Biology subjects

Takeyama, H.

Publications and source records attributed to Takeyama, H..

At least 19 recordsLinked to original sources

bioRxiv2026

Osteopontin Upregulation Defines a Pre-Rupture State in Thoracic Aortic Aneurysms in Mice and Humans

BackgroundThoracic aortic aneurysm (TAA) is a life-threatening condition with an unpredictable lisk of rupture. Current clinical parameters have limited ability to accurately predict imminent rupture. Osteopontin (OPN) has been implicated in aortic aneurysm pathology, however, it role as a marker of imminent rupture remains. unclear. We investigated the dynamics of OPN expression dynamics in a mouse model with predictable rupture timing and validated our findings in human TAA. MethodsOne-month-old fibrillin-1 hypomorphic (Fbn1mgR/mgR) mice were used as a TAA model; with wild-type (WT) mice served as controls. Angiotensin II (AngII) was administered to Fbn1mgR/mgR to induce acute aortic rupture. Single-section transcriptome analysis and immunofluorescence staining were performed on ascending aortic tissue at 24 and 72 hours after AngII infusion, with pre-treatment Fbn1mgR/mgR and WT mice serving as controls. To determine conservation in human disease, we reanalyzed publicly available single-cell RNA sequencing data from ascending thoracic aortic aneurysm (ATAA) patients. ResultsAngII infusion induced progressive mortality beginning at 24 hours, with approximately 60% survival at 72 hours and nearly no survival by 8 days in Fbn1mgR/mgR mice. At this pre-rupture time point, OPN showed prominent upregulation at both mRNA and protein levels in ascending aortic tissues compared to controls. Immunofluorescence staining revealed increased OPN expression in the aortic wall, particularly in regions exhibiting structural deterioration. Reanalysis of human ATAA single-cell data showed elevated OPN expression compared to controls, with enrichment in immune cell populations, especially macrophages. Within the macrophage compartment, subcluster analysis identified a stress-responsive subpopulation (MC1) that was markedly expanded and almost exclusively composed of ATAA-derived cells, representing the primary source of OPN upregulation. ConclusionsOPN upregulation represents a conserved molecular signature of the pre-rupture state in TAA across mice and humans. Our mode, which enables predictable rupture timing, allowed the capture of acute pre-rupture molecular changes, suggesting OPN as a potential biomarker for predicting imminent aortic rupture.

molecular biology↗

bioRxiv2026

Integrating spatial and single-cell multi-omics analysis of induced pluripotent stem cell-derived cervical adenocarcinoma model

Human papillomavirus 18 (HPV18) preferentially infects cervical stem cell-like cells and is strongly associated with adenocarcinoma. However, the mechanisms underlying differentiation into cervical adenocarcinoma remain unclear due to the lack of appropriate experimental models. We aimed to establish a model of HPV18-associated cervical adenocarcinoma and elucidate its molecular and cellular differentiation mechanisms. HPV18 E6/E7 were introduced into induced pluripotent stem cell-derived reserve cell-like cells (iRCs) to generate tumor models. Spatial transcriptomics and single-cell multi-omics analyses were performed to integrate histological and molecular data. A distinct component (Gland_A) exhibited morphological and immunohistochemical features of cervical adenocarcinoma and was efficiently induced in iRC-18 tumors. Gland_A showed increased chromatin accessibility and elevated expression of FOXA1, FOXA2, and ALDH1A1. Analysis of clinical samples confirmed enrichment of ALDH1A1 in HPV-associated adenocarcinomas. This model recapitulates key features of HPV18-associated cervical adenocarcinoma and provides insights into its differentiation mechanisms.

cancer biology↗

bioRxiv2026

Single-cell genomics reveals opportunistic Enterobacterales carrying putative cationic antimicrobial peptide resistance genes in red crown rot-affected soybean rhizoplanes

1.Structured Abstract1.1 AbstractSoybean red crown rot, caused by the soil-borne fungus Calonectria ilicicola, causes substantial yield losses, but the response of the root-associated bacterial microbiome remains poorly understood. Here, we combined 16S rRNA gene sequencing, shotgun metagenomics, and single-cell genomics to characterize bacterial communities in soybean root-associated soils. 16S rRNA gene sequencing showed that diseased plants had rhizosphere and, more strikingly, rhizoplane microbiomes distinct from those of healthy plants, often with increased Enterobacterales. Shotgun metagenomics further revealed enrichment of genes associated with antibiotic resistance, particularly cationic antimicrobial peptide resistance, in diseased rhizoplane samples. Single-cell genomics recovered seven nonredundant Enterobacterales genomes and showed that plant pathogenicity-related genes were broadly distributed across these lineages. In contrast, dlt genes, which are associated with cationic antimicrobial peptide resistance, were detected only in the Enterobacterales lineages enriched in diseased rhizoplane soils. These results support a model in which soybean red crown rot is accompanied by microbiome restructuring and opportunistic enrichment of specific Enterobacterales lineages carrying putative cationic antimicrobial peptide resistance genes. More broadly, this study highlights the value of strain-resolved single-cell genomics for linking disease-associated community shifts to specific bacterial traits. 1.2 ImportanceUnderstanding crop disease requires resolving not only the primary pathogen but also the root-associated bacteria that respond to infection. Here, we used 16S rRNA gene sequencing, shotgun metagenomics, and single-cell genomics to examine the soybean rhizoplane microbiome under red crown rot. Diseased plants showed reproducible shifts in bacterial composition, including frequent enrichment of Enterobacterales and antimicrobial resistance-related functions. Strain-resolved genomes further revealed that the Enterobacterales lineages enriched in diseased rhizoplane soils specifically carried putative dlt-mediated resistance to cationic antimicrobial peptides, whereas general pathogenicity-related genes were broadly shared. These findings suggest that host defense-associated selection, rather than pathogenicity genes alone, may help shape disease-associated root microbiomes. This study demonstrates how single-cell genomics can uncover strain-level traits hidden within bulk community data and thereby clarify plant-pathogen-microbiome interactions.

microbiology↗

bioRxiv2026

Label-free Raman imaging defines distinct cell populations in human skin

Understanding cellular heterogeneity in human skin is crucial for regenerative medicine and tissue engineering. In this study, we applied label-free Raman imaging to visualize molecular features corresponding to the three-dimensional architecture of the epidermis. Spatially resolved Raman spectra, combined with multivariate data analysis, enabled the identification of cell-layer-specific molecular signatures. Based on the region-specific spectra analysis, component C5 was predominantly localized to the basal layer within rete ridges and was characterized by {beta}-sheet-enriched keratin features. This spatially restricted distribution reflects the molecular microenvironment of epidermal stem cell niches, suggesting that C5 may serve as a biomarker for basal stem cell populations associated with skin undulations. These findings provide insight into the molecular basis of epidermal architecture and demonstrate the potential of Raman spectroscopy as a label-free tool for evaluating stem cell localization and differentiation status.

bioengineering↗

bioRxiv2024

Contrasting defense strategies of oligotrophs and copiotrophs revealed by single-cell-resolved virus-host pairing of freshwater bacteria

The ecological importance of virus-host interactions is unclear due to the limited ability of metagenomics to resolve virus-host pairs and the infection state of individual cells. We addressed these problems using single-cell genomics combined with published metagenomic data on lake bacterioplankton. We obtained 862 medium- to high-quality single-cell amplified genomes (SAGs) from two water layers and two seasons in Lake Biwa, Japan. We assembled 176 viral (dsDNA phage) contigs in the SAGs, and identified novel virus-host pairs including the discovery of viruses infecting CL500-11, the dominant bacterioplankton lineage in deep freshwater lakes worldwide. A virus was detected in 133 (15.4%) SAGs through read mapping analysis. The viral detection rate showed little variation among samples (12.1-18.1%) but significant variation in host taxonomy (4.2-65.3%), with copiotrophs showing higher values than oligotrophs. The high infection rates of copiotrophs were achieved by collective infection by diverse viruses, suggesting weak density-dependent virus-host selections, presumably because of their non-persistent interactions with viruses due to their fluctuating abundance. In contrast, the low infection rates of oligotrophs supported the idea that their co-dominance with viruses is achieved by genomic microdiversification that diversifies the virus-host specificity, sustained by their large population size and persistent density-dependent fluctuating selection. Overall, we demonstrated that virus-host interactions are highly diverse within and between host lineages, which was overlooked by metagenomics analysis, as exemplified by the CL500-11 virus, which showed extremely high read coverages in cellular and virion metagenomes, but infected < 1% of host cells. Significance statementVirus-host interactions are among the most significant driving forces of microbial biogeochemical cycles and genomic diversification. Unlike experimental conditions, bacterial cells in the natural environment are not uniformly infected by a single virus, but interact with diverse viruses under heterogeneous eco-physiological and genetic conditions. The specificity and heterogeneity of infection are the keys to understanding complex virus-host interactions and the mechanisms behind their co-existence. However, these interactions remain unclear due to the limitations of conventional metagenomic approaches. We addressed this issue by detecting viral signals from single-cell-amplified genomes of lake bacterial communities. The results revealed novel virus-host pairs and their infection rates, suggesting that viral defense strategies differ among host lineages, reflecting their ecological characteristics.

ecology↗

bioRxiv2024

Large-scale single-virus genomics uncovers hidden diversity of river water viruses and diversified gene profiles

Environmental viruses (primarily bacteriophages) are widely recognized as playing an important role in ecosystem homeostasis through the infection of host cells. However, the majority of environmental viruses are still unknown as their mosaic structure and frequent mutations in their sequences hinder genome construction in current metagenomics. To enable the large-scale acquisition of environmental viral genomes, we developed a new single-viral genome sequencing platform with microfluidic-generated gel beads. Amplification of individual DNA viral genomes in mass-produced gel beads allows high-throughput genome sequencing compared to conventional single-virus genomics. The sequencing analysis of river water samples yielded 1431 diverse viral single-amplified genomes, while viral metagenomics recovered 100 viral metagenome-assembled genomes at the comparable sequence depth. The 99.5% of viral single-amplified genomes were determined novel at the species level, most of which could not be recovered by a metagenomic assembly. The large-scale acquisition of diverse viral genomes identified protein clusters commonly detected in different viral strains, allowing the gene transfer to be tracked. Moreover, comparative genomics within the same viral species revealed that the profiles of various methyltransferase subtypes were diverse, suggesting an enhanced escape from host bacterial internal defense mechanisms. Our use of gel bead-based single-virus genomics will contribute to exploring the nature of viruses by accelerating the accumulation of draft genomes of environmental DNA viruses.

genomics↗

bioRxiv2024

Metagenomic Insights Reveal Unrecognized Diversity of Entotheonella in Japanese Theonella Sponges

Numerous biologically active natural products have been discovered from marine sponges, particularly from Theonella swinhoei, which is known to be a prolific source of natural products such as polyketides and peptides. Recent studies have revealed that many of these natural products are biosynthesized by Candidatus Entotheonella phylotypes, which are uncultivated symbionts within T. swinhoei. Consequently, Entotheonella is considered an untapped biochemical resource. In this study, we conducted metagenomic analyses to assess the diversity of Entotheonella in four T. swinhoei individuals (two each of chemotypes Y and W), after separating filamentous bacteria using density gradient centrifugation. We obtained five Entotheonella genomes from filamentous bacteria-enriched fractions. Notably, one of these genomes is significantly different from previously reported Entotheonella variants. Additionally, we identified closely related Entotheonella members present across different chemotypes of T. swinhoei. Thus, our metagenomic insights reveal that the diversity of Entotheonella within Theonella sponges is greater than previously recognized.

microbiology↗

bioRxiv2022

Mycelial differentiation linked avermectin production in studied with Raman imaging

Streptomyces avermitilis is a gram-positive bacterium that undergoes complex physiological and morphological differentiation during its life cycle, which has implications in secondary metabolites production. Avermectin, produced by S. avermitilis, is widely used as an anthelmintic and insecticidal agent. In this study, we have applied Raman microspectroscopic imaging to elucidate the correlation between production of avermectin and the morphological differentiation in S. avermitilis. We demonstrate distinctive variations in the localization of avermectin at various morphological stages, such as, substrate mycelium, spore-bearing mycelium, spiral spore chains under solid culture conditions. Under liquid culture condition, however, avermectin is detected only in mycelia after early MII stage of differentiation. Morphological differentiation was observed in liquid and solid cultures, but the chemical profiles of the mycelia were substantially different. Spherical bodies containing avermectin with characteristically different chemical composition to that of spores were also observed under solid culture, which suggests possible release of extracellular vesicles (EVs). Key pointsO_LIAvermectin production is regulated during mycelial differentiation C_LIO_LILiquid and solid culture conditions affects mycelial differentiation C_LIO_LIRaman microspectroscopic analysis reveals localization profiles of avermectin C_LI

microbiology↗

bioRxiv2022

Variation of length and sequence of the nuclear ribosomal DNA internal transcribed spacer 1 supports hermit-to-king crab hypothesis

Lithodoid and paguroid crabs are morphologically assigned to the superfamilies Lithodoidea and Paguroidea, respectively. Molecular analyses, however, have revealed closer genetic proximity of the lithodoid crabs to the family Paguridae than to other families of Paguroidea, provoking a long debate. We investigated the length and nucleotide sequence variation of the nuclear ribosomal DNA internal transcribed spacer 1 (ITS1) in lithodoid and paguroid species. Uniquely short ITS1s (215-253 bp) were observed in seven lithodoid species belonging to the families Lithodidae and Hapalogastridae. In contrast, ITS1 length varied considerably in 13 paguroid species belonging to the families Coenobitidae, Diogenidae, and Paguridae. Short-to-long ITS1s (238-1090 bp) were observed in five species of the family Paguridae, and medium to long ITS1s (573-1166 bp) were observed in eight species of the families Coenobitidae and Diogenidae. Interestingly, ITS1s of considerably different sizes coexist in individual paguroid species. Nucleotide sequence analysis indicated that the short ITS1s observed in the family Paguridae were descendants of longer ITS1s and were homologous to the short ITS1 of lithodoid species. ITS1 sequences of the families Coenobitidae and Diogenidae shared no nucleotide elements similar to those of lithodoid and pagurid species. These molecular signals indicate that the short ITS1 in pagurid lineage was passed on to lithodoid lineage, strongly supporting the "hermit-to-king" crab hypothesis.

evolutionary biology↗

bioRxiv2022

Male-killing-associated bacteriophage WO identified from comparisons of Wolbachia endosymbionts of Homona magnanima

The origin and mechanism of male-killing, an advantageous strategy employed by maternally transmitted symbionts such as Wolbachia, remain unclear. We compared genomes of four Wolbachia strains derived from Homona magnanima, a male-killing strain wHm-t (1.5 Mb), and three non-male-killing strains, wHm-a (1.1 Mb), wHm-b (1.3 Mb), and wHm-c (1.4 Mb). A wHm-t-specific 76-kbp prophage region harboured two tandemly arrayed WO-mediated killing (wmk) gene homologs (wmk-1/wmk-2 and wmk-3/wmk-4). Of these, wmk-1 or wmk-3 killed almost all Drosophila melanogaster individuals when transgenically overexpressed. Dual expression of wmk-3 and wmk-4 killed all males and rescued females. We propose a novel hypothesis wherein horizontally transmitted proto-Wolbachia with a single wmk killed both sexes, and tandem duplication of wmk allowed an evolutionary transition to a vertically transmitted symbiont, causing male-killing. Our study highlights the bacteriophage as a critical driver of the evolution of male-killing and argues for a conserved male-killing mechanism in diverse insects.

evolutionary biology↗

bioRxiv2022

Targeted single-cell genomics reveals novel host adaptation strategies of the symbiotic bacteria Endozoicomonas in Acropora tenuis coral

Endozoicomonas bacteria symbiose with various marine organisms and are known to be beneficial for coral health. However, genome analysis of coral-associated Endozoicomonas has been limited owing to the difficulty in cultivation and metagenomic approach by contamination of host-derived sequences. In this study, we applied a novel single-cell genomics technique using droplet microfluidics to obtain single-cell amplified genome (SAGs) for coral-associated Endozoicomonas spp. genome. We obtained seven novel Endozoicomonas genomes from Acropora tenuis coral. These genomes revealed that Endozoicomonas bacteria played host-associated functions in host corals and had undergone independent host-adaptive evolution in different clades. These adaptive evolutions were mediated by host-derived eukaryotic-like genes, some of which were speculated to influence host immune mechanisms. These genes are speculated to enhance coral tolerance to environmental stresses. This study suggests the possibility of host adaptation of Endozoicomonas spp. in symbiosis with corals and their contribution to coral bleaching tolerance.

microbiology↗

bioRxiv2022

Reproducible and sensitive micro-tissue RNA-sequencing from formalin-fixed paraffin-embedded tissue for spatial gene expression analysis

Spatial transcriptome analysis of formalin-fixed paraffin-embedded (FFPE) tissues using RNA-sequencing (RNA-seq) provides interactive information on morphology and gene expression, which is useful for clinical applications. However, despite the advantages of long-term storage at room temperature, FFPE tissues may be severely damaged by methylene crosslinking and provide less gene information than fresh-frozen tissues. In this study, we proposed a sensitive FFPE micro-tissue RNA-seq method that combines the punching of tissue sections (diameter: 100 m) and the direct construction of RNA-seq libraries. We evaluated a method using mouse liver tissues at 2 years after fixation and embedding and detected approximately 7,000 genes in micro-punched tissue-spots (thickness: 10 m), similar to that detected with purified total RNA (2.5 ng) equivalent to the several dozen cells in the spot. We applied this method to clinical FFPE specimens of lung cancer that had been fixed and embedded 6 years prior, and found that it was possible to determine characteristic gene expression in the microenvironment containing tumor and non-tumor cells of different morphologies. This result indicates that spatial gene expression analysis of the tumor microenvironment is feasible using FFPE tissue sections stored for extensive periods in medical facilities.

molecular biology↗

bioRxiv2022

Revealing within-species diversity in uncultured human gut bacteria with single-cell long-read sequencing

Bacterial genome structure changes dynamically, and structural variants can change bacterial phenotype; However, obtaining the complete genome and analyzing genome structure of uncultured bacteria has been challenging. We aimed to develop a single-cell amplified genome long-read assembly (scALA) workflow to construct circular single-cell amplified genomes (cSAGs) from long-read single-cell sequencing data of targeted uncultured bacteria. In particular, scALA generated cSAGs from nanopore long-read sequencing data of SAGs by producing contiguous sequences with repeated bias reduction and assembly processes. From 12 human fecal samples, scALA generated 16 cSAGs of three specifically targeted bacterial species, Anaerostipes hadrus, Agathobacter rectalis, and Ruminococcus gnavus. A. hadrus cSAGs exhibited large, ten kbp-long, phage insertions, saccharide metabolic capacity, and frequent genomic recombination with related strains from cohabitant hosts. Noteworthy, cSAGs constructed using this method could expand bacterial genome databases and our understanding of within-species diversities in uncultured bacteria.

microbiology↗

bioRxiv2021

Raman microspectroscopy imaging analysis of extracellular vesicles (EVs) biogenesis by filamentous fungus Penicilium chrysogenum

Mechanism of production of extracellular vesicles (EVs) and their molecular contents are of great interest owing to their diverse roles in biological systems and are far from being completely understood. Even though, cellular cargo release mediated by EVs have been demonstrated in several cases, their role in secondary metabolite production and release remains elusive. In this study we investigate this aspect in detail using Raman micro-spectroscopic imaging. We provide considerable evidence to suggest that the release of antibiotic penicillin by filamentous fungus Penicillium chrysogenum involves EVs. Morphological modifications of the fungal body during biogenesis, changes in cell composition at the locus of biogenesis, and major molecular contents of the released EVs are also revealed in this study. ImportanceExtracellular vesicles (EVs) play a key role in cellular communications. EVs role in functioning of fungi are relatively less explored. Here we show selective enrichment of chemical contents at certain locations of mycelium of P. chrysogenum forming protruding regions. Secondary metabolite penicillin is excessively localized in them. We provide evidence to show that EVs are released from these protrusions. Raman imaging has been applied for molecular profiling of the mycelium and for characterizing chemical contents of the EVs. Our study suggests a possible general role of EVs in the release of antibiotics from the producing organisms.

cell biology↗

bioRxiv2021

Multi-omics analysis reveals cross-organism interactions in coral holobiont

Corals create an ecosystem, called a holobiont, with intracellular algae (zooxanthellae) and resident bacteria. Zooxanthellae and some bacteria play major roles in the physiological properties of the coral host. However, because of the difficulties in experimental verification of cross-organism interactions, the mechanisms underpinning these interactions are largely unknown. To address this, we here generated and then analyzed multi-omics datasets for corals, zooxanthellae, and bacteria collected at Okinawa, Japan, from November 2014 to September 2016. Using cross-organism co-expression analysis, we successfully characterized the host-alga relationship in the coral holobiont. Specifically, we observed that the coral host dominates the zooxanthellae. The multi-omics analysis also suggested that infection with coral-associated bacteria Endozoicomonas likely involves coral-like ephrin ligands, triggering an immune response of the coral host. This study highlights the potential of the multi-omics approach to elucidate coral-microbe interactions.

systems biology↗

bioRxiv2021

Spatial transcriptomics reveals the two cancer stem cell-like populations in triple-negative breast cancer

Gene expression analysis at the single-cell level by next generation sequencing has revealed the existence of clonal dissemination and microheterogeneity in cancer metastasis. The current spatial analysis technologies can elucidate the heterogeneity of cell-cell interactions in situ. To reveal the regional and expressional heterogeneity in primary tumors and metastases, we performed transcriptomic analysis of microtissues dissected from a triple-negative breast cancer (TNBC) cell line MDA-MB-231 xenograft model with our automated tissue microdissection punching technology. This multiple-microtissue transcriptome analysis revealed three cancer cell-type clusters in the primary tumor and axillary lymph node metastasis, two of which were cancer stem cell (CSC)-like clusters (CD44/MYC-high, HMGA1-high). Reanalysis of public single-cell RNA-seq (scRNA-seq) datasets confirmed that the two CSC-like populations existed both in TNBC xenograft models and TNBC patients. In addition, the gene signature of the HMGA1-high CSC-like cluster has the potential to serve as a novel biomarker for diagnosis. The diversity of these multiple CSC-like populations may cause differential anticancer drug resistance, increasing the difficulty of curing this cancer.

cancer biology↗

bioRxiv2021

Single-cell metabolite detection and genomics reveals uncultivated talented producer

The production of bioactive metabolites is increasingly recognized as an important function of host-associated bacteria. An example is defensive symbiosis that might account for much of the chemical richness of marine invertebrates including sponges (Porifera), one of the oldest metazoans. However, as most complex microbiomes remain largely uncultivated and lack reference genomes, unequivocally linking metabolic functions to a cellular source is a challenge. Here we report an analysis pipeline of microfluidic encapsulation, Raman microscopy, and integrated digital genomics (MERMAID) for an efficient identification of uncultivated producers. We applied this method to the chemically rich bacteriosponge Theonella swinhoei, previously shown to contain Entotheonella symbionts providing most of its bioactive substances except for the antifungal aurantosides that lacked biosynthetic gene candidates in the metagenome. Raman-guided single-bacterial analysis and sequencing revealed a cryptic, distinct multiproducer, Candidatus Poriflexus aureus from a new Chloroflexi lineage. Its exceptionally large genome contains numerous biosynthetic loci and suggested an even higher chemical richness of this sponge than previously appreciated. This study highlights the importance of complementary technologies to uncover microbiome functions, reveals remarkable parallels between distantly related symbionts of the same host, and adds functional support for diverse chemically prolific lineages being present in microbial dark matter. Significance StatementThe production of bioactive metabolites is increasingly recognized as an important function of host-associated bacteria. However, the acquisition of integrated genomic and metabolic data from uncultivated environmental bacteria is still challenging. In this work, we explored the combination of Raman microscopy and single-cell sequencing to localize chemical features to a specific bacterium in an uncultivated microbiome, and we specified the bacteria in the uncultured lineage as a producer of aurantoside, an antifungal natural product, from a chemically and microbially complex sponge. This study offers a new methodology as well as insights into chemical functions of uncultivated life.

microbiology↗

bioRxiv2021

Recovery of high-quality assembled genomes via single-cell genome-guided binning of metagenome assembly

BackgroundObtaining high-quality (HQ) reference genomes from microbial communities is crucial for understanding the phylogeny and function of uncultured microbes in complex microbial ecosystems. Despite the improved bioinformatic approaches to generate curated metagenome-assembled genomes (MAGs), existing metagenomic binners often fail to obtain reliable MAGs, and thus, they are nowhere comparable to genomes sequenced from isolates in terms of strain level resolution. Here, we present a single-cell genome-guided metagenome binning (MetaSAG) to reconstruct the strain-resolved genomes from microbial communities at once. ResultsMetaSAG employs single-cell amplified genomes (SAGs) generated with microfluidic technology as binning guides to recover improved draft genomes with the metagenomic data. To assess the performance of reconstructing genomes from various microbial communities, we compared MetaSAG with four conventional metagenomic binners using a cell mock community, human gut microbiota, and skin microbiota samples. MetaSAG showed precise contig binning and higher recovery rates (>97%) of rRNA and plasmids compared to conventional binners in genome reconstruction from the cell mock community. In human microbiota samples, MetaSAG recovered the largest number of genomes with a total of 103 gut microbial genomes (21 HQ and 65 showed >90% completeness) and 45 skin microbial genomes (10 HQ and 40 showed >90% completeness), respectively. Conventional binners recovered one Staphylococcus hominis genome, whereas MetaSAG recovered two S. hominis genomes from the identical skin microbiota sample. Single-cell sequencing indicated that these S. hominis genomes clearly derived from two distinct strains harboring specifically different plasmids. We found that all conventional S. hominis MAGs had substantial lack or excess of the genome sequences and contamination of other Staphylococcus bacteria (S. epidermidis). ConclusionsMetaSAG enabled us to obtain the strain-resolved genomes in the mock community and human microbiota samples by assigning metagenomic sequences correctly and covering both highly conserved genes such as rRNA genes and unique extrachromosomal elements, including plasmids. MetaSAG will provide HQ genomes that are difficult to obtain with metagenomic analyses alone and will facilitate the understanding of microbial ecosystems by elucidating detailed metabolic pathways and horizontal gene transfer networks through microbial genomes. MetaSAG is available at https://github.com/kojiari/metasag.

microbiology↗