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Baisvar VS, Kushwaha B, Kumar R, Kumar MS, Singh M, Rai A, Sarkar UK. BAC-FISH Based Physical Map of Endangered Catfish Clarias magur for Chromosome Cataloguing and Gene Isolation through Positional Cloning. Int J Mol Sci 2022; 23:ijms232415958. [PMID: 36555603 PMCID: PMC9781557 DOI: 10.3390/ijms232415958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2022] [Revised: 12/01/2022] [Accepted: 12/12/2022] [Indexed: 12/23/2022] Open
Abstract
Construction of a physical chromosome map of a species is important for positional cloning, targeted marker development, fine mapping of genes, selection of candidate genes for molecular breeding, as well as understanding the genome organization. The genomic libraries in the form of bacterial artificial chromosome (BAC) clones are also a very useful resource for physical mapping and identification and isolation of full-length genes and the related cis acting elements. Some BAC-FISH based studies reported in the past were gene based physical chromosome maps of Clarias magur (magur) to understand the genome organization of the species and to establish the relationships with other species in respect to genes' organization and evolution in the past. In the present study, we generated end sequences of the BAC clones and analyzed those end sequences within the scaffolds of the draft genome of magur to identify and map the genes bioinformatically for each clone. A total of 36 clones mostly possessing genes were identified and used in probe construction and their subsequent hybridization on the metaphase chromosomes of magur. This study successfully mapped all 36 specific clones on 16 chromosome pairs, out of 25 pairs of magur chromosomes. These clones are now recognized as chromosome-specific makers, which are an aid in individual chromosome identification and fine assembly of the genome sequence, and will ultimately help in developing anchored genes' map on the chromosomes of C. magur for understanding their organization, inheritance of important fishery traits and evolution of magur with respect to channel catfish, zebrafish and other species.
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Affiliation(s)
- Vishwamitra Singh Baisvar
- ICAR—National Bureau of Fish Genetic Resources, Canal Ring Road, P.O. Dilkusha, Lucknow 226002, India
| | - Basdeo Kushwaha
- ICAR—National Bureau of Fish Genetic Resources, Canal Ring Road, P.O. Dilkusha, Lucknow 226002, India
| | - Ravindra Kumar
- ICAR—National Bureau of Fish Genetic Resources, Canal Ring Road, P.O. Dilkusha, Lucknow 226002, India
- Correspondence:
| | - Murali Sanjeev Kumar
- ICAR—National Bureau of Fish Genetic Resources, Canal Ring Road, P.O. Dilkusha, Lucknow 226002, India
| | - Mahender Singh
- ICAR—National Bureau of Fish Genetic Resources, Canal Ring Road, P.O. Dilkusha, Lucknow 226002, India
| | - Anil Rai
- Division of Agricultural Bioinformatics, ICAR—Indian Agricultural Statistics Research Institute, Library Avenue, New Delhi 110012, India
| | - Uttam Kumar Sarkar
- ICAR—National Bureau of Fish Genetic Resources, Canal Ring Road, P.O. Dilkusha, Lucknow 226002, India
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Gao G, Magadan S, Waldbieser GC, Youngblood RC, Wheeler PA, Scheffler BE, Thorgaard GH, Palti Y. A long reads-based de-novo assembly of the genome of the Arlee homozygous line reveals chromosomal rearrangements in rainbow trout. G3-GENES GENOMES GENETICS 2021; 11:6146524. [PMID: 33616628 DOI: 10.1093/g3journal/jkab052] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Accepted: 02/12/2021] [Indexed: 12/11/2022]
Abstract
Currently, there is still a need to improve the contiguity of the rainbow trout reference genome and to use multiple genetic backgrounds that will represent the genetic diversity of this species. The Arlee doubled haploid line was originated from a domesticated hatchery strain that was originally collected from the northern California coast. The Canu pipeline was used to generate the Arlee line genome de-novo assembly from high coverage PacBio long-reads sequence data. The assembly was further improved with Bionano optical maps and Hi-C proximity ligation sequence data to generate 32 major scaffolds corresponding to the karyotype of the Arlee line (2 N = 64). It is composed of 938 scaffolds with N50 of 39.16 Mb and a total length of 2.33 Gb, of which ∼95% was in 32 chromosome sequences with only 438 gaps between contigs and scaffolds. In rainbow trout the haploid chromosome number can vary from 29 to 32. In the Arlee karyotype the haploid chromosome number is 32 because chromosomes Omy04, 14 and 25 are divided into six acrocentric chromosomes. Additional structural variations that were identified in the Arlee genome included the major inversions on chromosomes Omy05 and Omy20 and additional 15 smaller inversions that will require further validation. This is also the first rainbow trout genome assembly that includes a scaffold with the sex-determination gene (sdY) in the chromosome Y sequence. The utility of this genome assembly is shown through the improved annotation of the duplicated genome loci that harbor the IGH genes on chromosomes Omy12 and Omy13.
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Affiliation(s)
- Guangtu Gao
- USDA-ARS National Center for Cool and Cold Water Aquaculture, Kearneysville, WV 25430, USA
| | - Susana Magadan
- Centro de Investigaciones Biomédicas, Universidade de Vigo, Campus Universitario Lagoas Marcosende, 36310 Vigo, España
| | | | - Ramey C Youngblood
- Institute for Genomics, Biocomputing and Biotechnology, Mississippi State University, Starkville, MS 39762, USA
| | - Paul A Wheeler
- School of Biological Sciences and Center for Reproductive Biology, Washington State University, Pullman, WA 99164-4236, USA
| | - Brian E Scheffler
- USDA-ARS Genomics and Bioinformatics Research Unit, Stoneville, MS 38776, USA
| | - Gary H Thorgaard
- School of Biological Sciences and Center for Reproductive Biology, Washington State University, Pullman, WA 99164-4236, USA
| | - Yniv Palti
- USDA-ARS National Center for Cool and Cold Water Aquaculture, Kearneysville, WV 25430, USA
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Improved protocols for BAC insert DNA isolation, BAC end sequencing and FISH for construction of BAC based physical map of genes on the chromosomes. Mol Biol Rep 2020; 47:2405-2413. [PMID: 32020430 DOI: 10.1007/s11033-020-05283-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2019] [Accepted: 01/27/2020] [Indexed: 10/25/2022]
Abstract
Bacterial artificial chromosome (BAC) library is an important genomic resource useful in targeted marker development, positional cloning, physical mapping and a substrate for genome sequencing for better understanding the genome organization of a species. The present manuscript elucidates the improvement in protocols for economical and efficient BAC insert DNA isolation, BAC end sequencing and FISH for physical localization on the metaphase chromosome complements. BAC clones of Clarias magur, maintained in 384-well plate format in our laboratory, were used in this study. The protocols gave consistent and efficient results. We use routinely these protocols for BAC insert DNA extraction, generating end sequence data of the clone and constructing DNA probes to hybridize on the metaphase spreads of C. magur using FISH for physical their localization.
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Ma KY, Yu SH, Du YX, Feng SQ, Qiu LJ, Ke DY, Luo MZ, Qiu GF. Construction of a Genomic Bacterial Artificial Chromosome (BAC) Library for the Prawn Macrobrachium rosenbergii and Initial Analysis of ZW Chromosome-Derived BAC Inserts. MARINE BIOTECHNOLOGY (NEW YORK, N.Y.) 2019; 21:206-216. [PMID: 30632018 DOI: 10.1007/s10126-018-09873-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2018] [Accepted: 12/27/2018] [Indexed: 06/09/2023]
Abstract
Knowledge on sex determination has proven valuable for commercial production of the prawn Macrobrachium rosenbergii due to sex dimorphism of the male and female individuals. Previous studies indicated that prawn sex is determined by a ZW-ZZ chromosomal system, but no genomic information is available for the sex chromosome. Herein, we constructed a genomic bacterial artificial chromosome (BAC) library and identified the ZW-derived BAC clones for initial analysis of the sex chromosomal DNA sequence. The arrayed BAC library contains 200,448 clones with average insert size of 115.4 kb, corresponding to ∼ 4× coverage of the estimated 5.38 Gb genome. Based on a short female-specific marker, a Z- and a W-fragment were retrieved with the genomic walking method. Screening the BAC library using a ZW-specific marker as probe resulted in 12 positive clones. From these, a Z-derived (P331M17) and a W-derived (P122G2) BAC clones were randomly selected and sequenced by PacBio method. We report the construction of a large insert, deep-coverage, and high-quality BAC library for M. rosenbergii that provides a useful resource for positional cloning of target genes, genomic organization, and comparative genomics analysis. Our study not only confirmed the ZW/ZZ system but also discovered sex-linked genes on ZW chromosomes for the first time, contributing to a comprehensive understanding of the genomic structure of sex chromosomes in M. rosenbergii.
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Affiliation(s)
- Ke-Yi Ma
- Key Laboratory of Freshwater Aquatic Genetic Resources, Ministry of Agriculture, National Demonstration Center for Experimental Fisheries Science Education, Shanghai Engineering Research Center of Aquaculture, Shanghai Ocean University, 201306, Shanghai, People's Republic of China
| | - Shu-Hui Yu
- Key Laboratory of Freshwater Aquatic Genetic Resources, Ministry of Agriculture, National Demonstration Center for Experimental Fisheries Science Education, Shanghai Engineering Research Center of Aquaculture, Shanghai Ocean University, 201306, Shanghai, People's Republic of China
| | - Yu-Xin Du
- Key Laboratory of Freshwater Aquatic Genetic Resources, Ministry of Agriculture, National Demonstration Center for Experimental Fisheries Science Education, Shanghai Engineering Research Center of Aquaculture, Shanghai Ocean University, 201306, Shanghai, People's Republic of China
| | - Shi-Qing Feng
- Key Laboratory of Freshwater Aquatic Genetic Resources, Ministry of Agriculture, National Demonstration Center for Experimental Fisheries Science Education, Shanghai Engineering Research Center of Aquaculture, Shanghai Ocean University, 201306, Shanghai, People's Republic of China
| | - Liang-Jie Qiu
- College of Life Science and Technology, Huazhong Agricultural University, 430070, Wuhan, People's Republic of China
| | - Dai-Yi Ke
- Key Laboratory of Freshwater Aquatic Genetic Resources, Ministry of Agriculture, National Demonstration Center for Experimental Fisheries Science Education, Shanghai Engineering Research Center of Aquaculture, Shanghai Ocean University, 201306, Shanghai, People's Republic of China
| | - Mei-Zhong Luo
- College of Life Science and Technology, Huazhong Agricultural University, 430070, Wuhan, People's Republic of China
| | - Gao-Feng Qiu
- Key Laboratory of Freshwater Aquatic Genetic Resources, Ministry of Agriculture, National Demonstration Center for Experimental Fisheries Science Education, Shanghai Engineering Research Center of Aquaculture, Shanghai Ocean University, 201306, Shanghai, People's Republic of China.
- College of Fisheries and Life Science, Shanghai Ocean University, 999 Hucheng Huan Road, Pudong New Area, 201306, Shanghai, People's Republic of China.
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Zhang HY, Zhao ZX, Xu J, Xu P, Bai QL, Yang SY, Jiang LK, Chen BH. Population genetic analysis of aquaculture salmonid populations in China using a 57K rainbow trout SNP array. PLoS One 2018; 13:e0202582. [PMID: 30118517 PMCID: PMC6097679 DOI: 10.1371/journal.pone.0202582] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2018] [Accepted: 08/05/2018] [Indexed: 12/21/2022] Open
Abstract
Various salmonid species are cultivated in cold water aquaculture. However, due to limited genomic data resources, specific high-throughput genotyping tools are not available to many of the salmonid species. In this study, a 57K single nucleotide polymorphism (SNP) array for rainbow trout (Oncorhynchus mykiss) was utilized to detect polymorphisms in seven salmonid species, including Hucho taimen, Oncorhynchus masou, Salvelinus fontinalis, Brachymystax lenok, Salvelinus leucomaenis, O. kisutch, and O. mykiss. The number of polymorphic markers per population ranged from 3,844 (O. kisutch) to 53,734 (O. mykiss), indicating that the rainbow trout SNP array was applicable as a universal genotyping tool for other salmonid species. Among the six other salmonid populations from four genera, 28,882 SNPs were shared, whereas 525 SNPs were polymorphic in all four genera. The genetic diversity and population relationships of the seven salmonid species were studied by principal component analysis (PCA). The phylogenetic relationships among populations were analyzed using the maximum likelihood method, which indicated that the shared SNP markers provide reliable genomic information for population genetic analyses in common aquaculture salmonid fishes. Furthermore, this obtained genomic information may be applicable for population genetic evaluation, marker-assisted breeding, and propagative parent selection in fry production.
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Affiliation(s)
- Han-Yuan Zhang
- Key Laboratory of Aquatic Genomics, Ministry of Agriculture, Beijing Key Laboratory of Fishery Biotechnology, Chinese Academy of Fishery Sciences, Beijing, China
| | - Zi-Xia Zhao
- Key Laboratory of Aquatic Genomics, Ministry of Agriculture, Beijing Key Laboratory of Fishery Biotechnology, Chinese Academy of Fishery Sciences, Beijing, China
- * E-mail: (ZXZ); (PX)
| | - Jian Xu
- Key Laboratory of Aquatic Genomics, Ministry of Agriculture, Beijing Key Laboratory of Fishery Biotechnology, Chinese Academy of Fishery Sciences, Beijing, China
| | - Peng Xu
- Key Laboratory of Aquatic Genomics, Ministry of Agriculture, Beijing Key Laboratory of Fishery Biotechnology, Chinese Academy of Fishery Sciences, Beijing, China
- Fujian Collaborative Innovation Center for Exploitation and Utilization of Marine Biological Resources, College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
- * E-mail: (ZXZ); (PX)
| | - Qing-Li Bai
- Heilongjiang River Fisheries Research Institute, Chinese Academy of Fishery Sciences, Harbin, China
| | - Shi-Yong Yang
- College of Animal Science and Technology, Sichuan Agricultural University, Yaan, China
| | - Li-Kun Jiang
- Key Laboratory of Aquatic Genomics, Ministry of Agriculture, Beijing Key Laboratory of Fishery Biotechnology, Chinese Academy of Fishery Sciences, Beijing, China
| | - Bao-Hua Chen
- Key Laboratory of Aquatic Genomics, Ministry of Agriculture, Beijing Key Laboratory of Fishery Biotechnology, Chinese Academy of Fishery Sciences, Beijing, China
- Fujian Collaborative Innovation Center for Exploitation and Utilization of Marine Biological Resources, College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
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Xiao S, Li J, Ma F, Fang L, Xu S, Chen W, Wang ZY. Rapid construction of genome map for large yellow croaker (Larimichthys crocea) by the whole-genome mapping in BioNano Genomics Irys system. BMC Genomics 2015; 16:670. [PMID: 26336087 PMCID: PMC4559010 DOI: 10.1186/s12864-015-1871-z] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2015] [Accepted: 08/21/2015] [Indexed: 12/21/2022] Open
Abstract
Background Large yellow croaker (Larimichthys crocea) is an important commercial fish in China and East-Asia. The annual product of the species from the aqua-farming industry is about 90 thousand tons. In spite of its economic importance, genetic studies of economic traits and genomic selections of the species are hindered by the lack of genomic resources. Specifically, a whole-genome physical map of large yellow croaker is still missing. The traditional BAC-based fingerprint method is extremely time- and labour-consuming. Here we report the first genome map construction using the high-throughput whole-genome mapping technique by nanochannel arrays in BioNano Genomics Irys system. Results For an optimal marker density of ~10 per 100 kb, the nicking endonuclease Nt.BspQ1 was chosen for the genome map generation. 645,305 DNA molecules with a total length of ~112 Gb were labelled and detected, covering more than 160X of the large yellow croaker genome. Employing IrysView package and signature patterns in raw DNA molecules, a whole-genome map of large yellow croaker was assembled into 686 maps with a total length of 727 Mb, which was consistent with the estimated genome size. The N50 length of the whole-genome map, including 126 maps, was up to 1.7 Mb. The excellent hybrid alignment with large yellow croaker draft genome validated the consensus genome map assembly and highlighted a promising application of whole-genome mapping on draft genome sequence super-scaffolding. The genome map data of large yellow croaker are accessible on lycgenomics.jmu.edu.cn/pm. Conclusion Using the state-of-the-art whole-genome mapping technique in Irys system, the first whole-genome map for large yellow croaker has been constructed and thus highly facilitates the ongoing genomic and evolutionary studies for the species. To our knowledge, this is the first public report on genome map construction by the whole-genome mapping for aquatic-organisms. Our study demonstrates a promising application of the whole-genome mapping on genome maps construction for other non-model organisms in a fast and reliable manner. Electronic supplementary material The online version of this article (doi:10.1186/s12864-015-1871-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Shijun Xiao
- Key Laboratory of Healthy Mariculture in the East China Sea, Ministry of Agriculture; Fisheries College, Jimei University, Yindou Road, Xiamen, P.R. China
| | - Jiongtang Li
- Chinese Academy of Fishery Sciences, Yongding Road, Beijing, P.R. China
| | | | - Lujing Fang
- Key Laboratory of Healthy Mariculture in the East China Sea, Ministry of Agriculture; Fisheries College, Jimei University, Yindou Road, Xiamen, P.R. China
| | - Shuangbin Xu
- Key Laboratory of Healthy Mariculture in the East China Sea, Ministry of Agriculture; Fisheries College, Jimei University, Yindou Road, Xiamen, P.R. China
| | - Wei Chen
- Key Laboratory of Healthy Mariculture in the East China Sea, Ministry of Agriculture; Fisheries College, Jimei University, Yindou Road, Xiamen, P.R. China
| | - Zhi Yong Wang
- Key Laboratory of Healthy Mariculture in the East China Sea, Ministry of Agriculture; Fisheries College, Jimei University, Yindou Road, Xiamen, P.R. China.
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Salem M, Paneru B, Al-Tobasei R, Abdouni F, Thorgaard GH, Rexroad CE, Yao J. Transcriptome assembly, gene annotation and tissue gene expression atlas of the rainbow trout. PLoS One 2015; 10:e0121778. [PMID: 25793877 PMCID: PMC4368115 DOI: 10.1371/journal.pone.0121778] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2014] [Accepted: 02/04/2015] [Indexed: 11/25/2022] Open
Abstract
Efforts to obtain a comprehensive genome sequence for rainbow trout are ongoing and will be complemented by transcriptome information that will enhance genome assembly and annotation. Previously, transcriptome reference sequences were reported using data from different sources. Although the previous work added a great wealth of sequences, a complete and well-annotated transcriptome is still needed. In addition, gene expression in different tissues was not completely addressed in the previous studies. In this study, non-normalized cDNA libraries were sequenced from 13 different tissues of a single doubled haploid rainbow trout from the same source used for the rainbow trout genome sequence. A total of ~1.167 billion paired-end reads were de novo assembled using the Trinity RNA-Seq assembler yielding 474,524 contigs > 500 base-pairs. Of them, 287,593 had homologies to the NCBI non-redundant protein database. The longest contig of each cluster was selected as a reference, yielding 44,990 representative contigs. A total of 4,146 contigs (9.2%), including 710 full-length sequences, did not match any mRNA sequences in the current rainbow trout genome reference. Mapping reads to the reference genome identified an additional 11,843 transcripts not annotated in the genome. A digital gene expression atlas revealed 7,678 housekeeping and 4,021 tissue-specific genes. Expression of about 16,000–32,000 genes (35–71% of the identified genes) accounted for basic and specialized functions of each tissue. White muscle and stomach had the least complex transcriptomes, with high percentages of their total mRNA contributed by a small number of genes. Brain, testis and intestine, in contrast, had complex transcriptomes, with a large numbers of genes involved in their expression patterns. This study provides comprehensive de novo transcriptome information that is suitable for functional and comparative genomics studies in rainbow trout, including annotation of the genome.
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Affiliation(s)
- Mohamed Salem
- Department of Biology, Middle Tennessee State University, Murfreesboro, Tennessee, 37132, United States of America
- * E-mail:
| | - Bam Paneru
- Department of Biology, Middle Tennessee State University, Murfreesboro, Tennessee, 37132, United States of America
| | - Rafet Al-Tobasei
- Department of Biology, Middle Tennessee State University, Murfreesboro, Tennessee, 37132, United States of America
| | - Fatima Abdouni
- Department of Biology, Middle Tennessee State University, Murfreesboro, Tennessee, 37132, United States of America
| | - Gary H. Thorgaard
- School of Biological Sciences and Center for Reproductive Biology, Washington State University, Pullman, Washington 99164, United States of America
| | - Caird E. Rexroad
- The National Center for Cool and Cold Water Aquaculture, USDA Agricultural Research Service, Leetown, West Virginia 25430, United States of America
| | - Jianbo Yao
- Division of Animal and Nutritional Sciences, West Virginia University, Morgantown, West Virginia, 26506, United States of America
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The rainbow trout genome provides novel insights into evolution after whole-genome duplication in vertebrates. Nat Commun 2014; 5:3657. [PMID: 24755649 PMCID: PMC4071752 DOI: 10.1038/ncomms4657] [Citation(s) in RCA: 598] [Impact Index Per Article: 59.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2014] [Accepted: 03/14/2014] [Indexed: 02/07/2023] Open
Abstract
Vertebrate evolution has been shaped by several rounds of whole-genome duplications (WGDs) that are often suggested to be associated with adaptive radiations and evolutionary innovations. Due to an additional round of WGD, the rainbow trout genome offers a unique opportunity to investigate the early evolutionary fate of a duplicated vertebrate genome. Here we show that after 100 million years of evolution the two ancestral subgenomes have remained extremely collinear, despite the loss of half of the duplicated protein-coding genes, mostly through pseudogenization. In striking contrast is the fate of miRNA genes that have almost all been retained as duplicated copies. The slow and stepwise rediploidization process characterized here challenges the current hypothesis that WGD is followed by massive and rapid genomic reorganizations and gene deletions. Although whole-genome duplications (WGDs) are rare events, they have an important role in shaping vertebrate evolution. Here, the authors sequence the rainbow trout genome and show that rediploidization after WGD occurs in a slow and stepwise manner.
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Fuji K, Koyama T, Kai W, Kubota S, Yoshida K, Ozaki A, Aoki JY, Kawabata Y, Araki K, Tsuzaki T, Okamoto N, Sakamoto T. Construction of a high-coverage bacterial artificial chromosome library and comprehensive genetic linkage map of yellowtail Seriola quinqueradiata. BMC Res Notes 2014; 7:200. [PMID: 24684753 PMCID: PMC4230249 DOI: 10.1186/1756-0500-7-200] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2013] [Accepted: 02/26/2014] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Japanese amberjack/yellowtail (Seriola quinqueradiata) is a commonly cultured marine fish in Japan. For cost effective fish production, a breeding program that increases commercially important traits is one of the major solutions. In selective breeding, information of genetic markers is useful and sufficient to identify individuals carrying advantageous traits but if the aim is to determine the genetic basis of the trait, large insert genomic DNA libraries are essential. In this study, toward prospective understanding of genetic basis of several economically important traits, we constructed a high-coverage bacterial artificial chromosome (BAC) library, obtained sequences from the BAC-end, and constructed comprehensive female and male linkage maps of yellowtail using Simple Sequence Repeat (SSR) markers developed from the BAC-end sequences and a yellowtail genomic library. RESULTS The total insert length of the BAC library we constructed here was estimated to be approximately 11 Gb and hence 16-times larger than the yellowtail genome. Sequencing of the BAC-ends showed a low fraction of repetitive sequences comparable to that in Tetraodon and fugu. A total of 837 SSR markers developed here were distributed among 24 linkage groups spanning 1,026.70 and 1,057.83 cM with an average interval of 4.96 and 4.32 cM in female and male map respectively without any segregation distortion. Oxford grids suggested conserved synteny between yellowtail and stickleback. CONCLUSIONS In addition to characteristics of yellowtail genome such as low repetitive sequences and conserved synteny with stickleback, our genomic and genetic resources constructed and revealed here will be powerful tools for the yellowtail breeding program and also for studies regarding the genetic basis of traits.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | - Takashi Sakamoto
- Faculty of Marine Science, Tokyo University of Marine Science and Technology, 4-5-7, Konan, Minato-ku, Tokyo 108-8477, Japan.
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Palti Y, Gao G, Miller MR, Vallejo RL, Wheeler PA, Quillet E, Yao J, Thorgaard GH, Salem M, Rexroad CE. A resource of single-nucleotide polymorphisms for rainbow trout generated by restriction-site associated DNA sequencing of doubled haploids. Mol Ecol Resour 2013; 14:588-96. [DOI: 10.1111/1755-0998.12204] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2013] [Revised: 11/12/2013] [Accepted: 11/13/2013] [Indexed: 11/29/2022]
Affiliation(s)
- Yniv Palti
- National Center for Cool and Cold Water Aquaculture; ARS-USDA; 11861 Leetown Road Kearneysville WV 25430 USA
| | - Guangtu Gao
- National Center for Cool and Cold Water Aquaculture; ARS-USDA; 11861 Leetown Road Kearneysville WV 25430 USA
| | - Michael R. Miller
- Institute of Molecular Biology; University of Oregon; Eugene OR 97403-1229 USA
- Department of Animal Science; University of California; Davis CA 95616 USA
| | - Roger L. Vallejo
- National Center for Cool and Cold Water Aquaculture; ARS-USDA; 11861 Leetown Road Kearneysville WV 25430 USA
| | - Paul A. Wheeler
- School of Biological Sciences and Center for Reproductive Biology; Washington State University; Pullman WA 99164-4236 USA
| | - Edwige Quillet
- INRA; UMR 1313 GABI; Génétique Animale et Biologie Intégrative; Jouy-en-Josas 78350 France
| | - Jianbo Yao
- Division of Animal and Nutritional Sciences; West Virginia University; Morgantown WV 26506 USA
| | - Gary H. Thorgaard
- School of Biological Sciences and Center for Reproductive Biology; Washington State University; Pullman WA 99164-4236 USA
| | - Mohamed Salem
- Division of Animal and Nutritional Sciences; West Virginia University; Morgantown WV 26506 USA
- Department of Biology; Middle Tennessee State University; Murfreesboro TN 37132 USA
| | - Caird E. Rexroad
- National Center for Cool and Cold Water Aquaculture; ARS-USDA; 11861 Leetown Road Kearneysville WV 25430 USA
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Jiang Y, Gao X, Liu S, Zhang Y, Liu H, Sun F, Bao L, Waldbieser G, Liu Z. Whole genome comparative analysis of channel catfish (Ictalurus punctatus) with four model fish species. BMC Genomics 2013; 14:780. [PMID: 24215161 PMCID: PMC3840565 DOI: 10.1186/1471-2164-14-780] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2013] [Accepted: 10/28/2013] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Comparative mapping is a powerful tool to study evolution of genomes. It allows transfer of genome information from the well-studied model species to non-model species. Catfish is an economically important aquaculture species in United States. A large amount of genome resources have been developed from catfish including genetic linkage maps, physical maps, BAC end sequences (BES), integrated linkage and physical maps using BES-derived markers, physical map contig-specific sequences, and draft genome sequences. Application of such genome resources should allow comparative analysis at the genome scale with several other model fish species. RESULTS In this study, we conducted whole genome comparative analysis between channel catfish and four model fish species with fully sequenced genomes, zebrafish, medaka, stickleback and Tetraodon. A total of 517 Mb draft genome sequences of catfish were anchored to its genetic linkage map, which accounted for 62% of the total draft genome sequences. Based on the location of homologous genes, homologous chromosomes were determined among catfish and the four model fish species. A large number of conserved syntenic blocks were identified. Analysis of the syntenic relationships between catfish and the four model fishes supported that the catfish genome is most similar to the genome of zebrafish. CONCLUSION The organization of the catfish genome is similar to that of the four teleost species, zebrafish, medaka, stickleback, and Tetraodon such that homologous chromosomes can be identified. Within each chromosome, extended syntenic blocks were evident, but the conserved syntenies at the chromosome level involve extensive inter-chromosomal and intra-chromosomal rearrangements. This whole genome comparative map should facilitate the whole genome assembly and annotation in catfish, and will be useful for genomic studies of various other fish species.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Zhanjiang Liu
- The Fish Molecular Genetics and Biotechnology Laboratory, Department of Fisheries and Allied Aquacultures, Program of Cell and Molecular Biosciences, Aquatic Genomics Unit, 203 Swingle Hall, Auburn University, Auburn, AL 36849, USA.
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12
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Zhang Y, Liu S, Lu J, Jiang Y, Gao X, Ninwichian P, Li C, Waldbieser G, Liu Z. Comparative genomic analysis of catfish linkage group 8 reveals two homologous chromosomes in zebrafish and other teleosts with extensive inter-chromosomal rearrangements. BMC Genomics 2013; 14:387. [PMID: 23758806 PMCID: PMC3691659 DOI: 10.1186/1471-2164-14-387] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2012] [Accepted: 05/24/2013] [Indexed: 12/02/2022] Open
Abstract
Background Comparative genomics is a powerful tool to transfer genomic information from model species to related non-model species. Channel catfish (Ictalurus punctatus) is the primary aquaculture species in the United States. Its existing genome resources such as genomic sequences generated from next generation sequencing, BAC end sequences (BES), physical maps, linkage maps, and integrated linkage and physical maps using BES-associated markers provide a platform for comparative genomic analysis between catfish and other model teleost fish species. This study aimed to gain understanding of genome organizations and similarities among catfish and several sequenced teleost genomes using linkage group 8 (LG8) as a pilot study. Results With existing genome resources, 287 unique genes were identified in LG8. Comparative genome analysis indicated that most of these 287 genes on catfish LG8 are located on two homologous chromosomes of zebrafish, medaka, stickleback, and three chromosomes of green-spotted pufferfish. Large numbers of conserved syntenies were identified. Detailed analysis of the conserved syntenies in relation to chromosome level similarities revealed extensive inter-chromosomal and intra-chromosomal rearrangements during evolution. Of the 287 genes, 35 genes were found to be duplicated in the catfish genome, with the vast majority of the duplications being interchromosomal. Conclusions Comparative genome analysis is a powerful tool even in the absence of a well-assembled whole genome sequence. In spite of sequence stacking due to low resolution of the linkage and physical maps, conserved syntenies can be identified although the exact gene order and orientation are unknown at present. Through chromosome-level comparative analysis, homologous chromosomes among teleosts can be identified. Syntenic analysis should facilitate annotation of the catfish genome, which in turn, should facilitate functional inference of genes based on their orthology.
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Affiliation(s)
- Yu Zhang
- Department of Fisheries and Allied Aquacultures and Program of Cell and Molecular Biosciences, Aquatic Genomics Unit, The Fish Molecular Genetics and Biotechnology Laboratory, Auburn University, Auburn, AL 36849, USA
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13
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De Vos S, Bossier P, Van Stappen G, Vercauteren I, Sorgeloos P, Vuylsteke M. A first AFLP-based genetic linkage map for brine shrimp Artemia franciscana and its application in mapping the sex locus. PLoS One 2013; 8:e57585. [PMID: 23469207 PMCID: PMC3587612 DOI: 10.1371/journal.pone.0057585] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2012] [Accepted: 01/22/2013] [Indexed: 12/26/2022] Open
Abstract
We report on the construction of sex-specific linkage maps, the identification of sex-linked markers and the genome size estimation for the brine shrimp Artemia franciscana. Overall, from the analysis of 433 AFLP markers segregating in a 112 full-sib family we identified 21 male and 22 female linkage groups (2n = 42), covering 1,041 and 1,313 cM respectively. Fifteen putatively homologous linkage groups, including the sex linkage groups, were identified between the female and male linkage map. Eight sex-linked AFLP marker alleles were inherited from the female parent, supporting the hypothesis of a WZ-ZZ sex-determining system. The haploid Artemia genome size was estimated to 0.93 Gb by flow cytometry. The produced Artemia linkage maps provide the basis for further fine mapping and exploring of the sex-determining region and are a possible marker resource for mapping genomic loci underlying phenotypic differences among Artemia species.
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Affiliation(s)
- Stephanie De Vos
- Laboratory of Aquaculture, Artemia Reference Center (ARC), Department of Animal Production, Ghent University, Gent, Belgium
- Department of Plant Systems Biology, VIB, Gent, Belgium
- Department of Biotechnology and Bioinformatics, Ghent University, Gent, Belgium
| | - Peter Bossier
- Laboratory of Aquaculture, Artemia Reference Center (ARC), Department of Animal Production, Ghent University, Gent, Belgium
| | - Gilbert Van Stappen
- Laboratory of Aquaculture, Artemia Reference Center (ARC), Department of Animal Production, Ghent University, Gent, Belgium
| | - Ilse Vercauteren
- Department of Plant Systems Biology, VIB, Gent, Belgium
- Department of Biotechnology and Bioinformatics, Ghent University, Gent, Belgium
| | - Patrick Sorgeloos
- Laboratory of Aquaculture, Artemia Reference Center (ARC), Department of Animal Production, Ghent University, Gent, Belgium
| | - Marnik Vuylsteke
- Department of Plant Systems Biology, VIB, Gent, Belgium
- Department of Biotechnology and Bioinformatics, Ghent University, Gent, Belgium
- * E-mail:
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14
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Minegishi Y, Henkel CV, Dirks RP, van den Thillart GEEJM. Genomics in eels--towards aquaculture and biology. MARINE BIOTECHNOLOGY (NEW YORK, N.Y.) 2012; 14:583-590. [PMID: 22527267 PMCID: PMC3419832 DOI: 10.1007/s10126-012-9444-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/09/2011] [Accepted: 03/23/2012] [Indexed: 05/31/2023]
Abstract
Freshwater eels (genus Anguilla), especially the species inhabiting the temperate areas such as the European, American and Japanese eels, are important aquaculture species. Although artificial reproduction has been attempted since the 1930s and large numbers of studies have been conducted, it has not yet fully succeeded. Problems in eel artificial breeding are highly diverse, for instance, lack of basic information about reproduction in nature, no appropriate food for larvae, high mortality, and high individual variation in adults in response to maturation induction. Over the last decade, genomic data have been obtained for a variety of aquatic organisms. Recent technological advances in sequencing and computation now enable the accumulation of genomic information even for non-model species. The draft genome of the European eel Anguilla anguilla has been recently determined using Illumina technology and transcriptomic data based on next generation sequencing have been emerging. Extensive genomic information will facilitate many aspects of the artificial reproduction of eels. Here, we review the progress in genome-wide studies of eels, including additional analysis of the European eel genome data, and discuss future directions and implications of genomic data for aquaculture.
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Affiliation(s)
- Yuki Minegishi
- Institute of Biology-Leiden, Leiden University, Leiden, The Netherlands.
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15
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Boussaha M, Guyomard R, Cabau C, Esquerré D, Quillet E. Development and characterisation of an expressed sequence tags (EST)-derived single nucleotide polymorphisms (SNPs) resource in rainbow trout. BMC Genomics 2012; 13:238. [PMID: 22694767 PMCID: PMC3536561 DOI: 10.1186/1471-2164-13-238] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2012] [Accepted: 06/13/2012] [Indexed: 12/29/2022] Open
Abstract
Background There is considerable interest in developing high-throughput genotyping with single nucleotide polymorphisms (SNPs) for the identification of genes affecting important ecological or economical traits. SNPs are evenly distributed throughout the genome and are likely to be functionally relevant. In rainbow trout, in silico screening of EST databases represents an attractive approach for de novo SNP identification. Nevertheless, EST sequencing errors and assembly of EST paralogous sequences can lead to the identification of false positive SNPs which renders the reliability of EST-derived SNPs relatively low. Further validation of EST-derived SNPs is therefore required. The objective of this work was to assess the quality of and to validate a large number of rainbow trout EST-derived SNPs. Results A panel of 1,152 EST-derived SNPs was selected from the INRA Sigenae SNP database and was genotyped in standard and double haploid individuals from several populations using the Illumina GoldenGate BeadXpress assay. High-quality genotyping data were obtained for 958 SNPs representing a genotyping success rate of 83.2 %, out of which, 350 SNPs (36.5 %) were polymorphic in at least one population and were designated as true SNPs. They also proved to be a potential tool to investigate genetic diversity of the species, as the set of SNP successfully sorted individuals into three main groups using STRUCTURE software. Functional annotations revealed 28 non-synonymous SNPs, out of which four substitutions were predicted to affect protein functions. A subset of 223 true SNPs were polymorphic in the two INRA mapping reference families and were integrated into the INRA microsatellite-based linkage map. Conclusions Our results represent the first study of EST-derived SNPs validation in rainbow trout, a species whose genome sequences is not yet available. We designed several specific filters in order to improve the genotyping yield. Nevertheless, our selection criteria should be further improved in order to reduce the observed high rate of false positive SNPs which results from the occurrence of whole genome duplications.
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Affiliation(s)
- Mekki Boussaha
- INRA, UMR 1313 Génétique Animale et Biologie Intégrative, 78350, Jouy-en-Josas, France.
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16
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Palti Y, Genet C, Gao G, Hu Y, You FM, Boussaha M, Rexroad CE, Luo MC. A second generation integrated map of the rainbow trout (Oncorhynchus mykiss) genome: analysis of conserved synteny with model fish genomes. MARINE BIOTECHNOLOGY (NEW YORK, N.Y.) 2012; 14:343-357. [PMID: 22101344 DOI: 10.1007/s10126-011-9418-z] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2011] [Accepted: 10/18/2011] [Indexed: 05/31/2023]
Abstract
DNA fingerprints and end sequences from bacterial artificial chromosomes (BACs) from two new libraries were generated to improve the first generation integrated physical and genetic map of the rainbow trout (Oncorhynchus mykiss) genome. The current version of the physical map is composed of 167,989 clones of which 158,670 are assembled into contigs and 9,319 are singletons. The number of contigs was reduced from 4,173 to 3,220. End sequencing of clones from the new libraries generated a total of 11,958 high quality sequence reads. The end sequences were used to develop 238 new microsatellites of which 42 were added to the genetic map. Conserved synteny between the rainbow trout genome and model fish genomes was analyzed using 188,443 BAC end sequence (BES) reads. The fractions of BES reads with significant BLASTN hits against the zebrafish, medaka, and stickleback genomes were 8.8%, 9.7%, and 10.5%, respectively, while the fractions of significant BLASTX hits against the zebrafish, medaka, and stickleback protein databases were 6.2%, 5.8%, and 5.5%, respectively. The overall number of unique regions of conserved synteny identified through grouping of the rainbow trout BES into fingerprinting contigs was 2,259, 2,229, and 2,203 for stickleback, medaka, and zebrafish, respectively. These numbers are approximately three to five times greater than those we have previously identified using BAC paired ends. Clustering of the conserved synteny analysis results by linkage groups as derived from the integrated physical and genetic map revealed that despite the low sequence homology, large blocks of macrosynteny are conserved between chromosome arms of rainbow trout and the model fish species.
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Affiliation(s)
- Yniv Palti
- National Center for Cool and Cold Water Aquaculture, ARS-USDA, 11861 Leetown Road, Kearneysville, WV 25430, USA.
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17
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Guyomard R, Boussaha M, Krieg F, Hervet C, Quillet E. A synthetic rainbow trout linkage map provides new insights into the salmonid whole genome duplication and the conservation of synteny among teleosts. BMC Genet 2012; 13:15. [PMID: 22424132 PMCID: PMC3368724 DOI: 10.1186/1471-2156-13-15] [Citation(s) in RCA: 68] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2011] [Accepted: 03/16/2012] [Indexed: 11/19/2022] Open
Abstract
Background Rainbow trout is an economically important fish and a suitable experimental organism in many fields of biology including genome evolution, owing to the occurrence of a salmonid specific whole-genome duplication (4th WGD). Rainbow trout is among some of the most studied teleosts and has benefited from substantial efforts to develop genomic resources (e.g., linkage maps. Here, we first generated a synthetic map by merging segregation data files derived from three independent linkage maps. Then, we used it to evaluate genome conservation between rainbow trout and three teleost models, medaka, stickleback and zebrafish and to further investigate the extent of the 4th WGD in trout genome. Results The INRA linkage map was updated by adding 211 new markers. After standardization of marker names, consistency of marker assignment to linkage groups and marker orders was checked across the three different data sets and only loci showing consistent location over all or almost all of the data sets were kept. This resulted in a synthetic map consisting of 2226 markers and 29 linkage groups spanning over 3600 cM. Blastn searches against medaka, stickleback, and zebrafish genomic databases resulted in 778, 824 and 730 significant hits respectively while blastx searches yielded 505, 513 and 510 significant hits. Homology search results revealed that, for most rainbow trout chromosomes, large syntenic regions encompassing nearly whole chromosome arms have been conserved between rainbow trout and its closest models, medaka and stickleback. Large conserved syntenies were also found between the genomes of rainbow trout and the reconstructed teleost ancestor. These syntenies consolidated the known homeologous affinities between rainbow trout chromosomes due to the 4th WGD and suggested new ones. Conclusions The synthetic map constructed herein further highlights the stability of the teleost genome over long evolutionary time scales. This map can be easily extended by incorporating new data sets and should help future rainbow trout whole genome sequence assembly. Finally, the persistence of large conserved syntenies across teleosts should facilitate the identification of candidate genes through comparative mapping, even if the occurrence of intra-chromosomal micro-rearrangement may hinder the accurate prediction their genomic location.
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Affiliation(s)
- René Guyomard
- INRA, UMR1313, Animal Genetics and Integrative Biology, Domaine de Vilvert, 78350 Jouy-en-Josas, France.
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Sánchez CC, Weber GM, Gao G, Cleveland BM, Yao J, Rexroad CE. Generation of a reference transcriptome for evaluating rainbow trout responses to various stressors. BMC Genomics 2011; 12:626. [PMID: 22188770 PMCID: PMC3305546 DOI: 10.1186/1471-2164-12-626] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2011] [Accepted: 12/21/2011] [Indexed: 01/13/2023] Open
Abstract
Background Fish under intensive culture conditions are exposed to a variety of acute and chronic stressors, including high rearing densities, sub-optimal water quality, and severe thermal fluctuations. Such stressors are inherent in aquaculture production and can induce physiological responses with adverse effects on traits important to producers and consumers, including those associated with growth, nutrition, reproduction, immune response, and fillet quality. Understanding and monitoring the biological mechanisms underlying stress responses will facilitate alleviating their negative effects through selective breeding and changes in management practices, resulting in improved animal welfare and production efficiency. Results Physiological responses to five treatments associated with stress were characterized by measuring plasma lysozyme activity, glucose, lactate, chloride, and cortisol concentrations, in addition to stress-associated transcripts by quantitative PCR. Results indicate that the fish had significant stressor-specific changes in their physiological conditions. Sequencing of a pooled normalized transcriptome library created from gill, brain, liver, spleen, kidney and muscle RNA of control and stressed fish produced 3,160,306 expressed sequence tags which were assembled and annotated. SNP discovery resulted in identification of ~58,000 putative single nucleotide polymorphisms including 24,479 which were predicted to fall within exons. Of these, 4907 were predicted to occupy the first position of a codon and 4110 the second, increasing the probability to impact amino acid sequence variation and potentially gene function. Conclusion We have generated and characterized a reference transcriptome for rainbow trout that represents multiple tissues responding to multiple stressors common to aquaculture production environments. This resource compliments existing public transcriptome data and will facilitate approaches aiming to evaluate gene expression associated with stress in this species.
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Affiliation(s)
- Cecilia C Sánchez
- Shepherd University, Institute of Environmental and Physical Sciences, Robert C. Byrd Science and Technology Center, Shepherdstown, WV 25443, USA
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Miller MR, Brunelli JP, Wheeler PA, Liu S, Rexroad CE, Palti Y, Doe CQ, Thorgaard GH. A conserved haplotype controls parallel adaptation in geographically distant salmonid populations. Mol Ecol 2011; 21:237-49. [PMID: 21988725 PMCID: PMC3664428 DOI: 10.1111/j.1365-294x.2011.05305.x] [Citation(s) in RCA: 185] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Salmonid fishes exhibit extensive local adaptations owing to abundant environmental variation and precise natal homing. This extensive local adaptation makes conservation and restoration of salmonids a challenge. For example, defining unambiguous units of conservation is difficult, and restoration attempts often fail owing to inadequate adaptive matching of translocated populations. A better understanding of the genetic architecture of local adaptation in salmonids could provide valuable information to assist in conserving and restoring natural populations of these important species. Here, we use a combination of laboratory crosses and next-generation sequencing to investigate the genetic architecture of the parallel adaptation of rapid development rate in two geographically and genetically distant populations of rainbow trout (Oncorhynchus mykiss). Strikingly, we find that not only is a parallel genetic mechanism used but that a conserved haplotype is responsible for this intriguing adaptation. The repeated use of adaptive genetic variation across distant geographical areas could be a general theme in salmonids and have important implications for conservation and restoration.
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Affiliation(s)
- Michael R Miller
- Institute of Molecular Biology and Howard Hughes Medical Institute, University of Oregon, Eugene, OR 97403, USA.
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