Biology subjects

Ogata, H.

Publications and source records attributed to Ogata, H..

At least 19 recordsLinked to original sources

bioRxiv2026

A hierarchical orthology framework reveals viral carbohydrate-active genes across the global virosphere

Carbohydrate-active enzymes (CAZymes) shape virus-host interactions by modifying virion structures, host surfaces and extracellular glycans. However, the diversity and evolutionary origins of viral carbohydrate-active enzymes remain poorly understood, partly due to limited viral protein annotations. To address this, we present VirGenes, a database of viral orthologous groups constructed from the KEGG viral gene dataset. VirGenes uses a hierarchical framework that integrates sequence similarity, remote homology, and structural similarity to support evolutionary and functional analyses of viral proteins. By screening the sequence space of VirGenes, we identified 558 CAZyme-associated gene clusters spanning 102 CAZyme families, revealing particularly enriched repertoires in dsDNA viral lineages. Two bacteriophage families, Kleczkowskaviridae and Pootjesviridae, encoded more than 10 CAZymes per genome, followed by Mimiviridae, a representative family of eukaryotic giant viruses. Phylogenetic analyses systematically revealed divergent evolutionary histories of viral carbohydrate-active genes, including frequent horizontal transfer of endolysin genes from bacteria, which likely represents a viral strategy in the ongoing evolutionary arms race with their cellular hosts. Within the structural space of VirGenes, a large number of viral genes were found to contain CAZyme-like folds despite more than 85% of them lacking detectable sequence similarity to annotated CAZyme sequences. Notably, numerous hypothetical sequences from giant viruses exhibited glycoside hydrolase-like five-bladed {beta}-propeller folds. Overall, by integrating sequence, structural and functional evidence, we show that viral carbohydrate-active systems exemplify how distributed innovations, constrained by ancient folds, collectively build the functional complexity of the global virosphere. VirGenes is publicly accessible at https://www.genome.jp/vogdb/.

bioinformatics↗

bioRxiv2026

Genome-resolved biogeography reveals multidimensional structuring of freshwater giant viruses across global deep lakes

Giant viruses (GV) are increasingly recognized as important ecosystem regulators. While metagenomics has uncovered extensive GV diversity, the global distributions of individual species and the biogeographic processes driving the pattern remain poorly understood. Here, we reconstructed GV metagenome-assembled genomes (MAGs) from 35 globally distributed deep freshwater lakes spanning five continents, aiming to identify their biogeographic patterns. The resulting 1663 non-redundant MAGs significantly expanded the known freshwater GV diversity, with [~]84% lacking a previously reported species representative. These MAGs were grouped into cosmopolitan and geographically restricted lineages. We identified 27 cosmopolitan GV species spanning multiple viral lineages, including families of Imitervirales, Pimascovirales, and mirusviruses order Styxvirales. The cosmopolitan species were characterized by their larger genomes and expanded gene repertoires of host-interaction functions, which may facilitate interactions with diverse hosts and contribute to their global distributions. The presence of geographically restricted species and the stronger distance-decay in community similarity observed in freshwater than marine ecosystems suggest that physical connectivity between ecosystems is an important factor influencing GV dispersal. We identified 312 and 177 GV MAGs almost exclusively associated with the epilimnion and hypolimnion, respectively. This water-layer preference of individual MAGs was highly consistent across lakes, suggesting conserved vertical partitioning in association with the thermal stratification of the water column. Overall, our findings reveal that GV biogeography in deep freshwater lakes is structured by the combined influence of horizontal dispersal limitation, vertical partitioning, and lineage-specific evolutionary histories.

microbiology↗

bioRxiv2026

Skiaviridae: a large DNA virus family that persistently infects thraustochytrid protists

Genomics and metagenomics have transformed our understanding of the diversity of large DNA viruses infecting eukaryotic microorganisms. Using long-read sequencing, we discovered ubiquitous, co-culturing nucleocytoviruses in several thraustochytrid protists. These viruses are closely related to SmDNAV, an 'orphan' virus of the thraustochytrid Sicyoidochytrium minutum. Transcriptomics, proteomics and electron microscopy demonstrate viral gene expression and particle formation in these cultures without obvious defects in culture growth. We also found SmDNAV-type viruses associated with previously sequenced thraustochytrids. Phylogenetic analysis reveals that the SmDNAV and SmDNAV-like genomes belong to a hitherto unrecognized order of Nucleocytoviricota, here named "Skiavirales". All fifteen identified skiavirus genomes lack numerous viral hallmark genes including DNA-dependent RNA polymerase; all but three also lack DNA polymerase family B (PolB). PolB phylogeny suggests a specific relationship between Skiavirales and the recently discovered mirusviruses, which belong to a different viral realm. Gene exchange between skiaviruses, co-occurring mirusviruses, and host nuclear genomes shows that persistent infection by diverse large DNA viruses provides an opportunity for virus-virus and virus-host co-evolution in thraustochytrids and, perhaps, other microbial eukaryotes.

evolutionary biology↗

bioRxiv2026

Genetic manipulation of a giant virus-associated virophage

Virophages are double-stranded DNA viruses that hyperparasitize giant viruses infecting unicellular eukaryotes. Parasitization by virophages often reduces the replication of giant viruses, thereby modulating microbial communities in the environment. However, the molecular mechanisms underlying the tripartite relationship are largely unknown due to methodological limitations. In the present study, we developed a reverse-genetics system for a Sputnik virophage that parasitizes the amoeba-infecting giant virus, mimivirus. We demonstrated that transfection of genomic DNA could recover infectious virophage particles. Transfection of genomic DNA synthesized by circular polymerase extension reaction (CPER) also resulted in the recovery of infectious viruses. As a proof of concept, we successfully modified two Sputnik genes by transfecting CPER-assembled mutant genomic DNA. Collectively, our reverse-genetics system provides a framework for assessing the functional importance of Sputnik genes and should facilitate future genetic studies of virophages. Significance statementVirophages are viruses that hyperparasitize giant viruses, which infect unicellular eukaryotes and have extremely large particles and genomes. Giant viruses modulate microbial communities not only by killing their hosts but also by altering host cellular functions. Virophages modulate the replication of giant viruses, thereby driving ecosystem dynamics. Previous studies have demonstrated their widespread distribution through isolation and metagenomic analyses. However, the functions of most virophage genes remain unknown. Due to the lack of genetic tools, the molecular mechanisms underlying the interactions between virophages and giant viruses remain largely elusive. Here, we established a virophage reverse-genetics system based on circular polymerase extension reaction. Our results demonstrate that the system can dissect virophage gene functions and will accelerate virophage genetics.

microbiology↗

bioRxiv2026

Metatranscriptome data support the existence of two distinct morphotypes in a single parmalean species in natural environments

Parmales (Bolidophyceae), the closest relatives of diatoms, includes isolates exhibiting one of two distinct morphotypes: a silicified non-flagellated form (S-type) and a naked flagellated form (F-type). Although alternation of these two forms for a single isolate has not been formally established, previous studies hypothesized that these morphotypes represent alternating stages of a single parmalean. In this study, we investigated the global expression patterns of S- and F-type marker genes by integrating parmalean Metagenome-Assembled Genomes (MAGs) and the metatranscriptomic dataset from Tara Oceans. We detected the expression of both S- and F-type marker genes from individual environmental MAGs. This finding provides the first metatranscriptomic evidence that natural parmalean genomes possess the potential to manifest both morphotypes. Furthermore, our analysis revealed different geographical expression patterns between the two forms. The expression of F-type markers showed a broad distribution, whereas that of S-type markers was more restricted, suggesting distinct niches for the two morpho-phases. Moreover, S-type gene expression appears to require specific environmental triggers that lead to a higher population density, whereas F-type expression is rather constitutively maintained. Overall, our results support the hypothesis of a life cycle involving morphological switching and reconcile the long-standing discrepancy between the ubiquity of parmaleans in molecular surveys and the limited geographical range for the observation of silicified cells. Based on these patterns, we propose a threshold-based model in which F-type-dominated populations persist under conditions unfavorable for growth and a morphological switch to the S-type is triggered once environmental conditions exceed a critical threshold for growth.

microbiology↗

bioRxiv2026

Rapid diversification of a natural Heterosigma akashiwo virus population during a host bloom

Despite the ecological importance of viruses, our understanding of their evolutionary dynamics in natural environments remains limited. This gap is particularly pronounced for giant dsDNA viruses of the phyla Nucleocytoviricota and Mirusviricota. Most knowledge on their population genetic dynamics is derived from a small number of laboratory-based experiments, whereas patterns in nature are rarely observed. To overcome this limitation, we traced genetic structure and transcription status of Heterosigma akashiwo virus (HaV) using high-frequency, time-resolved sampling during a host bloom in a coastal area of Japan, by integrating cell counting, metabarcoding, metagenomic and metatranscriptomic sequencing. Our study revealed that HaV dominated the giant virus community in most samples, with the relative abundances of up to 56%. Despite the high abundances, the HaV population exhibited a relatively low level of microdiversity but with a high pN/pS ratio compared to other giant viruses in the study site. Microdiversity increased during the early sampling period, reached a maximum at mid-sampling, and decreased during the later period, consistent with rapid diversification during viral expansion, possibly driven by both in situ mutations and the succession of pre-existing minor variants. Several accessory genes, including a glycosyltransferase and an endonuclease, were highly expressed, providing functional evidence consistent with host interaction-driven selective pressure during the bloom. Together, these results indicate that HaV population dynamics during algal blooms are shaped by host-driven selection acting on standing genetic variation.

ecology↗

bioRxiv2026

DeepKOALA: A Fast and Accurate Deep Learning Framework for KEGG Orthology Assignment

The KEGG Orthology (KO) system links DNA and protein sequences to biological functions and pathways, providing a curated, fundamental and consistent annotation framework across all domains of life. While accurate, traditional sequence alignment-based annotation methods are computationally expensive, which severely limits their application in large-scale datasets. To address this challenge, we introduce DeepKOALA, a deep learning approach based on Gated Recurrent Units (GRU), which frames KO annotation as an open-set recognition task. This design reduces false positives arising from out-of-scope sequences and, together with a lightweight GRU backbone, enables high-throughput annotation. The GRU-based model was benchmarked against four other deep learning architectures and showed the best balance between speed and accuracy. We further performed a cross-species evaluation of DeepKOALA in comparison with existing KO annotation tools, where it achieved an F1-score of 0.8653 and 37.5-fold acceleration compared with BlastKOALA. We also provide a specialized fragment model for handling incomplete sequences and an optional Multi-domain mode. Together, these features make DeepKOALA a scalable, efficient, and accurate solution for high-throughput function annotation. O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=61 SRC="FIGDIR/small/698072v1_ufig1.gif" ALT="Figure 1"> View larger version (15K): org.highwire.dtl.DTLVardef@8c3b53org.highwire.dtl.DTLVardef@8acfa8org.highwire.dtl.DTLVardef@147398borg.highwire.dtl.DTLVardef@112d762_HPS_FORMAT_FIGEXP M_FIG C_FIG

bioinformatics↗

bioRxiv2025

Giant viruses specific to deep oceans show persistent presence and activity

Giant viruses (GVs) of the phyla Nucleocytoviricota and Mirusviricota are large double-stranded DNA viruses that infect diverse eukaryotic hosts and impact biogeochemical cycles. Their diversity and ecological roles have been well studied in the photic layer of the ocean, but less is known about their activity, population dynamics, and adaptive strategies in the aphotic layers. Here, we conducted eight seasonal time-series samplings of the surface and mesopelagic layers at a coastal site in Muroto, Japan, and integrated 18S metabarcoding, metagenomic, and metatranscriptomic data to investigate deep-sea GVs and their potential hosts. The analysis identified 48 GV genomes including six that were exclusively detected in the mesopelagic layer. Notably, these mesopelagic-specific GVs showed persistent activity across seasons. To investigate the global deep-sea-specific GV distribution, we compiled GV reference genomic data from the OceanDNA MAG project and other resources, and analyzed 1,890 marine metagenomes. This revealed 101 deep-sea-specific GVs, distributed across the GV phylogenetic tree, indicating that adaptation to deep-sea environments has occurred in multiple lineages. One clade enriched with deep-sea-specific GVs included one GV identified in our Muroto sampling, which displayed a wide geographic distribution. Seventy-six KEGG orthologs and 74 Pfam domains were specifically enriched in deep-sea-specific GVs, encompassing functions related to the ubiquitin system, energy metabolism, and nitrogen acquisition. These findings support the scenario that distinct GV lineages have adapted to hosts in aphotic marine environments by altering their gene repertoire to thrive in this unique habitat. IMPORTANCEGiant viruses are widespread in the ocean surface and are key in shaping marine ecosystems by infecting phytoplankton and other protists. However, little is known about their activity and adaptive strategies in deep-sea environments. In this study, we performed metagenomic and metatranscriptomic analyses of seawater samples collected from a coastal site in Japan and discovered giant virus genomes showing persistent transcriptional activity across seasons in the deep-sea water. Using a global marine dataset, we further uncovered the widespread existence of deep-sea-specific giant viruses and characterized their unique gene repertoire, which likely facilitates adaptation to the limited availability of light and organic compounds in the aphotic zone. These findings expand our understanding of giant virus ecology in the dark ocean.

genomics↗

bioRxiv2025

Metabolic reprogramming of protists within the microbiome of sinking particles

Protists play a crucial role in the biological carbon pump, yet their metabolic activity and function in sinking particles, which drive the aggregation and degradation of organic carbon, remains poorly characterized. Here, we examined transcriptional dynamics of protists in sinking and suspended particles collected by marine snow catcher in the Oyashio region to explore active lineages and their function during the sinking export. We found taxon-specific metabolic variations, with suspended particles showing up-regulated transcripts from diatoms, haptophytes, and chlorophytes, while sinking particles exhibited those from diatoms, ciliates, and dinoflagellates. Our data further revealed niche-dependent cellular metabolic reprogramming. The small diatoms Minidiscus variabilis and Thalassiosira oceanica upregulated more genes in suspended particles, while the chain-forming Thalassiosira rotula overexpressed more genes in sinking particles. The activity of both phototrophic and heterotrophic protists in sinking particles suggests the export of fresh organic carbon, with heterotrophic protists driving its degradation. Notably, the dinoflagellates Karlodinium veneficum and Karenia brevis exhibited significantly upregulated genes related to feeding and carbon metabolism in sinking particles. Additionally, the activity of RNA viruses was positively correlated with carbon flux. Overall, our study highlights the critical role of large-celled diatoms, heterotrophic dinoflagellate, ciliates and RNA viruses in organic carbon aggregation and degradation.

microbiology↗

bioRxiv2025

Horizontal transfer of a 180-kbp genomic fraction among the largest viral genomes

Viruses are generally considered tiny biological entities with small genomes; however, some dsDNA viruses, known as giant viruses, have large genomes that are comparable to those of small bacteria. Previous studies indicated that the genomes of giant viruses expanded from a small ancestor by a combination of gene duplication, de novo gene creation, and horizontal gene transfer (HGT). Among them, virus-to-virus HGTs are recently recognized as an important mechanism for disseminating functional genes between giant viruses. In this study, we isolated a giant virus of a member of pandoraviruses, which have the largest genome sizes reaching 2.5 Mbp. Based on the average nucleotide identity of known pandoraviruses, this new pandoravirus belongs to an existing viral species. However, its genome was approximately 200 kbp larger than those of the other strains from the same species. A genome-wide comparison identified a 180-kbp region with 168 genes missing from the other strains but found in phylogenetically distant pandoraviruses. The GC ratio and homology of the deduced amino acid sequences in this 180-kbp region suggest that the new virus horizontally acquired this region from a distantly related pandoravirus. The gene composition in the 180-kbp region further indicates that this region was already large at the time of the horizontal transfer. Our findings suggest that pandoraviruses can horizontally exchange a large portion of their genomes. This event presumably represents one mechanism for accelerating genomic evolution and gigantism in giant viruses.

microbiology↗

bioRxiv2025

Generation of a recombinant mimivirus by direct transfection of a PCR amplicon

Giant viruses are large double-stranded DNA viruses encoding hundreds of genes. These genes are considered to reprogram the host cell machinery, which, in turn, modulates the global nutrient cycles in the environment. However, the functions of giant-virus genes are largely unknown due to the lack of reverse-genetics systems. Recently, reverse-genetics systems have been developed in giant viruses infecting a free-living amoeba, Acanthamoeba castellanii. One of the methods relies on homologous recombination by plasmid transfection, but plasmid construction is generally laborious. In this study, we developed a method to generate a recombinant giant virus, mimivirus, with direct transfection of a PCR amplicon into host cells, a widely used approach in budding yeast and other organisms. Consequently, we successfully generated a recombinant mimivirus with a marker gene. Our results demonstrated that a bacterium-free method could be applied to giant viruses to generate recombinants, accelerating further experimental studies related to these viruses.

microbiology↗

bioRxiv2025

Exploring the double-stranded DNA viral landscape in eukaryotic genomes

Endogenous viral elements record past virus-host interactions, yet those derived from Baltimore class I double-stranded DNA viruses remain poorly explored in eukaryotes. Here, we identified 781,111 viral regions in 7,103 eukaryotic genome assemblies, revealing their broad but uneven distribution across both eukaryotic host lineages and viral taxa. Viral regions showed pronounced accumulation in several invertebrates, where they accounted for up to 16% of a single genome assembly. Taxonomic analyses of viral regions revealed 72 previously unrecognized endogenization-based associations between viral major taxa and eukaryotic lineages, including those involving invertebrates such as bivalves, starfish, sponges, flatworms, and ribbon worms, as well as diverse algae. In addition, we uncovered cases of iridoviral endogenization in ray-finned fishes. Overall, our study provides a baseline view of the landscape of the endogenous dsDNA virosphere across both eukaryotic and viral lineages.

microbiology↗

bioRxiv2024

Temperature-driven biogeography of marine giant viruses infecting the picoeukaryote Micromonas

Climate shapes the biogeography of microbial and viral communities in the ocean. Among abiotic factors, temperature is one of the main drivers of microbial community distribution. However, we lack knowledge on how temperature shapes the life history traits, population dynamics, and the biogeography of marine viruses. This study integrates mathematical modeling with in situ observations to investigate the temperature-driven biogeography of marine viruses. We focused on prasinoviruses, a group of giant viruses that infect the picoeukaryote Micromonas, a widespread phytoplankton with thermotypes adapted from poles to tropics. Analyzing the Tara Oceans and Polar Circle databases, we found that temperature is the primary determinant of Micromonas virus (MicV) distribution in the surface ocean. Phylogenetic reconstruction of MicV-s revealed that these viruses form several groups with cryophile or cryo-mesophile preferences. We applied a mechanistic model to describe temperature-driven population dynamics, allowing us to predict the global presence and absence of MicV-s. Lysis and infection emerged as reliable predictors of MicV distribution, indicating that temperature-driven cellular mechanisms significantly shape viral community structure and distribution. This study provides new insights into the role of temperature in regulating viral populations, emphasizing the importance of integrating modeling with observations to understand marine viral ecology.

ecology↗

bioRxiv2024

Giant virus creates subcellular environment to overcome codon-tRNA mismatch

Codon usage consonant with the cellular tRNA pool is important for efficient translation. However, many eukaryotic viruses, including amoeba-infecting mimiviruses, have codon usage that is largely deviated from that of their host, despite using the host machinery for translation. This raises the question of how these viruses cope with the mismatch between tRNA supply and demand. Here we show that Acanthamoeba castellanii mimivirus generates a subcellular area in the host cells to translate virus mRNAs. A combination of genome-wide ribosome profiling and RNA sequencing showed that ribosomes traversed along viral mRNAs with fewer pausing events than were observed on amoeba mRNAs. Frequently used codons in viral mRNAs had higher tRNA accessibility than the same type of codons in amoeba mRNAs. tRNA sequencing showed that the tRNA pool was not greatly altered during the infection even though the virus encodes tRNA genes. Instead, by in situ labelling, we found that viral mRNAs and newly synthesized proteins were localized at the periphery region of the viral factory, likely creating a unique environment to facilitate viral translation. Our data provide a perspective on how local translation assists the virus in overcoming the mismatch between tRNA supply and demand.

microbiology↗

bioRxiv2024

Sputnik virophage disrupts the transcriptional regulation of its host giant virus

Sputnik virophages are small double-stranded DNA (dsDNA) viruses that replicate only inside host amoebae infected with giant dsDNA viruses, mimiviruses. Sputnik infection affects mimivirus replication, but their molecular interaction remains poorly understood. Here, we performed a time-course transcriptome analysis of Acanthamoeba castellanii cells infected with Acanthamoeba polyphaga mimivirus (APMV) (hereafter referred to as Sputnik- cells) and those infected with both APMV and Sputnik 3 virophage (Sputnik+ cells). The gene expression patterns of the amoebae were similar between these two conditions, whereas the expression of APMV genes was drastically affected by Sputnik, depending on the timing of their expression. Early expressed APMV genes showed similar expression patterns in both conditions at the early stage of infection. However, at late stages, their expression levels remained higher in Sputnik+ cells than in Sputnik- cells, suggesting a prolongation of early gene expression by Sputnik. Late expressed APMV genes showed lower expression at earlier stages in Sputnik+ cells, but their expression levels reached or exceeded those in Sputnik- cells at later stages, indicating a delay of gene expression. Overall, our results demonstrated that Sputnik infection drastically alters the transcriptome of APMV rather than amoeba, likely by disturbing the transition from early to late stages of APMV infection.

microbiology↗

bioRxiv2024

Genome-resolved year-round dynamics reveal a broad range of giant virus microdiversity

Giant viruses are crucial for marine ecosystem dynamics because they regulate microeukaryotic community structure, accelerate carbon and nutrient cycles, and drive the evolution of their hosts through co-evolutionary processes. Previously reported long-term observations revealed that these viruses display fluctuations in abundance. However, the underlying genetic mechanisms driving such dynamics in these viruses remain largely unknown. In this study, we investigated population and intra-population dynamics of giant viruses using time-series metagenomes from eutrophic coastal seawater samples collected over 20 months. A newly developed near-automatic computational pipeline generated 1,065 high-quality metagenome-assembled genomes covering six major giant virus lineages. These genomic data revealed year-round recovery of the viral community at the study site and distinct dynamics of different viral populations classified as persistent (n = 9), seasonal (n = 389), sporadic (n = 318), or others. Notably, year-round recovery patterns were observed at the intra-population genetic diversity level for viruses classified as persistent or seasonal. Our results further indicated that the viral genome dynamics were associated with intra-population diversity; specifically, giant viruses with broader niche breadth tended to exhibit greater levels of microdiversity. We argue that greater microdiversity in viruses likely enhances adaptability and thus survival under the virus-host arms race during prolonged interactions with their hosts.

microbiology↗

bioRxiv2024

Extracellular rRNA profiling reveals the sinking and cell lysis dynamics of marine microeukaryotes

Marine plankton communities consist of numerous species, and their composition and physiological states are closely linked to ecosystem functions. Understanding biogeochemical cycles requires measuring taxon-specific mortality due to viral lysis or sloppy feeding, as the dissolved organic matter released contributes to rapid nutrient recycling and long-term carbon sequestration following microbial transformation. This study introduces a quantitative and comprehensive analysis of microeukaryotes in the dissolved constituents of seawater by using Mortality by Ribosomal Sequencing (MoRS) method. Our experimental pipeline successfully recovered 83% of cell-free rRNA. The ratio of cell-free rRNA to cell-associated rRNA was more than 10-fold higher in the mesopelagic layer than in the upper epipelagic layer, suggesting the mesopelagic zone as a hotspot for eukaryotic cell lysis. Many protist lineages, including phytoplankton such as haptophytes, are less susceptible to cell lysis in the epipelagic layer yet are actively lysed in the mesopelagic zone. Notably, over 86% of the significantly lysed species in the mesopelagic layer showed a habitat preference for the epipelagic layer. These findings indicate that sinking from the surface and lysis in the mesopelagic are prevalent dynamics for various eukaryotes.

ecology↗

bioRxiv2024

Spatiotemporal dynamics revealed the dark water community of giant virus from a deep freshwater lake

Giant viruses significantly regulate the ecological dynamics of diverse ecosystems. Although metagenomics has expanded our understanding of their diversity and ecological roles played in marine environments, little is known about giant viruses of freshwater ecosystems. Most previous studies have employed short-read sequencing and therefore resulted in fragmented genomes, hampering accurate assessment of genetic diversity. We sought to bridge this knowledge gap and overcome previous technical limitations. We subjected spatiotemporal (2 depths x 12 months) samples from Lake Biwa to metagenome-assembled genome reconstruction enhanced by long-read metagenomics. This yielded 294 giant virus metagenome-assembled genomes. Of these, 285 included previously unknown species in five orders of nucleocytoviruses and the first representatives of freshwater mirusviruses, which exhibited marked divergence between freshwater- and marine-derived lineages. Notably, 42 (14.3%) genomes were composed of single contigs with completeness values >90%, demonstrating the good performance of our long-read metagenomic assembly. Giant viruses were partitioned across water depths, with most species specific to either the sunlit epilimnion or the dark hypolimnion. Epilimnion-specific members tended to be opportunistic and to exhibit short and intense abundance peaks, in line with the fact that they regulate the surface algal blooms. During the spring bloom, mirusviruses and members of three nucleocytovirus families were among the most abundant giant viruses. In contrast, hypolimnion-specific ones including algaviruses and mirusviruses were typically more persistent in the hypolimnion throughout the water-stratified period, suggesting that they infect hosts specific to the hypolimnion and play previously unexplored ecological roles in dark water-specific microbial ecosystems.

ecology↗