1
|
Marcionetti A, Bertrand JAM, Cortesi F, Donati GFA, Heim S, Huyghe F, Kochzius M, Pellissier L, Salamin N. Recurrent gene flow events occurred during the diversification of clownfishes of the skunk complex. Mol Ecol 2024; 33:e17347. [PMID: 38624248 DOI: 10.1111/mec.17347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Revised: 03/15/2024] [Accepted: 03/26/2024] [Indexed: 04/17/2024]
Abstract
Clownfish (subfamily Amphiprioninae) are an iconic group of coral reef fish that evolved a mutualistic interaction with sea anemones, which triggered the adaptive radiation of the clade. Within clownfishes, the "skunk complex" is particularly interesting. Besides ecological speciation, interspecific gene flow and hybrid speciation are thought to have shaped the evolution of the group. We investigated the mechanisms characterizing the diversification of this complex. By taking advantage of their disjunct geographical distribution, we obtained whole-genome data of sympatric and allopatric populations of the three main species of the complex (Amphiprion akallopisos, A. perideraion and A. sandaracinos). We examined population structure, genomic divergence and introgression signals and performed demographic modelling to identify the most realistic diversification scenario. We excluded scenarios of strict isolation or hybrid origin of A. sandaracinos. We discovered moderate gene flow from A. perideraion to the ancestor of A. akallopisos + A. sandaracinos and weak gene flow between the species in the Indo-Australian Archipelago throughout the diversification of the group. We identified introgressed regions in A. sandaracinos and detected in A. perideraion two large regions of high divergence from the two other species. While we found that gene flow has occurred throughout the species' diversification, we also observed that recent admixture was less pervasive than initially thought, suggesting a role of host repartition or behavioural barriers in maintaining the genetic identity of the species in sympatry.
Collapse
Affiliation(s)
- Anna Marcionetti
- Department of Computational Biology, Génopode, University of Lausanne, Lausanne, Switzerland
| | - Joris A M Bertrand
- Department of Computational Biology, Génopode, University of Lausanne, Lausanne, Switzerland
- Laboratoire Génome et Développement Des Plantes (UMR 5096 UPVD/CNRS), University of Perpignan via Domitia, Perpignan, France
| | - Fabio Cortesi
- School of the Environment and Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
| | - Giulia F A Donati
- EAWAG Swiss Federal Institute of Aquatic Science & Technology, Dübendorf, Switzerland
- Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland
| | - Sara Heim
- Department of Computational Biology, Génopode, University of Lausanne, Lausanne, Switzerland
| | - Filip Huyghe
- Marine Biology - Ecology, Evolution and Genetics, Vrije Universiteit Brussel (VUB), Pleinlaan 2, Brussels, Belgium
| | - Marc Kochzius
- Marine Biology - Ecology, Evolution and Genetics, Vrije Universiteit Brussel (VUB), Pleinlaan 2, Brussels, Belgium
| | - Loïc Pellissier
- Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland
- Ecosystems and Landscape Evolution, Department of Environmental System Science, Institute of Terrestrial Ecosystems, ETH Zürich, Zurich, Switzerland
| | - Nicolas Salamin
- Department of Computational Biology, Génopode, University of Lausanne, Lausanne, Switzerland
| |
Collapse
|
2
|
Herrera M, Ravasi T, Laudet V. Anemonefishes: A model system for evolutionary genomics. F1000Res 2023; 12:204. [PMID: 37928172 PMCID: PMC10624958 DOI: 10.12688/f1000research.130752.2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/20/2023] [Indexed: 11/07/2023] Open
Abstract
Anemonefishes are an iconic group of coral reef fish particularly known for their mutualistic relationship with sea anemones. This mutualism is especially intriguing as it likely prompted the rapid diversification of anemonefish. Understanding the genomic architecture underlying this process has indeed become one of the holy grails of evolutionary research in these fishes. Recently, anemonefishes have also been used as a model system to study the molecular basis of highly complex traits such as color patterning, social sex change, larval dispersal and life span. Extensive genomic resources including several high-quality reference genomes, a linkage map, and various genetic tools have indeed enabled the identification of genomic features controlling some of these fascinating attributes, but also provided insights into the molecular mechanisms underlying adaptive responses to changing environments. Here, we review the latest findings and new avenues of research that have led to this group of fish being regarded as a model for evolutionary genomics.
Collapse
Affiliation(s)
- Marcela Herrera
- Marine Eco-Evo-Devo Unit, Okinawa Institute of Science and Technology Graduate University, 1919-1 Tancha, Onna-son, Okinawa, 904-0495, Japan
| | - Timothy Ravasi
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, 1919-1 Tancha, Onna-son, Okinawa, 904-0495, Japan
- Australian Research Council Centre of Excellence for Coral Reef Studies, James Cook University, Townsville, Queensland, 4811, Australia
| | - Vincent Laudet
- Marine Eco-Evo-Devo Unit, Okinawa Institute of Science and Technology Graduate University, 1919-1 Tancha, Onna-son, Okinawa, 904-0495, Japan
- Marine Research Station, Institute of Cellular and Organismic Biology (ICOB), Academia Sinica, 23-10, Dah-Uen Rd, Jiau Shi I-Lan 262, Taiwan
| |
Collapse
|
3
|
Marcionetti A, Salamin N. Insights into the Genomics of Clownfish Adaptive Radiation: The Genomic Substrate of the Diversification. Genome Biol Evol 2023; 15:evad088. [PMID: 37226990 PMCID: PMC10349533 DOI: 10.1093/gbe/evad088] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 05/01/2023] [Accepted: 05/17/2023] [Indexed: 05/26/2023] Open
Abstract
Clownfishes are an iconic group of coral reef fishes that evolved a mutualistic interaction with sea anemones, which triggered the rapid diversification of the group. Following the emergence of this mutualism, clownfishes diversified into different ecological niches and developed convergent phenotypes associated with their host use. The genetic basis of the initial acquisition of the mutualism with host anemones has been described, but the genomic architecture underlying clownfish diversification once the mutualism was established and the extent to which clownfish phenotypic convergence originated through shared genetic mechanisms are still unknown. Here, we investigated these questions by performing comparative genomic analyses on the available genomic data of five pairs of closely related but ecologically divergent clownfish species. We found that clownfish diversification was characterized by bursts of transposable elements, an overall accelerated coding evolution, incomplete lineage sorting, and ancestral hybridization events. Additionally, we detected a signature of positive selection in 5.4% of the clownfish genes. Among them, five presented functions associated with social behavior and ecology, and they represent candidate genes involved in the evolution of the size-based hierarchical social structure so particular to clownfishes. Finally, we found genes with patterns of either relaxation or intensification of purifying selection and signals of positive selection linked with clownfish ecological divergence, suggesting some level of parallel evolution during the diversification of the group. Altogether, this work provides the first insights into the genomic substrate of clownfish adaptive radiation and integrates the growing collection of studies investigating the genomic mechanisms governing species diversification.
Collapse
Affiliation(s)
- Anna Marcionetti
- Department of Computational Biology, Genopode, University of Lausanne, 1015 Lausanne, Switzerland
| | - Nicolas Salamin
- Department of Computational Biology, Genopode, University of Lausanne, 1015 Lausanne, Switzerland
| |
Collapse
|
4
|
Moore B, Herrera M, Gairin E, Li C, Miura S, Jolly J, Mercader M, Izumiyama M, Kawai E, Ravasi T, Laudet V, Ryu T. The chromosome-scale genome assembly of the yellowtail clownfish Amphiprion clarkii provides insights into the melanic pigmentation of anemonefish. G3 (BETHESDA, MD.) 2023; 13:6982751. [PMID: 36626199 PMCID: PMC9997566 DOI: 10.1093/g3journal/jkad002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 11/25/2022] [Accepted: 12/12/2022] [Indexed: 01/11/2023]
Abstract
Anemonefish are an emerging group of model organisms for studying genetic, ecological, evolutionary, and developmental traits of coral reef fish. The yellowtail clownfish Amphiprion clarkii possesses species-specific characteristics such as inter-species co-habitation, high intra-species color variation, no anemone specificity, and a broad geographic distribution, that can increase our understanding of anemonefish evolutionary history, behavioral strategies, fish-anemone symbiosis, and color pattern evolution. Despite its position as an emerging model species, the genome of A. clarkii is yet to be published. Using PacBio long-read sequencing and Hi-C chromatin capture technology, we generated a high-quality chromosome-scale genome assembly initially comprised of 1,840 contigs with an N50 of 1,203,211 bp. These contigs were successfully anchored into 24 chromosomes of 843,582,782 bp and annotated with 25,050 protein-coding genes encompassing 97.0% of conserved actinopterygian genes, making the quality and completeness of this genome the highest among all published anemonefish genomes to date. Transcriptomic analysis identified tissue-specific gene expression patterns, with the brain and optic lobe having the largest number of expressed genes. Further analyses revealed higher copy numbers of erbb3b (a gene involved in melanocyte development) in A. clarkii compared with other anemonefish, thus suggesting a possible link between erbb3b and the natural melanism polymorphism observed in A. clarkii. The publication of this high-quality genome, along with A. clarkii's many unique traits, position this species as an ideal model organism for addressing scientific questions across a range of disciplines.
Collapse
Affiliation(s)
- Billy Moore
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan
| | - Marcela Herrera
- Marine Eco-Evo-Devo Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan
| | - Emma Gairin
- Marine Eco-Evo-Devo Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan
| | - Chengze Li
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan
| | - Saori Miura
- Marine Eco-Evo-Devo Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan
| | - Jeffrey Jolly
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan
| | - Manon Mercader
- Marine Eco-Evo-Devo Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan
| | - Michael Izumiyama
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan
| | - Erina Kawai
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan
| | - Timothy Ravasi
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan.,Australian Research Council Centre of Excellence for Coral Reef Studies, James Cook University, Townsville, QLD 4811, Australia
| | - Vincent Laudet
- Marine Eco-Evo-Devo Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan.,Marine Research Station, Institute of Cellular and Organismic Biology, Academia Sinica, I-Lan 262, Taiwan
| | - Taewoo Ryu
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan
| |
Collapse
|
5
|
Ryu T, Herrera M, Moore B, Izumiyama M, Kawai E, Laudet V, Ravasi T. A chromosome-scale genome assembly of the false clownfish, Amphiprion ocellaris. G3 (BETHESDA, MD.) 2022; 12:6555996. [PMID: 35353192 PMCID: PMC9073690 DOI: 10.1093/g3journal/jkac074] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Accepted: 03/24/2022] [Indexed: 04/13/2023]
Abstract
The false clownfish Amphiprion ocellaris is a popular fish species and an emerging model organism for studying the ecology, evolution, adaptation, and developmental biology of reef fishes. Despite this, high-quality genomic resources for this species are scarce, hindering advanced genomic analyses. Leveraging the power of PacBio long-read sequencing and Hi-C chromosome conformation capture techniques, we constructed a high-quality chromosome-scale genome assembly for the clownfish A. ocellaris. The initial genome assembly comprised of 1,551 contigs of 861.42 Mb, with an N50 of 863.85 kb. Hi-C scaffolding of the genome resulted in 24 chromosomes containing 856.61 Mb. The genome was annotated with 26,797 protein-coding genes and had 96.62% completeness of conserved actinopterygian genes, making this genome the most complete and high quality among published anemonefish genomes. Transcriptomic analysis identified tissue-specific gene expression patterns, with the brain and optic lobe having the largest number of expressed genes. Further, comparative genomic analysis revealed 91 genome elements conserved only in A. ocellaris and its sister species Amphiprion percula, and not in other anemonefish species. These elements are close to genes that are involved in various nervous system functions and exhibited distinct expression patterns in brain tissue, potentially highlighting the genetic toolkits involved in lineage-specific divergence and behaviors of the clownfish branch. Overall, our study provides the highest quality A. ocellaris genome assembly and annotation to date, whilst also providing a valuable resource for understanding the ecology and evolution of reef fishes.
Collapse
Affiliation(s)
- Taewoo Ryu
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495 Japan
- Corresponding author: Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, 1919-1 Tancha, Onna-son, Okinawa 904-0495 Japan. ; *Corresponding author: Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, 1919-1 Tancha, Onna-son, Okinawa 904-0495 Japan.
| | - Marcela Herrera
- Marine Eco-Evo-Devo Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495 Japan
| | - Billy Moore
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495 Japan
| | - Michael Izumiyama
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495 Japan
| | - Erina Kawai
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495 Japan
| | - Vincent Laudet
- Marine Eco-Evo-Devo Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495 Japan
- Marine Research Station, Institute of Cellular and Organismic Biology, Academia Sinica, I‐Lan, Taiwan
| | - Timothy Ravasi
- Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495 Japan
- Australian Research Council Centre of Excellence for Coral Reef Studies, James Cook University, Townsville, QLD 4811, Australia
- Corresponding author: Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, 1919-1 Tancha, Onna-son, Okinawa 904-0495 Japan. ; *Corresponding author: Marine Climate Change Unit, Okinawa Institute of Science and Technology Graduate University, 1919-1 Tancha, Onna-son, Okinawa 904-0495 Japan.
| |
Collapse
|
6
|
Mitchell LJ, Cheney KL, Luehrmann M, Marshall NJ, Michie K, Cortesi F. Molecular evolution of ultraviolet visual opsins and spectral tuning of photoreceptors in anemonefishes (Amphiprioninae). Genome Biol Evol 2021; 13:6347585. [PMID: 34375382 PMCID: PMC8511661 DOI: 10.1093/gbe/evab184] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/05/2021] [Indexed: 11/29/2022] Open
Abstract
Many animals including birds, reptiles, insects, and teleost fishes can see ultraviolet (UV) light (shorter than 400 nm), which has functional importance for foraging and communication. For coral reef fishes, shallow reef environments transmit a broad spectrum of light, rich in UV, driving the evolution of diverse spectral sensitivities. However, the identities and sites of the specific visual genes that underly vision in reef fishes remain elusive and are useful in determining how evolution has tuned vision to suit life on the reef. We investigated the visual systems of 11 anemonefish (Amphiprioninae) species, specifically probing for the molecular pathways that facilitate UV-sensitivity. Searching the genomes of anemonefishes, we identified a total of eight functional opsin genes from all five vertebrate visual opsin subfamilies. We found rare instances of teleost UV-sensitive SWS1 opsin gene duplications that produced two functionally coding paralogs (SWS1α and SWS1β) and a pseudogene. We also found separate green sensitive RH2A opsin gene duplicates not yet reported in the family Pomacentridae. Transcriptome analysis revealed false clown anemonefish (Amphiprion ocellaris) expressed one rod opsin (RH1) and six cone opsins (SWS1β, SWS2B, RH2B, RH2A-1, RH2A-2, LWS) in the retina. Fluorescent in situ hybridization highlighted the (co-)expression of SWS1β with SWS2B in single cones, and either RH2B, RH2A, or RH2A together with LWS in different members of double cone photoreceptors (two single cones fused together). Our study provides the first in-depth characterization of visual opsin genes found in anemonefishes and provides a useful basis for the further study of UV-vision in reef fishes.
Collapse
Affiliation(s)
- Laurie J Mitchell
- School of Biological Sciences, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Karen L Cheney
- School of Biological Sciences, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Martin Luehrmann
- Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia
| | - N Justin Marshall
- Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Kyle Michie
- Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia.,King's College, Cambridge, CB2 1ST, UK
| | - Fabio Cortesi
- Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia
| |
Collapse
|
7
|
Clark RD, Aardema ML, Andolfatto P, Barber PH, Hattori A, Hoey JA, Montes HR, Pinsky ML. Genomic signatures of spatially divergent selection at clownfish range margins. Proc Biol Sci 2021; 288:20210407. [PMID: 34102891 PMCID: PMC8187997 DOI: 10.1098/rspb.2021.0407] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Accepted: 05/11/2021] [Indexed: 01/25/2023] Open
Abstract
Understanding how evolutionary forces interact to drive patterns of selection and distribute genetic variation across a species' range is of great interest in ecology and evolution, especially in an era of global change. While theory predicts how and when populations at range margins are likely to undergo local adaptation, empirical evidence testing these models remains sparse. Here, we address this knowledge gap by investigating the relationship between selection, gene flow and genetic drift in the yellowtail clownfish, Amphiprion clarkii, from the core to the northern periphery of the species range. Analyses reveal low genetic diversity at the range edge, gene flow from the core to the edge and genomic signatures of local adaptation at 56 single nucleotide polymorphisms in 25 candidate genes, most of which are significantly correlated with minimum annual sea surface temperature. Several of these candidate genes play a role in functions that are upregulated during cold stress, including protein turnover, metabolism and translation. Our results illustrate how spatially divergent selection spanning the range core to the periphery can occur despite the potential for strong genetic drift at the range edge and moderate gene flow from the core populations.
Collapse
Affiliation(s)
- René D. Clark
- Department of Ecology, Evolution and Natural Resources, Rutgers University, 14 College Farm Road, New Brunswick, NJ 08901, USA
| | - Matthew L. Aardema
- Department of Biology, Montclair State University, 1 Normal Avenue, Montclair, NJ 07043, USA
- Sackler Institute for Comparative Genomics, American Museum of Natural History, 200 Central Park West, New York, NY 10024-5102, USA
| | - Peter Andolfatto
- Department of Biological Sciences, Columbia University, New York, NY 10026, USA
| | - Paul H. Barber
- Department of Ecology and Evolutionary Biology, University of California-Los Angeles, Los Angeles, CA 90095, USA
| | - Akihisa Hattori
- Faculty of Liberal Arts and Education, Shiga University, 2-5-1 Hiratsu, Otsu, Shiga 520-0862, Japan
| | - Jennifer A. Hoey
- Department of Ecology, Evolution and Natural Resources, Rutgers University, 14 College Farm Road, New Brunswick, NJ 08901, USA
- Department of Ecology and Evolutionary Biology, University of California-Santa Cruz, 130 McAllister Way, Santa Cruz, CA 95060, USA
| | | | - Malin L. Pinsky
- Department of Ecology, Evolution and Natural Resources, Rutgers University, 14 College Farm Road, New Brunswick, NJ 08901, USA
| |
Collapse
|
8
|
Roux N, Salis P, Lee SH, Besseau L, Laudet V. Anemonefish, a model for Eco-Evo-Devo. EvoDevo 2020; 11:20. [PMID: 33042514 PMCID: PMC7539381 DOI: 10.1186/s13227-020-00166-7] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2020] [Accepted: 09/18/2020] [Indexed: 12/20/2022] Open
Abstract
Anemonefish, are a group of about 30 species of damselfish (Pomacentridae) that have long aroused the interest of coral reef fish ecologists. Combining a series of original biological traits and practical features in their breeding that are described in this paper, anemonefish are now emerging as an experimental system of interest for developmental biology, ecology and evolutionary sciences. They are small sized and relatively easy to breed in specific husbandries, unlike the large-sized marine fish used for aquaculture. Because they live in highly structured social groups in sea anemones, anemonefish allow addressing a series of relevant scientific questions such as the social control of growth and sex change, the mechanisms controlling symbiosis, the establishment and variation of complex color patterns, and the regulation of aging. Combined with the use of behavioral experiments, that can be performed in the lab or directly in the wild, as well as functional genetics and genomics, anemonefish provide an attractive experimental system for Eco-Evo-Devo.
Collapse
Affiliation(s)
- Natacha Roux
- Sorbonne Université, CNRS, UMR « Biologie Intégrative Des Organismes Marins », BIOM, 1, 66650 Banyuls-sur-Mer, France
| | - Pauline Salis
- Sorbonne Université, CNRS, UMR « Biologie Intégrative Des Organismes Marins », BIOM, 1, 66650 Banyuls-sur-Mer, France
| | - Shu-Hua Lee
- Lab of Marine Eco-Evo-Devo, Marine Research Station, Institute of Cellular and Organismic Biology, Academia Sinica, Taipei, Taiwan
| | - Laurence Besseau
- Sorbonne Université, CNRS, UMR « Biologie Intégrative Des Organismes Marins », BIOM, 1, 66650 Banyuls-sur-Mer, France
| | - Vincent Laudet
- Lab of Marine Eco-Evo-Devo, Marine Research Station, Institute of Cellular and Organismic Biology, Academia Sinica, Taipei, Taiwan.,Marine Eco-Evo-Devo Unit, Okinawa Institute of Science and Technology, 1919-1 Tancha, Onna son, Okinawa, 904-0495 Japan
| |
Collapse
|
9
|
Liang P, Saqib HSA, Ni X, Shen Y. Long-read sequencing and de novo genome assembly of marine medaka (Oryzias melastigma). BMC Genomics 2020; 21:640. [PMID: 32938378 PMCID: PMC7493909 DOI: 10.1186/s12864-020-07042-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2020] [Accepted: 08/31/2020] [Indexed: 01/13/2023] Open
Abstract
BACKGROUND Marine medaka (Oryzias melastigma) is considered as an important ecotoxicological indicator to study the biochemical, physiological and molecular responses of marine organisms towards increasing amount of pollutants in marine and estuarine waters. RESULTS In this study, we reported a high-quality and accurate de novo genome assembly of marine medaka through the integration of single-molecule sequencing, Illumina paired-end sequencing, and 10X Genomics linked-reads. The 844.17 Mb assembly is estimated to cover more than 98% of the genome and is more continuous with fewer gaps and errors than the previous genome assembly. Comparison of O. melastigma with closely related species showed significant expansion of gene families associated with DNA repair and ATP-binding cassette (ABC) transporter pathways. We identified 274 genes that appear to be under significant positive selection and are involved in DNA repair, cellular transportation processes, conservation and stability of the genome. The positive selection of genes and the considerable expansion in gene numbers, especially related to stimulus responses provide strong supports for adaptations of O. melastigma under varying environmental stresses. CONCLUSIONS The highly contiguous marine medaka genome and comparative genomic analyses will increase our understanding of the underlying mechanisms related to its extraordinary adaptation capability, leading towards acceleration in the ongoing and future investigations in marine ecotoxicology.
Collapse
Affiliation(s)
- Pingping Liang
- College of the Environment and Ecology, Xiamen University, Xiamen, 361102, China
| | - Hafiz Sohaib Ahmed Saqib
- State Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Xiaomin Ni
- College of the Environment and Ecology, Xiamen University, Xiamen, 361102, China
- Fudan University, Shanghai, 200240, China
| | - Yingjia Shen
- College of the Environment and Ecology, Xiamen University, Xiamen, 361102, China.
| |
Collapse
|
10
|
Freedman AH, Clamp M, Sackton TB. Error, noise and bias in de novo transcriptome assemblies. Mol Ecol Resour 2020; 21:18-29. [PMID: 32180366 DOI: 10.1111/1755-0998.13156] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2019] [Revised: 01/25/2020] [Accepted: 03/10/2020] [Indexed: 12/21/2022]
Abstract
De novo transcriptome assembly is a powerful tool, and has been widely used over the last decade for making evolutionary inferences. However, it relies on two implicit assumptions: that the assembled transcriptome is an unbiased representation of the underlying expressed transcriptome, and that expression estimates from the assembly are good, if noisy approximations of the relative abundance of expressed transcripts. Using publicly available data for model organisms, we demonstrate that, across assembly algorithms and data sets, these assumptions are consistently violated. Bias exists at the nucleotide level, with genotyping error rates ranging from 30% to 83%. As a result, diversity is underestimated in transcriptome assemblies, with consistent underestimation of heterozygosity in all but the most inbred samples. Even at the gene level, expression estimates show wide deviations from map-to-reference estimates, and positive bias at lower expression levels. Standard filtering of transcriptome assemblies improves the robustness of gene expression estimates but leads to the loss of a meaningful number of protein-coding genes, including many that are highly expressed. We demonstrate a computational method, length-rescaled CPM, to partly alleviate noise and bias in expression estimates. Researchers should consider ways to minimize the impact of bias in transcriptome assemblies.
Collapse
Affiliation(s)
- Adam H Freedman
- Faculty of Arts and Sciences Informatics Group, Harvard University, Cambridge, MA, USA
| | - Michele Clamp
- Faculty of Arts and Sciences Informatics Group, Harvard University, Cambridge, MA, USA
| | - Timothy B Sackton
- Faculty of Arts and Sciences Informatics Group, Harvard University, Cambridge, MA, USA
| |
Collapse
|
11
|
Southey BR, Rodriguez-Zas SL, Rhodes JS, Sweedler JV. Characterization of the prohormone complement in Amphiprion and related fish species integrating genome and transcriptome assemblies. PLoS One 2020; 15:e0228562. [PMID: 32163422 PMCID: PMC7067429 DOI: 10.1371/journal.pone.0228562] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2019] [Accepted: 01/19/2020] [Indexed: 12/31/2022] Open
Abstract
The Amphiprion (anemonefish or clownfish) family of teleost fish, which is not a common model species, exhibits multiple unique characteristics, including social control of body size and protandrous sex change. The social changes in sex and body size are modulated by neuropeptide signaling pathways. These neuropeptides are formed from complex processing from larger prohormone proteins; understanding the neuropeptide complement requires information on complete prohormones sequences. Genome and transcriptome information within and across 22 teleost fish species, including 11 Amphiprion species, were assembled and integrated to achieve the first comprehensive survey of their prohormone genes. This information enabled the identification of 175 prohormone isoforms from 159 prohormone proteins across all species. This included identification of 9 CART prepropeptide genes and the loss of insulin-like 5B and tachykinin precursor 1B genes in Pomacentridae species. Transcriptome assemblies generally detected most prohormone genes but provided fewer prohormone genes than genome assemblies due to the lack of expression of prohormone genes or specific isoforms and tissue sampled. Comparisons between duplicate genes indicated that subfunctionalization, degradation, and neofunctionalization may be occurring between all copies. Characterization of the prohormone complement lays the foundation for future peptidomic investigation of the molecular basis of social physiology and behavior in the teleost fish.
Collapse
Affiliation(s)
- Bruce R. Southey
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America
| | - Sandra L. Rodriguez-Zas
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America
- Neuroscience Program, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America
- Department of Statistics, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America
| | - Justin S. Rhodes
- Neuroscience Program, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America
- Department of Psychology, University of Illinois at Urbana−Champaign, Urbana, Illinois, United States of America
| | - Jonathan V. Sweedler
- Neuroscience Program, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America
- Department of Chemistry, University of Illinois at Urbana−Champaign, Urbana, Illinois, United States of America
| |
Collapse
|
12
|
Ip YCA, Tay YC, Gan SX, Ang HP, Tun K, Chou LM, Huang D, Meier R. From marine park to future genomic observatory? Enhancing marine biodiversity assessments using a biocode approach. Biodivers Data J 2019; 7:e46833. [PMID: 31866739 PMCID: PMC6917626 DOI: 10.3897/bdj.7.e46833] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Accepted: 11/21/2019] [Indexed: 12/27/2022] Open
Abstract
Few tropical marine sites have been thoroughly characterised for their animal species, even though they constitute the largest proportion of multicellular diversity. A number of focused biodiversity sampling programmes have amassed immense collections to address this shortfall, but obstacles remain due to the lack of identification tools and large proportion of undescribed species globally. These problems can be partially addressed with DNA barcodes ("biocodes"), which have the potential to facilitate the estimation of species diversity and identify animals to named species via barcode databases. Here, we present the first results of what is intended to be a sustained, systematic study of the marine fauna of Singapore's first marine park, reporting more than 365 animal species, determined based on DNA barcodes and/or morphology represented by 931 specimens (367 zooplankton, 564 macrofauna including 36 fish). Due to the lack of morphological and molecular identification tools, only a small proportion could be identified to species solely based on either morphology (24.5%) or barcodes (24.6%). Estimation of species numbers for some taxa was difficult because of the lack of sufficiently clear barcoding gaps. The specimens were imaged and added to "Biodiversity of Singapore" (http://singapore.biodiversity.online), which now contains images for > 13,000 species occurring in the country.
Collapse
Affiliation(s)
- Yin Cheong Aden Ip
- Department of Biological Sciences, National University of Singapore, Singapore, SingaporeDepartment of Biological Sciences, National University of SingaporeSingaporeSingapore
| | - Ywee Chieh Tay
- National University of Singapore, Singapore, SingaporeNational University of SingaporeSingaporeSingapore
- Temasek Life Sciences Laboratory, Singapore, SingaporeTemasek Life Sciences LaboratorySingaporeSingapore
| | - Su Xuan Gan
- Department of Biological Sciences, National University of Singapore, Singapore, SingaporeDepartment of Biological Sciences, National University of SingaporeSingaporeSingapore
| | - Hui Ping Ang
- National Parks Board, Singapore, SingaporeNational Parks BoardSingaporeSingapore
| | - Karenne Tun
- National Parks Board, Singapore, SingaporeNational Parks BoardSingaporeSingapore
| | - Loke Ming Chou
- Department of Biological Sciences, National University of Singapore, Singapore, SingaporeDepartment of Biological Sciences, National University of SingaporeSingaporeSingapore
- Tropical Marine Science Institute, National University of Singapore, Singapore, SingaporeTropical Marine Science Institute, National University of SingaporeSingaporeSingapore
| | - Danwei Huang
- Department of Biological Sciences, National University of Singapore, Singapore, SingaporeDepartment of Biological Sciences, National University of SingaporeSingaporeSingapore
- Tropical Marine Science Institute, National University of Singapore, Singapore, SingaporeTropical Marine Science Institute, National University of SingaporeSingaporeSingapore
| | - Rudolf Meier
- Department of Biological Sciences, National University of Singapore, Singapore, SingaporeDepartment of Biological Sciences, National University of SingaporeSingaporeSingapore
- Tropical Marine Science Institute, National University of Singapore, Singapore, SingaporeTropical Marine Science Institute, National University of SingaporeSingaporeSingapore
| |
Collapse
|
13
|
Hotaling S, Kelley JL. The rising tide of high‐quality genomic resources. Mol Ecol Resour 2019; 19:567-569. [DOI: 10.1111/1755-0998.12964] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Accepted: 10/17/2018] [Indexed: 11/29/2022]
Affiliation(s)
- Scott Hotaling
- School of Biological SciencesWashington State University Pullman Washington
| | - Joanna L. Kelley
- School of Biological SciencesWashington State University Pullman Washington
| |
Collapse
|
14
|
Magic Traits in Magic Fish: Understanding Color Pattern Evolution Using Reef Fish. Trends Genet 2019; 35:265-278. [DOI: 10.1016/j.tig.2019.01.006] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2018] [Revised: 01/23/2019] [Accepted: 01/25/2019] [Indexed: 12/24/2022]
|
15
|
Marcionetti A, Rossier V, Roux N, Salis P, Laudet V, Salamin N. Insights into the Genomics of Clownfish Adaptive Radiation: Genetic Basis of the Mutualism with Sea Anemones. Genome Biol Evol 2019; 11:869-882. [PMID: 30830203 PMCID: PMC6430985 DOI: 10.1093/gbe/evz042] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/28/2019] [Indexed: 02/06/2023] Open
Abstract
Clownfishes are an iconic group of coral reef fishes, especially known for their mutualism with sea anemones. This mutualism is particularly interesting as it likely acted as the key innovation that triggered clownfish adaptive radiation. Indeed, after the acquisition of the mutualism, clownfishes diversified into multiple ecological niches linked with host and habitat use. However, despite the importance of this mutualism, the genetic mechanisms allowing clownfishes to interact with sea anemones are still unclear. Here, we used a comparative genomics and molecular evolutionary analyses to investigate the genetic basis of clownfish mutualism with sea anemones. We assembled and annotated the genome of nine clownfish species and one closely related outgroup. Orthologous genes inferred between these species and additional publicly available teleost genomes resulted in almost 16,000 genes that were tested for positively selected substitutions potentially involved in the adaptation of clownfishes to live in sea anemones. We identified 17 genes with a signal of positive selection at the origin of clownfish radiation. Two of them (Versican core protein and Protein O-GlcNAse) show particularly interesting functions associated with N-acetylated sugars, which are known to be involved in sea anemone discharge of toxins. This study provides the first insights into the genetic mechanisms of clownfish mutualism with sea anemones. Indeed, we identified the first candidate genes likely to be associated with clownfish protection form sea anemones, and thus the evolution of their mutualism. Additionally, the genomic resources acquired represent a valuable resource for further investigation of the genomic basis of clownfish adaptive radiation.
Collapse
Affiliation(s)
- Anna Marcionetti
- Department of Computational Biology, Génopode, University of Lausanne, Switzerland
| | - Victor Rossier
- Department of Computational Biology, Génopode, University of Lausanne, Switzerland
| | - Natacha Roux
- Observatoire Océanologique de Banyuls-sur-Mer, UMR CNRS 7232 BIOM, Sorbonne University, Banyuls-sur-Mer, France
| | - Pauline Salis
- Observatoire Océanologique de Banyuls-sur-Mer, UMR CNRS 7232 BIOM, Sorbonne University, Banyuls-sur-Mer, France
| | - Vincent Laudet
- Observatoire Océanologique de Banyuls-sur-Mer, UMR CNRS 7232 BIOM, Sorbonne University, Banyuls-sur-Mer, France
| | - Nicolas Salamin
- Department of Computational Biology, Génopode, University of Lausanne, Switzerland
| |
Collapse
|
16
|
Machado AM, Tørresen OK, Kabeya N, Couto A, Petersen B, Felício M, Campos PF, Fonseca E, Bandarra N, Lopes-Marques M, Ferraz R, Ruivo R, Fonseca MM, Jentoft S, Monroig Ó, da Fonseca RR, C Castro LF. " Out of the Can": A Draft Genome Assembly, Liver Transcriptome, and Nutrigenomics of the European Sardine, Sardina pilchardus. Genes (Basel) 2018; 9:E485. [PMID: 30304855 PMCID: PMC6210256 DOI: 10.3390/genes9100485] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2018] [Revised: 10/01/2018] [Accepted: 10/02/2018] [Indexed: 12/30/2022] Open
Abstract
Clupeiformes, such as sardines and herrings, represent an important share of worldwide fisheries. Among those, the European sardine (Sardina pilchardus, Walbaum 1792) exhibits significant commercial relevance. While the last decade showed a steady and sharp decline in capture levels, recent advances in culture husbandry represent promising research avenues. Yet, the complete absence of genomic resources from sardine imposes a severe bottleneck to understand its physiological and ecological requirements. We generated 69 Gbp of paired-end reads using Illumina HiSeq X Ten and assembled a draft genome assembly with an N50 scaffold length of 25,579 bp and BUSCO completeness of 82.1% (Actinopterygii). The estimated size of the genome ranges between 655 and 850 Mb. Additionally, we generated a relatively high-level liver transcriptome. To deliver a proof of principle of the value of this dataset, we established the presence and function of enzymes (Elovl2, Elovl5, and Fads2) that have pivotal roles in the biosynthesis of long chain polyunsaturated fatty acids, essential nutrients particularly abundant in oily fish such as sardines. Our study provides the first omics dataset from a valuable economic marine teleost species, the European sardine, representing an essential resource for their effective conservation, management, and sustainable exploitation.
Collapse
Affiliation(s)
- André M Machado
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR), University of Porto, 4450-208 Matosinhos, Portugal.
| | - Ole K Tørresen
- Centre for Ecological and Evolutionary Synthesis (CEES), Department of Biosciences, University of Oslo, 0371 Oslo, Norway.
| | - Naoki Kabeya
- Department of Aquatic Bioscience, The University of Tokyo, Tokyo 113-8654, Japan.
| | - Alvarina Couto
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR), University of Porto, 4450-208 Matosinhos, Portugal.
- The Bioinformatics Centre, Department of Biology, University of Copenhagen, DK-2200 Copenhagen, Denmark.
| | - Bent Petersen
- Natural History Museum of Denmark, University of Copenhagen, DK-1350 Copenhagen, Denmark.
- Centre of Excellence for Omics-Driven Computational Biodiscovery, Faculty of Applied Sciences, Asian Institute of Medicine, Science and Technology, Kedah 08000, Malaysia.
| | - Mónica Felício
- Portuguese Institute for the Sea and Atmosphere, (IPMA), 1749-077 Lisbon, Portugal.
| | - Paula F Campos
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR), University of Porto, 4450-208 Matosinhos, Portugal.
- The Bioinformatics Centre, Department of Biology, University of Copenhagen, DK-2200 Copenhagen, Denmark.
| | - Elza Fonseca
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR), University of Porto, 4450-208 Matosinhos, Portugal.
- Department of Biology, Faculty of Sciences, University of Porto, 4099-022 Porto, Portugal.
| | - Narcisa Bandarra
- Portuguese Institute for the Sea and Atmosphere, (IPMA), 1749-077 Lisbon, Portugal.
| | - Mónica Lopes-Marques
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR), University of Porto, 4450-208 Matosinhos, Portugal.
| | - Renato Ferraz
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR), University of Porto, 4450-208 Matosinhos, Portugal.
- Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4099-022 Porto, Portugal.
| | - Raquel Ruivo
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR), University of Porto, 4450-208 Matosinhos, Portugal.
| | - Miguel M Fonseca
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR), University of Porto, 4450-208 Matosinhos, Portugal.
| | - Sissel Jentoft
- Centre for Ecological and Evolutionary Synthesis (CEES), Department of Biosciences, University of Oslo, 0371 Oslo, Norway.
- Centre for Coastal Research, Department of Natural Sciences, University of Agder, 4630 Kristiansand, Norway.
| | - Óscar Monroig
- Instituto de Acuicultura Torre de la Sal, Consejo Superior de Investigaciones Científicas (IATS-CSIC), 12595 Ribera de Cabanes, Spain.
| | - Rute R da Fonseca
- The Bioinformatics Centre, Department of Biology, University of Copenhagen, DK-2200 Copenhagen, Denmark.
- Center for Macroecology, Evolution, and Climate, Natural History Museum of Denmark, University of Copenhagen, DK-2100 Copenhagen, Denmark.
| | - L Filipe C Castro
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR), University of Porto, 4450-208 Matosinhos, Portugal.
- Department of Biology, Faculty of Sciences, University of Porto, 4099-022 Porto, Portugal.
| |
Collapse
|
17
|
Lehmann R, Lightfoot DJ, Schunter C, Michell CT, Ohyanagi H, Mineta K, Foret S, Berumen ML, Miller DJ, Aranda M, Gojobori T, Munday PL, Ravasi T. Finding Nemo's Genes: A chromosome-scale reference assembly of the genome of the orange clownfish Amphiprion percula. Mol Ecol Resour 2018; 19:570-585. [PMID: 30203521 PMCID: PMC7379943 DOI: 10.1111/1755-0998.12939] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2018] [Revised: 07/31/2018] [Accepted: 08/08/2018] [Indexed: 11/29/2022]
Abstract
The iconic orange clownfish, Amphiprion percula, is a model organism for studying the ecology and evolution of reef fishes, including patterns of population connectivity, sex change, social organization, habitat selection and adaptation to climate change. Notably, the orange clownfish is the only reef fish for which a complete larval dispersal kernel has been established and was the first fish species for which it was demonstrated that antipredator responses of reef fishes could be impaired by ocean acidification. Despite its importance, molecular resources for this species remain scarce and until now it lacked a reference genome assembly. Here, we present a de novo chromosome-scale assembly of the genome of the orange clownfish Amphiprion percula. We utilized single-molecule real-time sequencing technology from Pacific Biosciences to produce an initial polished assembly comprised of 1,414 contigs, with a contig N50 length of 1.86 Mb. Using Hi-C-based chromatin contact maps, 98% of the genome assembly were placed into 24 chromosomes, resulting in a final assembly of 908.8 Mb in length with contig and scaffold N50s of 3.12 and 38.4 Mb, respectively. This makes it one of the most contiguous and complete fish genome assemblies currently available. The genome was annotated with 26,597 protein-coding genes and contains 96% of the core set of conserved actinopterygian orthologs. The availability of this reference genome assembly as a community resource will further strengthen the role of the orange clownfish as a model species for research on the ecology and evolution of reef fishes.
Collapse
Affiliation(s)
- Robert Lehmann
- KAUST Environmental Epigenetic Program, Division of Biological and Environmental Sciences and Engineering, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - Damien J Lightfoot
- KAUST Environmental Epigenetic Program, Division of Biological and Environmental Sciences and Engineering, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - Celia Schunter
- KAUST Environmental Epigenetic Program, Division of Biological and Environmental Sciences and Engineering, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - Craig T Michell
- Red Sea Research Center, Division of Biological and Environmental Sciences and Engineering, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - Hajime Ohyanagi
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - Katsuhiko Mineta
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - Sylvain Foret
- ARC Centre of Excellence for Coral Reef Studies, James Cook University, Townsville, Queensland, Australia.,Evolution, Ecology and Genetics, Research School of Biology, Australian National University, Canberra, Australian Capital Territory, Australia
| | - Michael L Berumen
- Red Sea Research Center, Division of Biological and Environmental Sciences and Engineering, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - David J Miller
- ARC Centre of Excellence for Coral Reef Studies, James Cook University, Townsville, Queensland, Australia
| | - Manuel Aranda
- Red Sea Research Center, Division of Biological and Environmental Sciences and Engineering, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - Takashi Gojobori
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - Philip L Munday
- ARC Centre of Excellence for Coral Reef Studies, James Cook University, Townsville, Queensland, Australia
| | - Timothy Ravasi
- KAUST Environmental Epigenetic Program, Division of Biological and Environmental Sciences and Engineering, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| |
Collapse
|