found in previous studies (Hale et al. 2009, 2010; Vera et al. 2008).”
InfluentialWei, C., Luo, L., Wu, H., & Lin, T. (2013) · Journal of Asia-Pacific Entomology · doi:10.1016/j.aspen.2013.08.005 · Cited by 6
From Gene Expression to Phenotype in Insects: Non-microarray Approaches for Transcriptome Analysis
Huestis, D. L., & Marshall, J. L. (2009) · BioScience · doi:10.1525/bio.2009.59.5.5 · Cited by 8
“Although this technology was described only four years ago by Margulies and colleagues (2005), more than 70 publications to date have used this technology (Hudson 2008), including several transcriptome studies (Emrich et al. 2007, Toth et al. 2007, Weber et al. 2007, Hudson 2008, Vera et al. 2008).”
BackgroundNew Generation DNA Sequencing (NGS): Mining for Genes and the Potential of Extremophiles
Rekadwad, B. N., & Grau, J. M. G. (2017) · Springer eBooks · doi:10.1007/978-3-319-52666-9_12 · Cited by 6
Bandupriya, H. D. D., & Dunwell, J. M. (2015) · Journal of the National Science Foundation of Sri Lanka · doi:10.4038/jnsfsr.v43i4.7967 · Cited by 6
“…lengths ranging from 418 bp in 12ME library to 522 bp in LEAF library and this is reported to be larger than the unigene lengths assembled using the 454 GS-FLX instrument in some of the previous studies [e.g. 246 bp (Zeng et al., 2010); 197 bp (Vera et al., 2008); 247 bp (Novaes et al., 2008)].”
MethodSuresh, S., Kim, T.-S., Raveendar, S., Cho, J.-H., Yi, J.-Y., Lee, M. C., Lee, S., Baek, H.-J., Cho, G., & Chung, J. (2015) · TURKISH JOURNAL OF AGRICULTURE AND FORESTRY · doi:10.3906/tar-1409-3 · Cited by 6
“Some recent studies indicated that short reads from 454 GS FLX pyrosequencing can be assembled and used effectively to characterize the gene space in various organisms (Barbazuk et al., 2007; Vera et al., 2008; Meyer et al., 2009; Parchman et al., 2010).”
BackgroundDe novo assembly and analysis of crow lungs transcriptome
Vijayakumar, P., Raut, A. A., Kumar, T. V., Sharma, D., & Mishra, A. (2014) · Genome · doi:10.1139/gen-2014-0122 · Cited by 6
“Roche 454 sequencing provide sufficient coverage depth, allows de novo transcriptome assembly, and a fast, cost-effective, and reliable method for development of functional genomics tools for nonmodel species (Vera et al. 2008).”
BackgroundMethodBM-BC: a Bayesian method of base calling for Solexa sequence data
Ji, Y., Mitra, R., Quintana, F., Jara, A., Mueller, P. R., Liu, P., Lu, Y., & Liang, S.-D. (2012) · BMC Bioinformatics · doi:10.1186/1471-2105-13-s13-s6 · Cited by 6
“tein-DNA interactions ([3,4]), transcriptome analysis ([5-7]), and de novo genome assembly [8].”
BackgroundThe genomic and physiological basis of life history variation in a butterfly metapopulation
Klepsatel, P., & Flatt, T. (2011) · Molecular Ecology · doi:10.1111/j.1365-294x.2011.05078.x · Cited by 6
“Based on a de novo transcriptome assembly generated with 454 GS20 sequencing (Vera et al. 2008), the authors designed 45Kfeature Agilent oligonucleotide microarrays and compared gene expression patterns of common-garden reared adult females from 12 old populations with those of nine new populations.”
MethodTranscriptome sequencing reveals signatures of positive selection in the Spot-Tailed Earless Lizard
Maldonado, J. A., Firneno, T. J., Roelke, C. E., Rains, N. D., Mwgiri, J., & Fujita, M. K. (2020) · PLoS ONE · doi:10.1371/journal.pone.0234504 · Cited by 8
Qiao, L., Yu, J., Li, Y., Guo, H., Zhen, Y., Zhang, L., Mi, T., Bao, Z., & Xu, X. (2019) · Journal of Ocean University of China · doi:10.1007/s11802-019-3774-0 · Cited by 5
Transcriptome sequencing reveals high isoform diversity in the ant Formica exsecta
Dhaygude, K., Trontti, K., Paviala, J., Morandin, C., Wheat, C. W., Sundström, L., & Helanterä, H. (2017) · PeerJ · doi:10.7717/peerj.3998 · Cited by 6
“other parameters, like transcripts length or N50 values (Vera et al., 2008; O’Neil & Emrich, 2013).”
InfluentialSelf-citationMannino, M., Rivarola, M. L., Scannapieco, A., Gonzalez, S., Farber, M., Cladera, J., & Lanzavecchia, S. (2016) · BMC Genomics · doi:10.1186/s12864-016-2759-2 · Cited by 5
“5bp) was larger than those assembled in other non-model arthropod species [20, 21, 25].”
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“species interactwith their environment and their response to the current environmental change (Vera et al., 2008).”
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“…R. Malenke, Fax: (801) 581 4668; E-mail: malenke@biology.utah.edu © 2013 John Wiley & Sons Ltd One way around these limitations is to use nextgeneration sequencing data to build a custom gene expression microarray (Garcia-Reyero et al. 2008; Vera et al. 2008; Bellin et al. 2009; Babik et al. 2010).”
Clark, M. S., Tanguy, A., Jollivet, D., Bonhomme, F., Guinand, B., & Viard, F. (2010) · Springer eBooks · doi:10.1007/978-90-481-8639-6_3 · Cited by 6
“mori’s genome has been estimated to have about 18,000 genes, and assuming that this is representative for Lepidoptera, Vera et al. (2008) obtained 9,000 non redundant hits in their study.”
BackgroundMethodChanges in gene expression during female reproductive development in a colour polymorphic insectPreprint
Willink, B., Duryea, M. C., Wheat, C. W., & SVENSSON, E. I. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/714048 · Cited by 3
“The OHR distribution provides a detailed assessment of a transcriptome, indicating how well 1000’s of genes have been assembled.”
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Characterization of a de novo assembled transcriptome of the Common Blackbird (Turdus merula)
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Butterfly Genomics: Insights from the Genome of Melitaea cinxia
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“The transcriptome sequence (Vera et al. 2008) enabled development of a custom microarray, and the genome sequencing (Ahola et al.”
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“These high quality candidate SNPs, identified using strict criteria, can be converted into genetic markers for studies of natural selection, genomic organization, and allele-specific expression [14,32-34].”
BackgroundStatistical Analyses of Next Generation Sequencing Data: An Overview
Mitra, R., Gill, R. S., Datta, S., & Datta, S. (2014) · Springer eBooks · doi:10.1007/978-3-319-07212-8_1 · Cited by 1
SNP Discovery in Non-model Organisms Using 454 Next Generation Sequencing
Wheat, C. W. (2012) · Methods in molecular biology · doi:10.1007/978-1-61779-870-2_3 · Cited by 2
Self-citationWallis, L., & Wallis, G. P. (2010) · Molecular Biology and Evolution · doi:10.1093/molbev/msq208 · Cited by 5
“Without candidate genes, in a nonmodel organism, we employed Roche 454 pyrosequencing technology to search for sequence or expression differences in transcripts that might mediate this change in life history (Vera et al. 2008).”
MethodWang, Y., Liu, X., Dewer, Y., Cai-ge, J., Song, S., & Chen, H. (2025) · Biology · doi:10.3390/biology14101442 · Cited by 2
“Following the release of the Melitaea protomedia Méniétriés transcriptome [22], a large number of insect antennal transcriptomes have been sequenced, leading to the identification of olfactory-related genes.”
InfluentialWang, F.-F., Qin, P., Zhang, M.-K., Xiong, Z., Cuthbertson, A. G. S., Alharbi, S., Fiaz, S., Alfarraj, S., Ansari, M. J., Azeem, F., et al. (2024) · Journal of Crop Health · doi:10.1007/s10343-024-01026-3 · Cited by 3
“Transcriptome sequencing on Melitaea cinxia was performed by Vera et al. (2008), this was the first study to apply high-throughput sequencing technology on an insect.”
Singh, A., Barman, A. S., Sood, N., & Mohindra, V. (2013) · Molecular Biology Reports · doi:10.1007/s11033-013-2816-8 · Cited by 3
Wittkopp, P. J. (2013) · Genetics · doi:10.1534/genetics.112.148171 · Cited by 2
“We used assembly parameters that are similar to those reported in other transcriptome assemblies (e.g., Vera et al. 2008; Renaut et al. 2010), including an estimate of 100· fixed coverage, an estimated transcriptome length of 20 Mb, gap penalty = 25, match size = 19, mismatch penalty = 25, and…”
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PERSPECTIVES Transcriptome sequencing: next generation approach to RNA functional analysis
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“High-throughput sequencing methods have already been used to provide sequence for use in designing transcriptomic arrays (Vera et al. 2008), and this is likely to become a popular avenue in the future.”
MethodOmics in Oxidative Stress Tolerance in Crops
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Elucidation of Terpenoid Biosynthesis in Non-model Plants Utilizing Transcriptomic Data
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“This is a general trend seen in nonmodel plants and not only for terpenoid biosynthesis [43].”
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Plasticité phénotypique et moléculaire de deux clones d'eucalyptus sous contrainte hydrique au champ
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“Figure 4 – Evolution of water reserve was modeled using soil volumetric water content measured with TDR trases installed on P6 for the two genotypes (1-41; 18-50) subjected to the two treatments (NIR; IR).”
MethodWallis, G. P., & Wallis, L. J. (2014) · Springer eBooks · doi:10.1007/978-3-319-07623-2_3 · Cited by 2
Dassanayake, M., Oh, D., Yun, D., Bressan, R. A., Cheeseman, J. M., & Bohnert, J. H. (2011) · Elsevier eBooks · doi:10.1016/b978-0-12-381466-1.00002-x · Cited by 2
Identification and Characterization of Biomineralization-Related Genes
Zhang, R.-Q., Xie, L.-P., & Yan, Z.-G. (2018) · Biomineralization Mechanism of the Pearl Oyster, Pinctada fucata · doi:10.1007/978-981-13-1459-9_2 · Cited by 1
Xu, X., Li, T., Li, Y., Wang, H., & Xu, X. (2015) · International Journal of Control and Automation · doi:10.14257/ijca.2015.8.2.11 · Cited by 1
Next‐Generation Sequencing and Functional Genomic Analysis in Rainbow Trout
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Perspective: from molecular endocrinology of mouse to genomic endocrinology of animals.
Robinson-Rechavi, M. (2008) · Molecular and Cellular Endocrinology · doi:10.1016/j.mce.2008.06.005 · Cited by 1
Applications of Genomic Methods to Studies of Wild Primate Populations
Kelaita, M. A. (2015) · Springer eBooks · doi:10.1007/978-3-662-46306-2_7 · Cited by 14
Updating Genomic Data of Lepidoptera
Pozo, C., Prado, B. R., & Castañeda-Sortibrán, A. (2015) · doi:10.1007/978-3-319-24235-4_3 · Cited by 1
Kim, J. E., Leung, F., Jiang, J.-W., Kwok, A. H. Y., Bennett, D. C., & Cheng, K. M. (2013) · Poultry Science · doi:10.3382/ps.2012-02594 · Cited by 1
“become a relatively rapid and cost-effective method for de novo EST sequencing in non-model avian and fish species (Vera et al., 2008; Salem et al., 2010; Künstner et al., 2010; Jiang et al., 2012).”
MethodMoreira, R., Balseiro, P., Forn‐Cuní, G., Milan, M., Bargelloni, L., Novoa, B., & Figueras, A. J. (2018) · Marine Biology · doi:10.1007/s00227-018-3308-0 · Cited by 29
“…discovery rate (FDR) < 0.01, and a reduction was performed to 251 find the most specific terms with the same FDR. 252 253 254 Genomic research in non-model species has taken advantage of next-generation 256 sequencing methods (NGSs) (Carlsson et al. 2013; Riesgo et al. 2012; Vera et al. 2008).”
BackgroundInfluentialWhat, if anything, is Galaxias vulgaris?
Wallis, G., Wallis, L. J., & Waters, J. (2024) · New Zealand Science Review · doi:10.26686/nzsr.v66.9438
“New technologies are giving us the ability to look at both DNA sequence and gene expression across the entire genome, even in non-model organisms (Vera et al. 2008).”
BackgroundDeshpande, P. K., Dubey, A., & Gothalwal, R. (2023) · World Journal of Biology Pharmacy and Health Sciences · doi:10.30574/wjbphs.2023.14.2.0214
“Previously, combinatorial strategy involving cDNA normalization and FLX-454 deep sequencing platform has been employed in transcriptome characterization studies in Medicago 26 , Coral 27 , Melitaea cinxia (Glanville fritillary butterfly) 28 and many other non-model organisms.”
MethodSahoo, L., Das, S. P., Bit, A., Patnaik, S., Mohanty, M., Das, G., & Das, P. (2021) · Genetica · doi:10.1007/s10709-021-00141-7 · Cited by 6
“…of development, found in all eukaryotic organisms and involved in a wide range of functions such as growth and development, metabolism, circadian rhythm, learning, memory, response to stress and development and differentiation of skeletal muscle and neural tissues etc. (Wagner 2001; Deppmann et al.”
BackgroundIlkka Aulis Hanski. 14 February 1953—10 May 2016
Simberloff, D., & Ovaskainen, O. (2020) · Biographical Memoirs of Fellows of the Royal Society · doi:10.1098/rsbm.2019.0033
Foulon, S. (2019) · theses.fr (ABES) · doi:10.70675/7fffe149z4261z4e0fzb9a4z6c3a50265345
“…ou de variations génétiques, telles que de SNPs (Chen, Zhou, Wang, & Ning, 2016)(Y. Zhao et al., 2019) (Polymorphisme d’un Seul Nucléotide) ou encore pour la construction de novo de transcriptome (VERA et al., 2008), grâce à la capacité de pouvoir séquencer les transcrits sur toute leur longueur.”
BackgroundMarine Genomics: Recent Advancement and Wide-Area Applications
You, X.-X., Bian, C., Fang, X.-D., Sun, Y., Bai, J., Peng, C., Zhang, X.-H., & Shi, Q. (2016) · doi:10.1201/9781315372303-16
Hughes, J., & Longhorn, S. J. (2016) · Cambridge University Press eBooks · doi:10.1017/cbo9781139236355.003
Jo, I.-H., Kim, Y.-C., Seung, H.-L., Kim, J., Kim, S., Hyun, D., Kim, D. H., Kim, K.-H., Kim, H., Chung, J., et al. (2014) · Korean Journal of Medicinal Crop Science · doi:10.7783/kjmcs.2014.22.5.339
“This has great significance for non-model organisms, which are of interest to respective scientific communities, as development of non-model species has lagged relative to model species (Ellegren, 2008; Meyer et al., 2008; Vera et al., 2008).”
BackgroundSundan, S., Kim, T. S., Raveendar, S., Cho, G., Sung, J.-S., Cho, Y., Lee, S., Ma, K., & Chung, J. (2014) · Plant Breeding and Biotechnology · doi:10.9787/pbb.2014.2.3.213
“For the deep and redundant coverage produced over many genes, pyrosequencing of cDNA is ideal for SNP discovery and characterization (Barbazuk et al. 2007; Vera et al. 2008; Meyer et al. 2009).”
BackgroundDiversity and Evolution in tropical rainforest trees : example of Eperua falcata in French Guiana
Brousseau, L. (2013) · theses.fr (ABES) · doi:10.70675/42c2967ez366az47a4z9150z54d710d80d7f
De novo assembly and annotation of the grey reindeer lichen (Cladonia rangiferina) transcriptome
Junttila, S., & Rudd, S. A. (2013) · EMBnet journal · doi:10.14806/ej.19.a.644 · Cited by 1
Omics: Potential Role in Early Phase Drug Development
Grallert, H., Marzi, C., Hauck, S. M., & Gieger, C. (2019) · Springer eBooks · doi:10.1007/978-3-030-11748-1_12
Emerging Concepts and Techniques
Nañez, A., McBride, H. J., Long, T., Steffen, J. M., & Steffen, M. C. (2017) · Elsevier eBooks · doi:10.1016/b978-0-12-801238-3.95618-6
Omics: Potential Role in Early-Phase Drug Development
Grallert, H., Marzi, C., Hauck, S. M., & Gieger, C. (2014) · Springer eBooks · doi:10.1007/978-1-4471-4920-0_8
“For example, Illumina IG [ 104 – 108 ], Applied Biosystems SOLiD [ 109 ], and Roche 454 Life Science [ 111 , 112 ] systems have already been applied for this purpose.”
MethodProteomics of Toxoplasma gondii
Wastling, J. M., & Xia, D. (2013) · Elsevier eBooks · doi:10.1016/b978-0-12-396481-6.00022-2 · Cited by 5
“RNA-Seq can be done on a variety of high-throughput sequencing platforms including Illumina IG [230], Applied Biosystems SOLiD [231] and Roche 454 Life Science systems [232].”
Omics Era in Stem Cell Research: Data Integration of Multi-regulatory Layers
Sevilla, A., Trinité, B., & Lemischka, I. R. (2012) · Springer eBooks · doi:10.1007/978-94-007-4330-4_7 · Cited by 1
“Those include the Illumina IG [8, 9, 11, 12, 16] Applied Biosystems SOLiD [10] and Roche 454 Life Science [17–19].”
MethodPalli, S. R., Bai, H., & Wigginton, J. (2011) · Elsevier eBooks · doi:10.1016/b978-0-12-384747-8.10001-7
Bellin, D., Ferrarini, A., & Delledonne, M. (2011) · Methods in molecular biology · doi:10.1007/978-1-61779-065-2_17
Emerging Concepts and Techniques
Steffen, J. M., & Steffen, M. C. (2010) · Elsevier eBooks · doi:10.1016/b978-0-08-046884-6.00242-6
Metadata
- Authors
- VERA, J. C., WHEAT, C. W., FESCEMYER, H. W., FRILANDER, M. J., CRAWFORD, D. L., HANSKI, I., & MARDEN, J. H.
- Affiliations
- Pennsylvania State University (US)
- University of Helsinki (FI)
- University of Miami (US)
- Corresponding author
- VERA, J. CRISTOBAL
- Venue
- Molecular Ecology
- Publisher
- Wiley
- Published
- 2008-03-25
- Volume
- 17
- Issue
- 7
- Pages
- 1636-1647
- ISSN
- 0962-1083 (ISSN-L)
- 1365-294X
- OpenAlex
- W1985484001
- Cited by
- 714
- References
- 0
- Citations by year
- 2026: 2 · 2025: 2 · 2024: 5 · 2023: 2 · 2022: 3 · 2021: 35 · 2020: 24 · 2019: 13 · 2018: 12 · 2017: 16 · 2016: 17 · 2015: 41 · 2014: 75 · 2013: 81 · 2012: 101
- FWCI
- 38.76
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Molecular Ecology (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Science Foundation
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Life Sciences › Agricultural and Biological Sciences › Insect Science › Lepidoptera: Biology and Taxonomy
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Chromosomal and Genetic Variations
- Keywords
- Melitaea cinxia, transcriptome assembly, de novo assembly, 454 pyrosequencing, non-model organisms, expressed sequence tags, oligonucleotide microarrays, single nucleotide polymorphisms, functional genomics
- MeSH terms
- Animals, Base Sequence, Butterflies, Sequence Alignment, Alternative Splicing, Sequence Analysis, DNA, DNA, Complementary, Expressed Sequence Tags, Oligonucleotide Array Sequence Analysis, Polymorphism, Single Nucleotide, Gene Expression Profiling
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