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EXAMPLES:

gene XLOC_000007
f7
RNA TCONS_00000019
bioproject PRJEB12982



  •   bowfin
    (Amia calva)
  •   eurasian perch
    (Perca fluviatilis)
  •   grass carp
    (Ctenopharyngodon idella)
  •   mexican tetra
    (Astyanax mexicanus)
  •   rainbow trout
    (Oncorhynchus mykiss)
  •   striped catfish
    (Pangasianodon hypophthalmus)
  •   tiger barb
    (Puntius tetrazona)
  •   zebrafish
    (Danio rerio)
  • simplified version

  •   bowfin
    (Amia calva)
  •   eurasian perch
    (Perca fluviatilis)
  •   grass carp
    (Ctenopharyngodon idella)
  •   mexican tetra
    (Astyanax mexicanus)
  •   rainbow trout
    (Oncorhynchus mykiss)
  •   striped catfish
    (Pangasianodon hypophthalmus)
  •   tiger barb
    (Puntius tetrazona)
  •   zebrafish
    (Danio rerio)
  • simplified version

Bioproject


  • Please select the sample of bioproject for visualization of expression.
  • Click on the node of the fold tree to expand the information about the bioproject and sample.
  • Check the sample checkbox for sample selection.
  • baseline
    • PRJNA450919:
          The Eurasian perch (Perca fluviatitis) is the most common fish of the Percidae family widely distributed across Eurasia. Perch is a popular target for professional and recreational fisheries and promising freshwater aquaculture species in Europe. However, despite of its high ecological, economical and societal importance, the available genomic resources for P. fluviatilis are lagging behind. Here, we report de novo assembly and annotation of the whole genome sequence of perch which is expected to facilitate exploitation of genomic information for ecological and evolutionary research, selective breeding programs, sustainable fisheries management and conservation.
      • key word
        • baseline;Perca fluviatilis;whole genome sequencing;de novo assembly;10X Genomics Chromium linked-read;fish;CD-HIT;EFFICIENT;GENERATION;POPULATIONS;DIVERGENCE;PROTEIN;SIZE
      • publication
        • Ozerov, M. Y. , et al. "Highly Continuous Genome Assembly of Eurasian Perch (Perca fluviatilis) Using Linked-Read Sequencing." G3-Genes Genomes Genetics (2018).
      • abstract
        • The Eurasian perch (Perca fluviatilis) is the most common fish of the Percidae family and is widely distributed across Eurasia. Perch is a popular target for professional and recreational fisheries, and a promising freshwater aquaculture species in Europe. However, despite its high ecological, economical and societal importance, the available genomic resources for P. fluviatilis are rather limited. In this work, we report de novo assembly and annotation of the whole genome sequence of perch. The linked-read based technology with 10X Genomics Chromium chemistry and Supernova assembler produced a draft perch genome approximate to 1.0 Gbp assembly (scaffold N-50 = 6.3 Mb; the longest individual scaffold of 29.3 Mb; BUSCO completeness of 88.0%), which included 281.6 Mb of putative repeated sequences. The perch genome assembly presented here, generated from small amount of starting material (0.75 ng) and a single linked-read library, is highly continuous and considerably more complete than the currently available draft of P. fluviatilisgenome. A total of 23,397 protein-coding genes were predicted, 23,171 (99%) of which were annotated functionally from either sequence homology or protein signature searches. Linked-read technology enables fast, accurate and cost-effective de novo assembly of large non-model eukaryote genomes. The highly continuous assembly of the Eurasian perch genome presented in this study will be an invaluable resource for a range of genetic, ecological, physiological, ecotoxicological, functional and comparative genomic studies in perch and other fish species of the Percidae family.
      • sample list
        • sample id sample name tissue strain treatment description
          SRR7091762 Loosalu_174 eye nan untreatment RNA-Seq of Perca fluviatilis: adult female eyeball
    • PRJNA256973:
          Transcriptome analysis of 11 perch tissues
      • key word
        • baseline;Gene duplication;Teleosts;Holostean;Gene expression;Gar;Salmonids;Assembly;Stra8;Mcam;SPOTTED GAR;DIVERSIFICATION;RESOLUTION;PHYLOGENY;STRA8;CD146;TIME
      • publication
        • Pasquier, J. , et al. "Gene evolution and gene expression after whole genome duplication in fish: the PhyloFish database. " Bmc Genomics 17.1(2016):368.
      • abstract
        • With more than 30,000 species, ray-finned fish represent approximately half of vertebrates. The evolution of ray-finned fish was impacted by several whole genome duplication (WGD) events including a teleost-specific WGD event (TGD) that occurred at the root of the teleost lineage about 350 million years ago (Mya) and more recent WGD events in salmonids, carps, suckers and others. In plants and animals, WGD events are associated with adaptive radiations and evolutionary innovations. WGD-spurred innovation may be especially relevant in the case of teleost fish, which colonized a wide diversity of habitats on earth, including many extreme environments. Fish biodiversity, the use of fish models for human medicine and ecological studies, and theimportance of fish in human nutrition, fuel an important need for the characterization of gene expression repertoires and corresponding evolutionary histories of ray-finned fish genes. To this aim, we performed transcriptome analyses and developed the PhyloFish database to provide (i) de novo assembled gene repertoires in 23 different ray-finned fish species including two holosteans (i.e. a group that diverged from teleosts before TGD) and 21 teleosts (including six salmonids), and (ii) gene expression levels in ten different tissues and organs (and embryos for many) in the same species. This resource was generated using a common deep RNA sequencing protocol to obtain the most exhaustive gene repertoire possible in each species that allows between-species comparisons to study the evolution of gene expression in different lineages. The PhyloFish database described here can be accessed and searched using RNAbrowse, a simple and efficient solution to give access to RNA-seq de novo assembled transcripts.
      • sample list
        • sample id sample name tissue strain treatment description
          SRR1533685 M_Pf_1 ovary nan untreatment Perch ovary
          SRR1533686 M_Pf_2 brain nan untreatment Perch brain
          SRR1533687 M_Pf_3 gills nan untreatment Perch gills
          SRR1533688 M_Pf_4 heart nan untreatment Perch heart
          SRR1533689 M_Pf_5 muscle nan untreatment Perch muscle
          SRR1533690 M_Pf_6 liver nan untreatment Perch liver
          SRR1533691 M_Pf_7 head kidney nan untreatment Perch kidney
          SRR1533692 M_Pf_8 bones nan untreatment Perch bones
          SRR1533693 M_Pf_9 intestine nan untreatment Perch intestine
          SRR1533694 M_Pf_10 testis nan untreatment Perch testis
          SRR1533695 M_Pf_11 embryos nan untreatment Perch embryo
  • biomarker
    • PRJNA529638:
          Perch (Perca fluviatilis) has been used in biological effect monitoring in a programme for integrated coastal fish monitoring at the reference site Kvädöfjärden along the Swedish east coast, which is a site characterized by no or minor local anthropogenic influences. Using a set of physiological and biochemical endpoints (i.e., biomarkers), clear time trends for “early warning” signs of impaired health are noted in the perch from this site, possibly as a result of increased baseline pollution.
      • key word
        • biomarker;transcriptomics;biomonitoring;ecotoxicology;biomarkers;perch;brominated chemicals
      • publication
        • Frlin, Lars , et al. "mRNA Expression and Biomarker Responses in Perch at a Biomonitoring Site in the Baltic Sea – Possible Influence of Natural Brominated ChemicalsTable_1.DOCXTable_2.docxTable_3.docx." Frontiers in Marine Science 6(2019).
      • abstract
        • Perch (Perca fluviatilis) has been used in biological effect monitoring in a program for integrated coastal fish monitoring at the reference site Kvadofjarden along the Swedish east coast, which is a site characterized by no or minor local anthropogenic influences. Using a set of physiological and biochemical endpoints (i.e., biomarkers), clear time trends for "early warning" signs of impaired health were noted in the perch from this site, possibly as a result of increased baseline pollution. The data sets also showed relatively large variations among years. To identify additional temporal variation in biological parameters, global mRNA expression studies using RNA sequencing was performed. Perch collected in 2010 and 2014 were selected, as they showed variations in several biomarkers, such as the activity of the detoxification enzyme CYP1A (EROD), the plasma levels of vitellogenin, markers for oxidative stress, white blood cells count and gonad sizes. The RNA sequencing study identified approximately 4800 genes with a significantly difference in mRNA expression levels. A gene ontology enrichment analysis showed that these differentially expressed genes were involved in biological processes such as complement activation, iron ion homeostasis and cholesterol biosynthetic process. In addition, differences in immune system parameters and responses to the exposure of toxic substances have now been verified in two different biological levels (mRNA and protein) in perch collected in 2010 and 2014. Markedly higher mRNA expression of the membrane transporter (MATE) and the detoxification enzyme COMT, together with higher concentrations of bioactive naturally produced brominated compounds, such as brominated indoles and carbazoles, seem to indicate that the perch collected in 2014 had been exposed to macro- and microalga blooming to a higher degree than did perch from 2010. These results and the differential mRNA expression between the 2 years in genes related to immune and oxidative stress parameters suggest that attention must be given to algae blooming when elucidating the well-being of the perch at Kvadofjarden and other Baltic coastal sites.
      • sample list
        • sample id sample name tissue strain treatment description
          SRR8798617 Kv2014_P426 liver nan untreatment RNA-seq for perch (Perca fluviatilis) 2014
          SRR8798618 Kv2014_P422 liver nan untreatment RNA-seq for perch (Perca fluviatilis) 2014
          SRR8798619 Kv2010_904 liver nan untreatment RNA-seq for perch (Perca fluviatilis) 2010
          SRR8798620 Kv2010_901 liver nan untreatment RNA-seq for perch (Perca fluviatilis) 2010
          SRR8798621 Kv2010_913 liver nan untreatment RNA-seq for perch (Perca fluviatilis) 2010
          SRR8798622 Kv2010_910 liver nan untreatment RNA-seq for perch (Perca fluviatilis) 2010
          SRR8798623 Kv2014_P408 liver nan untreatment RNA-seq for perch (Perca fluviatilis) 2014
          SRR8798624 Kv2010_918 liver nan untreatment RNA-seq for perch (Perca fluviatilis) 2010
          SRR8798625 Kv2014_P414 liver nan untreatment RNA-seq for perch (Perca fluviatilis) 2014
          SRR8798626 Kv2014_P411 liver nan untreatment RNA-seq for perch (Perca fluviatilis) 2014
  • domestication
    • PRJNA351886:
          Comparative transcriptome between wild and domesticated Eurasian perch
      • key word
        • baseline;RNA-SEQ DATA;WILD;GROWTH;ADAPTATION;ANNOTATION;ALIGNMENT;GENETICS;GENOMICS;ANIMALS;BIOLOGY
      • publication
        • Chen, X. , et al. "Domestication drive the changes of immune and digestive system of Eurasian perch (Perca fluviatilis)." PLoS ONE 12.3(2017):e0172903.
      • abstract
        • Domestication has altered a variety of traits within the Eurasian perch (Perca fluviatilis), including phenotypic, physiological and behavioral traits of Eurasian perch (Perca fluviatilis). Little is known, however, about the genetic changes between domesticated and wild Eurasian perch. In this study, we assembled a high-quality de novo reference transcriptome and identified differentially expressed genes between wild and domesticated Eurasian perch. A total of 113,709 transcripts were assembled, and 58,380 transcripts were annotated. Transcriptomic comparison revealed 630 differentially expressed genes between domesticated and wild Eurasian perch. Within domesticated Eurasian perch there were 412 genes that were up-regulated including MHCI, MHCII, chia, ighm within immune system development. There were 218 genes including try1, ctrl, ctrb, cela3b, cpa1 and cpb1, which were down-regulated that were associated with digestive processes. Our results indicated domestication drives the changes of immune and digestive system of Eurasian perch. Our study not only provide valuable genetic resources for further studies in Eurasian perch, but also provide novel insights into the genetic basis of physiological changes in Eurasian perch during domestication process.
      • sample list
        • sample id sample name tissue strain treatment description
          SRR4787434 Eurasian perch fresh brain, heart, gill, liver, muscle, kidney, and pancreas nan domesticate Two groups (wild and domesticated) of fish were collected within the Xin Jiang Province of China. Two biological replicates were collected for wild and domesticated groups. Following anaesthetization (in tricaine methanesulfonate (MS222) at a concentration of 1:18000), each individual was weighed, and then fresh brain, heart, gill, liver, muscle, kidney, and pancreas tissues were quickly collected and immediately stored in liquid nitrogen for RNA isolation. After RNA extraction, RNA from each tissue type were diluted to equal concentrations and then pooled together for each fish individual for RNA-Seq sequencing.
  • environmental adaptation
    • PRJNA504352:
          Environmental Adaptation of Temperature and Body Shape
      • key word
        • environmental adaptation;HEAT-SHOCK PROTEINS;COLD-SHOCK;ADAPTIVE EVOLUTION;FK506-BINDING PROTEIN;ENVIRONMENTAL-STRESS;ENERGY-METABOLISM;GLYCINE UPTAKE;FISH GROWTH;E3 LIGASE;RNA-SEQ
      • publication
        • Xie, P. , et al. "Comparative transcriptome analysis reveals potential evolutionary differences in adaptation of temperature and body shape among four Percidae species." PLoS ONE 14.5(2019):e0215933.
      • abstract
        • Considering the divergent temperature habitats and morphological traits of four Percidae species: yellow perch (Perca flavescens), Eurasian perch (Perca fluviatilis), pike perch (Sander lucioperca), and ruffe (Gymnocephalus cernua), we stepped into the transcriptome level to discover genes and mechanisms that drive adaptation to different temperature environments and evolution in body shape. Based on 93,566 to 181,246 annotated unigenes of the four species, we identified 1,117 one-to-one orthologous genes and subsequently constructed the phylogenetic trees that are consistent with previous studies. Together with the tree, the ratios of nonsynonymous to synonymous substitutions presented decreased evolutionary rates from the D. rerio branch to the sub-branch clustered by P. flavescens and P. fluviatilis. The specific 93 fast-evolving genes and 57 positively selected genes in P. flavescens, compared with 22 shared fast-evolving genes among P. fluviatilis, G. cernua, and S. lucioperca, showed an intrinsic foundation that ensure its adaptation to the warmer Great Lakes and farther south, especially in functional terms like "Cul4-RING E3 ubiquitin ligase complex." Meanwhile, the specific 78 fast-evolving genes and 41 positively selected genes in S. lucioperca drew a clear picture of how it evolved to a large and elongated body with camera-type eyes and muscle strength so that it could occupy the highest position in the food web. Overall, our results uncover genetic basis that support evolutionary adaptation of temperature and body shape in four Percid species, and could furthermore assist studies on environmental adaptation in fishes.
      • sample list
        • sample id sample name tissue strain treatment description
          SRR8168424 Pfl brain,liver,heart,fin,gonad nan untreatment Environmental Adaptation of Temperature and Body Shape
  • humic
    • PRJNA589499:
          Next generation sequencing (NGS) technologies are extensively used to dissect molecular mechanisms of host-parasite interactions in human pathogens. In contrast, the power of NGS is yet to be fully realizedin ecology as a rich source for formulating and testing new hypotheses. Here, we studied Eurasian perch (Perca fluviatillis) and its eye parasite (Diplostomidae) communities in fourteen lakes that differed in humic contentto test host-parasite-environment interaction. We hypothesised that high humic content would decrease pH and the abundance of the intermediate hosts (gastropods), potentially changing Diplostomidae community structure and potentially affecting perch host immune response. This hypothesis was invoked by RNA-seq data and later cross-validated with PCR-based and extensive metabarcoding approaches. The results demonstrate how humic acid-related changes in the extrinsic environment may shape common parasite communities and host immune response. This study also highlights the utility of integrating RNA-seq and metabarcoding approaches in host-parasite community studies.
      • key word
        • Diplostomidae;Host-parasite interaction;Humic substances;Metabarcoding;Perca fluviatilis;RNA-seq;DIPLOSTOMUM DIGENEA DIPLOSTOMIDAE;GENETIC DIVERSITY;LIVER FLUKE;CD-HIT;DNA;FISH;COMMUNITY;TRANSCRIPTOME;BIODIVERSITY;ASSOCIATIONS
      • publication
        • Noreikiene, Kristina , et al. "Humic-acid-driven escape from eye parasites revealed by RNA-seq and target-specific metabarcoding." (2020).
      • abstract
        • Background: Next generation sequencing (NGS) technologies are extensively used to dissect the molecular mechanisms of host-parasite interactions in human pathogens. However, ecological studies have yet to fully exploit the power of NGS as a rich source for formulating and testing new hypotheses.Methods: We studied Eurasian perch (Perca fluviatilis) and its eye parasite (Trematoda, Diplostomidae) communities in 14 lakes that differed in humic content in order to explore host-parasite-environment interactions. We hypothesised that high humic content along with low pH would decrease the abundance of the intermediate hosts (gastropods), thus limiting the occurrence of diplostomid parasites in humic lakes. This hypothesis was initially invoked by whole eye RNA-seq data analysis and subsequently tested using PCR-based detection and a novel targeted metabarcoding approach.Results: Whole eye transcriptome results revealed overexpression of immune-related genes and the presence of eye parasite sequences in RNA-seq data obtained from perch living in clear-water lakes. Both PCR-based and targeted-metabarcoding approach showed that perch from humic lakes were completely free from diplostomid parasites, while the prevalence of eye flukes in clear-water lakes that contain low amounts of humic substances was close to 100%, with the majority of NGS reads assigned toTylodelphys clavata.Conclusions: High intraspecific diversity ofT. clavataindicates that massively parallel sequencing of naturally pooled samples represents an efficient and powerful strategy for shedding light on cryptic diversity of eye parasites. Our results demonstrate that perch populations in clear-water lakes experience contrasting eye parasite pressure compared to those from humic lakes, which is reflected by prevalent differences in the expression of immune-related genes in the eye. This study highlights the utility of NGS to discover novel host-parasite-environment interactions and provide unprecedented power to characterize the molecular diversity of cryptic parasites.
      • sample list
        • sample id sample name tissue strain treatment description
          SRR10441590 Saadjarv_813 eye nan clear-water Humic-acid-driven escape from eye parasites
          SRR10441591 Hino_529 eye nan clear-water Humic-acid-driven escape from eye parasites
          SRR10441592 Verijarv_498 eye nan clear-water Humic-acid-driven escape from eye parasites
          SRR10441593 Paidra_465 eye nan clear-water Humic-acid-driven escape from eye parasites
          SRR10441594 Virosi_455 eye nan humic-water Humic-acid-driven escape from eye parasites
          SRR10441595 Meelva_383 eye nan humic-water Humic-acid-driven escape from eye parasites
          SRR10441596 Heisri_Mustjarv_297 eye nan humic-water Humic-acid-driven escape from eye parasites
          SRR10441597 Piigandi_290 eye nan clear-water Humic-acid-driven escape from eye parasites
          SRR10441598 Matsimae_Puhajarv_147 eye nan humic-water Humic-acid-driven escape from eye parasites
          SRR10441599 Kuulma_593 eye nan humic-water Humic-acid-driven escape from eye parasites
          SRR10441600 Holvandi_Kivijarv_432 eye nan humic-water Humic-acid-driven escape from eye parasites
          SRR10441601 Uiakatsi_283 eye nan clear-water Humic-acid-driven escape from eye parasites
          SRR10441602 Partsi_Saarjarv_264 eye nan humic-water Humic-acid-driven escape from eye parasites
  • nuclear pollution
    • PRJNA556365:
          Fish have been highly exposed to radiation in freshwater systems after the Chernobyl Nuclear Power Plant (NPP) accident in 1986, and in freshwater and marine systems after the more recent Fukushima NPP accident in 2011. In the years after the accident the radioactivity levels rapidly declined due to the short half-life of some radionuclides and the decay of long-lived radionuclides. A recent study showed that, after several generations of exposure to environmental radiation at Chernobyl, perch displayed a delay in the maturation of gonads in the most contaminated lakes. Some undeveloped phenotypes were also observed in two of the three contaminated lakes. In order to gain insights into the long term effect of environmental low dose radiation on gonad development, a high throughput transcriptomic approach, including a de novo assembly, was applied to different gonad phenotypes of perch: normal from reference lake, apparently normal from low contaminated lake and apparently normal and undeveloped from more highly contaminated lakes.
      • key word
        • nuclear pollution;DNA METHYLATION;CHRONIC RADIATION;TUMOR-SUPPRESSOR;PROTEIN FAMILIES;ABUNDANCE;MATURATION;REPRODUCTION;POPULATIONS;RESPONSES;DAMAGE
      • publication
        • Lerebours, A. , et al. "Transcriptional changes in the ovaries of perch from Chernobyl." Environmental Science and Technology XXXX.XXX(2020).
      • abstract
        • Fish have been highly exposed to radiation in freshwater systems after the Chernobyl Nuclear Power Plant (NPP) accident in 1986 and in freshwater and marine systems after the more recent Fukushima NPP accident in 2011. In the years after the accident, the radioactivity levels rapidly declined due to radioactive decay and environmental processes, but chronic lower dose exposures persisted. To gain insights into the long-term effects of environmental low dose radiation on fish ovaries development, a high-throughput transcriptomic approach including a de novo assembly was applied to different gonad phenotypes of female perch: developed gonads from reference lakes, developed/irradiated from medium contaminated lake, and both developed/irradiated and undeveloped from more highly contaminated lakes. This is the most comprehensive analysis to date of the gene responses in wildlife reproductive system to radiation. Some gene responses that were modulated in irradiated gonads were found to be involved in biological processes including cell differentiation and proliferation (ggnb2, mod5, rergl), cytoskeleton organization (k1C18, mtpn), gonad development (nell2, tcp4), lipid metabolism (ldah, at11b, nltp), reproduction (cyb5, cyp17A, ovos), DNA damage repair (wdhd1, rad51, hus1), and epigenetic mechanisms (dmap1). Identification of these genes provides a better understanding of the underlying molecular mechanisms underpinning the development of the gonad phenotypes of wild perch and how fish may respond to chronic exposure to radiation in their natural environment, though causal attribution of gene responses remains unclear in the undeveloped gonads.
      • sample list
        • sample id sample name tissue strain treatment description
          SRR9831229 Perca_fluviatilis_Chernobyl_Lakes_Low_level_Normal_GorovaDvoricheStoyacheye Gonads nan untreatment RNA seq of pooled normal Perch (Perca fluviatilis) gonads from lakes Gorova, Dvoriche and Stoyacheye with low levels of exposure near to Chernobyl nuclear power plant
          SRR9831230 Perca_fluviatilis_Chernobyl_Lakes_Medium_Level_Apparently_Normal_Svyatoye Gonads nan untreatment RNA seq of pooled apparently normal Perch (Perca fluviatilis) gonads from Svyatoye Lake with medium levels of exposure near to Chernobyl nuclear power plant
          SRR9831231 Perca_fluviatilis_Chernobyl_Lakes_High_Level_Apparently_Normal_Yanovsky Gonads nan untreatment RNA seq of pooled apparently normal Perch (Perca fluviatilis) gonads from Yanovsky Lake with high levels of exposure near to Chernobyl nuclear power plant
          SRR9831233 Perca_fluviatilis_Chernobyl_Lakes_High_Level_Underdeveloped_Yanovsky Gonads nan untreatment RNA seq of pooled underdeveloped Perch (Perca fluviatilis) gonads from Yanovsky Lake with high levels of exposure near to Chernobyl nuclear power plant
          SRR9831232 Perca_fluviatilis_Chernobyl_Lakes_High_Level_Apparently_Normal_Cooling pond Gonads nan untreatment RNA seq of pooled apparently normal Perch (Perca fluviatilis) gonads from the cooling pond with high levels of exposure near to Chernobyl nuclear power plant
          SRR9831234 Perca_fluviatilis_Chernobyl_Lakes_High_Level_Underdeveloped_Cooling pond Gonads nan untreatment RNA seq of pooled underdeveloped Perch (Perca fluviatilis) gonads from the cooling pond with high levels of exposure near to Chernobyl nuclear power plant
  • vision
    • PRJNA421052:
          The goal of this study was to investigate the visual system evolution of teleost fishes with a special focus on deep-sea species.
      • key word
        • vision;SCHIFF-BASE COUNTERION;CONE VISUAL PIGMENTS;COLOR-VISION;AMINO-ACIDS;PHYLOGENETIC-RELATIONSHIPS;WAVELENGTH DISCRIMINATION;PERCIFORMES CICHLIDAE;SPECTRAL SENSITIVITY;ABSORPTION MAXIMUM;RHODOPSIN GENE
      • publication
        • Musilova, Z. , et al. "Vision using multiple distinct rod opsins in deep-sea fishes." Science 364.
      • abstract
        • Vertebrate vision is accomplished through light-sensitive photopigments consisting of an opsin protein bound to a chromophore. In dim light, vertebrates generally rely on a single rod opsin [rhodopsin 1 (RH1)] for obtaining visual information. By inspecting 101 fish genomes, we found that three deep-sea teleost lineages have independently expanded their RH1 gene repertoires. Among these, the silver spinyfin (Diretmus argenteus) stands out as having the highest number of visual opsins in vertebrates (two cone opsins and 38 rod opsins). Spinyfins express up to 14 RH1s (including the most blueshifted rod photopigments known), which cover the range of the residual daylight as well as the bioluminescence spectrum present in the deep sea. Our findings present molecular and functional evidence for the recurrent evolution of multiple rod opsin-based vision in vertebrates.
      • sample list
        • sample id sample name tissue strain treatment description
          SRR8242429 Pfluviatilis_11 retina nan untreatment Retinal transcriptome of Perca fluviatilis: adult indv 1
          SRR8242431 Pfluviatilis_13 retina nan untreatment Retinal transcriptome of Perca fluviatilis: adult indv 3
          SRR8242432 Pfluviatilis_12 retina nan untreatment Retinal transcriptome of Perca fluviatilis: adult indv 2

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