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Tamames J, Jiménez-Lalana D, Redondo Á, Martínez-García S, de Los Rios A. In situ metagenomics: A platform for rapid sequencing and analysis of metagenomes in less than one day. Mol Ecol Resour 2024; 24:e13909. [PMID: 38063370 DOI: 10.1111/1755-0998.13909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 11/14/2023] [Accepted: 11/21/2023] [Indexed: 12/31/2023]
Abstract
We present here a complete system for metagenomic analysis that allows performing the sequencing and analysis of a medium-size metagenome in less than one day. This unprecedented development was possible due to the conjunction of state-of-the-art experimental and computational advances: a portable laboratory suitable for DNA extraction and sequencing with nanopore technology; the powerful metagenomic analysis pipeline SqueezeMeta, capable to provide a complete analysis in a few hours and using scarce computational resources; and tools for the automatic inspection of the results via a graphical user interface, that can be coupled to a web server to allow remote visualization of data (SQMtools and SQMxplore). We have tested the feasibility of our approach in the sequencing of the microbiota associated to volcanic rocks in La Palma, Canary Islands. Also, we did a two-day sampling campaign of marine waters in which the results obtained on the first day guided the experimental design of the second day. We demonstrate that it is possible to generate metagenomic information in less than one day, making it feasible to obtain taxonomic and functional profiles fast and efficiently, even in field conditions. This capacity can be used in the further to perform real-time functional and taxonomic monitoring of microbial communities in remote areas.
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Affiliation(s)
- Javier Tamames
- Microbiome Analysis Laboratory, Systems Biology Department, CNB-CSIC, Madrid, Spain
| | - Diego Jiménez-Lalana
- Microbiome Analysis Laboratory, Systems Biology Department, CNB-CSIC, Madrid, Spain
| | - Álvaro Redondo
- Microbiome Analysis Laboratory, Systems Biology Department, CNB-CSIC, Madrid, Spain
| | - Sandra Martínez-García
- Departamento de Ecoloxía e Bioloxía Animal, Centro de Investigación Mariña, Universidade de Vigo, Vigo, Spain
| | - Asunción de Los Rios
- Department of Biogeochemistry and Microbial Ecology, National Museum of Natural Sciences (MNCN-CSIC), Madrid, Spain
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French BJ, Lim YW, Zgliczynski BJ, Edwards RA, Rohwer F, Sandin SA. Decoding diversity in a coral reef fish species complex with restricted range using metagenomic sequencing of gut contents. Ecol Evol 2020; 10:3413-3423. [PMID: 32273998 PMCID: PMC7141070 DOI: 10.1002/ece3.6138] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Revised: 01/22/2020] [Accepted: 02/03/2020] [Indexed: 12/21/2022] Open
Abstract
AIM Identification of the processes that generate and maintain species diversity within the same region can provide insight into biogeographic patterns at broader spatiotemporal scales. Hawkfishes in the genus Paracirrhites are a unique taxon to explore with respect to niche differentiation, exhibiting diagnostic differences in coloration, and an apparent center of distribution outside of the Indo-Malay-Philippine (IMP) biodiversity hotspot for coral reef fishes. Our aim is to use next-generation sequencing methods to leverage samples of a taxon at their center of maximum diversity to explore phylogenetic relationships and a possible mechanism of coexistence. LOCATION Flint Island, Southern Line Islands, Republic of Kiribati. METHODS A comprehensive review of museum records, the primary literature, and unpublished field survey records was undertaken to determine ranges for four "arc-eye" hawkfish species in the Paracirrhites species complex and a potential hybrid. Fish from four Paracirrhites species were collected from Flint Island in the Southern Line Islands, Republic of Kiribati. Hindgut contents were sequenced, and subsequent metagenomic analyses were used to assess the phylogenetic relatedness of the host fish, the microbiome community structure, and prey remains for each species. RESULTS Phylogenetic analyses conducted with recovered mitochondrial genomes revealed clustering of P. bicolor with P. arcatus and P. xanthus with P. nisus, which were unexpected on the basis of previous morphological work in this species complex. Differences in taxonomic composition of gut microbial communities and presumed prey remains indicate likely separation of foraging niches. MAIN CONCLUSIONS Our findings point toward previously unidentified relationships in this cryptic species complex at its proposed center of distribution. The three species endemic to the Polynesian province (P. nisus, P. xanthus, and P. bicolor) cluster separately from the more broadly distributed P. arcatus on the basis of relative abundance of metazoan sequences in the gut (presumed prey remains). Discordance between gut microbial communities and phylogeny of the host fish further reinforce the hypothesis of niche separation.
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Affiliation(s)
- Beverly J. French
- Center for Marine Biodiversity and ConservationScripps Institution of OceanographyUniversity of CaliforniaSan DiegoCAUSA
| | - Yan Wei Lim
- Department of BiologySan Diego State UniversitySan DiegoCAUSA
| | - Brian J. Zgliczynski
- Center for Marine Biodiversity and ConservationScripps Institution of OceanographyUniversity of CaliforniaSan DiegoCAUSA
| | - Robert A. Edwards
- Department of BiologySan Diego State UniversitySan DiegoCAUSA
- Department of Computer ScienceSan Diego State UniversitySan DiegoCAUSA
| | - Forest Rohwer
- Department of BiologySan Diego State UniversitySan DiegoCAUSA
| | - Stuart A. Sandin
- Center for Marine Biodiversity and ConservationScripps Institution of OceanographyUniversity of CaliforniaSan DiegoCAUSA
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On-Site Analysis of Bacterial Communities of the Ultraoligotrophic South Pacific Gyre. Appl Environ Microbiol 2019; 85:AEM.00184-19. [PMID: 31076426 DOI: 10.1128/aem.00184-19] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Accepted: 05/04/2019] [Indexed: 11/20/2022] Open
Abstract
The South Pacific Gyre (SPG) covers 10% of the ocean's surface and is often regarded as a marine biological desert. To gain an on-site overview of the remote, ultraoligotrophic microbial community of the SPG, we developed a novel onboard analysis pipeline, which combines next-generation sequencing with fluorescence in situ hybridization and automated cell enumeration. We tested the pipeline during the SO-245 "UltraPac" cruise from Chile to New Zealand and found that the overall microbial community of the SPG was highly similar to those of other oceanic gyres. The SPG was dominated by 20 major bacterial clades, including SAR11, SAR116, the AEGEAN-169 marine group, SAR86, Prochlorococcus, SAR324, SAR406, and SAR202. Most of the bacterial clades showed a strong vertical (20 m to 5,000 m), but only a weak longitudinal (80°W to 160°W), distribution pattern. Surprisingly, in the central gyre, Prochlorococcus, the dominant photosynthetic organism, had only low cellular abundances in the upper waters (20 to 80 m) and was more frequent around the 1% irradiance zone (100 to 150 m). Instead, the surface waters of the central gyre were dominated by the SAR11, SAR86, and SAR116 clades known to harbor light-driven proton pumps. The alphaproteobacterial AEGEAN-169 marine group was particularly abundant in the surface waters of the central gyre, indicating a potentially interesting adaptation to ultraoligotrophic waters and high solar irradiance. In the future, the newly developed community analysis pipeline will allow for on-site insights into a microbial community within 35 h of sampling, which will permit more targeted sampling efforts and hypothesis-driven research.IMPORTANCE The South Pacific Gyre, due to its vast size and remoteness, is one of the least-studied oceanic regions on earth. However, both remote sensing and in situ measurements indicated that the activity of its microbial community contributes significantly to global biogeochemical cycles. Presented here is an unparalleled investigation of the microbial community of the SPG from 20- to 5,000-m depths covering a geographic distance of ∼7,000 km. This insight was achieved through the development of a novel onboard analysis pipeline, which combines next-generation sequencing with fluorescence in situ hybridization and automated cell enumeration. The pipeline is well comparable to onshore systems based on the Illumina platforms and yields microbial community data in less than 35 h after sampling. Going forward, the ability to gain on-site knowledge of a remote microbial community will permit hypothesis-driven research, through the generation of novel scientific questions and subsequent additional targeted sampling efforts.
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Taking Advantage of the Genomics Revolution for Monitoring and Conservation of Chondrichthyan Populations. DIVERSITY-BASEL 2019. [DOI: 10.3390/d11040049] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Chondrichthyes (sharks, rays, skates and chimaeras) are among the oldest extant predators and are vital to top-down regulation of oceanic ecosystems. They are an ecologically diverse group occupying a wide range of habitats and are thus, exploited by coastal, pelagic and deep-water fishing industries. Chondrichthyes are among the most data deficient vertebrate species groups making design and implementation of regulatory and conservation measures challenging. High-throughput sequencing technologies have significantly propelled ecological investigations and understanding of marine and terrestrial species’ populations, but there remains a paucity of NGS based research on chondrichthyan populations. We present a brief review of current methods to access genomic and metagenomic data from Chondrichthyes and discuss applications of these datasets to increase our understanding of chondrichthyan taxonomy, evolution, ecology and population structures. Last, we consider opportunities and challenges offered by genomic studies for conservation and management of chondrichthyan populations.
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Johri S, Solanki J, Cantu VA, Fellows SR, Edwards RA, Moreno I, Vyas A, Dinsdale EA. 'Genome skimming' with the MinION hand-held sequencer identifies CITES-listed shark species in India's exports market. Sci Rep 2019; 9:4476. [PMID: 30872700 PMCID: PMC6418218 DOI: 10.1038/s41598-019-40940-9] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Accepted: 02/22/2019] [Indexed: 12/31/2022] Open
Abstract
Chondrichthyes - sharks, rays, skates, and chimeras, are among the most threatened and data deficient vertebrate species. Global demand for shark and ray derived products, drives unregulated and exploitative fishing practices, which are in turn facilitated by the lack of ecological data required for effective conservation of these species. Here, we describe a Next Generation Sequencing method (using the MinION, a hand-held portable sequencing device from Oxford Nanopore Technologies), and analyses pipeline for molecular ecological studies in Chondrichthyes. Using this method, the complete mitochondrial genome and nuclear intergenic and protein-coding sequences were obtained by direct sequencing of genomic DNA obtained from shark fin tissue. Recovered loci include mitochondrial barcode sequences- Cytochrome oxidase I, NADH2, 16S rRNA and 12S rRNA- and nuclear genetic loci such as 5.8S rRNA, Internal Transcribed Spacer 2, and 28S rRNA regions, which are commonly used for taxonomic identification. Other loci recovered were the nuclear protein-coding genes for antithrombin or SerpinC, Immunoglobulin lambda light chain, Preprogehrelin, selenium binding protein 1(SBP1), Interleukin-1 beta (IL-1β) and Recombination-Activating Gene 1 (RAG1). The median coverage across all genetic loci was 20x and sequence accuracy was ≥99.8% compared to reference sequences. Analyses of the nuclear ITS2 region and the mitochondrial protein-encoding loci allowed accurate taxonomic identification of the shark specimen as Carcharhinus falciformis, a CITES Appendix II species. MinION sequencing provided 1,152,211 bp of new shark genome, increasing the number of sequenced shark genomes to five. Phylogenetic analyses using both mitochondrial and nuclear loci provided evidence that Prionace glauca is nested within Carcharhinus, suggesting the need for taxonomic reassignment of P. glauca. We increased genomic information about a shark species for ecological and population genetic studies, enabled accurate identification of the shark tissue for biodiversity indexing and resolved phylogenetic relationships among multiple taxa. The method was independent of amplification bias, and adaptable for field assessments of other Chondrichthyes and wildlife species in the future.
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Affiliation(s)
- Shaili Johri
- Department of Biology, 5500 Campanile Dr., San Diego State University, San Diego, CA, 92128, USA
| | - Jitesh Solanki
- College of Fisheries Science, Rajendra Bhuvan Road, Junagadh Agricultural University, Veraval, Gujarat, 362266, India
| | - Vito Adrian Cantu
- Computational Sciences Research Center, 5500 Campanile Drive, San Diego State University, San Diego, CA, 92128, USA
| | - Sam R Fellows
- Department of Biology, 5500 Campanile Dr., San Diego State University, San Diego, CA, 92128, USA
| | - Robert A Edwards
- Computational Sciences Research Center, 5500 Campanile Drive, San Diego State University, San Diego, CA, 92128, USA
| | - Isabel Moreno
- Department of Biology, 5500 Campanile Dr., San Diego State University, San Diego, CA, 92128, USA
| | - Asit Vyas
- College of Fisheries Science, Rajendra Bhuvan Road, Junagadh Agricultural University, Veraval, Gujarat, 362266, India
| | - Elizabeth A Dinsdale
- Department of Biology, 5500 Campanile Dr., San Diego State University, San Diego, CA, 92128, USA.
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Apprill A. On-site sequencing speeds up and re-directs field-based microbiology. ENVIRONMENTAL MICROBIOLOGY REPORTS 2019; 11:45-47. [PMID: 30689306 DOI: 10.1111/1758-2229.12732] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Affiliation(s)
- Amy Apprill
- Department of Marine Chemistry and Geochemistry, Woods Hole Oceanographic Institution, 266 Woods Hole Road, MS #4, Woods Hole, MA, 02543, USA
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Tamames J, Puente-Sánchez F. SqueezeMeta, A Highly Portable, Fully Automatic Metagenomic Analysis Pipeline. Front Microbiol 2019; 9:3349. [PMID: 30733714 PMCID: PMC6353838 DOI: 10.3389/fmicb.2018.03349] [Citation(s) in RCA: 181] [Impact Index Per Article: 36.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Accepted: 12/31/2018] [Indexed: 12/11/2022] Open
Abstract
The improvement of sequencing technologies has facilitated generalization of metagenomic sequencing, which has become a standard procedure for analyzing the structure and functionality of microbiomes. Bioinformatic analysis of sequencing results poses a challenge because it involves many different complex steps. SqueezeMeta is a fully automatic pipeline for metagenomics/metatranscriptomics, covering all steps of the analysis. SqueezeMeta includes multi-metagenome support that enables co-assembly of related metagenomes and retrieval of individual genomes via binning procedures. SqueezeMeta features several unique characteristics: co-assembly procedure or co-assembly of unlimited number of metagenomes via merging of individual assembled metagenomes, both with read mapping for estimation of the abundances of genes in each metagenome. It also includes binning and bin checking for retrieving individual genomes. Internal checks for the assembly and binning steps provide information about the consistency of contigs and bins. Moreover, results are stored in a MySQL database, where they can be easily exported and shared, and can be inspected anywhere using a flexible web interface that allows simple creation of complex queries. We illustrate the potential of SqueezeMeta by analyzing 32 gut metagenomes in a fully automatic way, enabling retrieval of several million genes and several hundreds of genomic bins. One of the motivations in the development of SqueezeMeta was producing a software capable of running in small desktop computers and thus amenable to all users and settings. We were also able to co-assemble two of these metagenomes and complete the full analysis in less than one day using a simple laptop computer. This reveals the capacity of SqueezeMeta to run without high-performance computing infrastructure and in absence of any network connectivity. It is therefore adequate for in situ, real time analysis of metagenomes produced by nanopore sequencing. SqueezeMeta can be downloaded from https://github.com/jtamames/SqueezeMeta.
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Affiliation(s)
- Javier Tamames
- Department of Systems Biology, Spanish Center for Biotechnology, CSIC, Madrid, Spain
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Ecology and Biotechnological Potential of Bacteria Belonging to the Genus Pseudovibrio. Appl Environ Microbiol 2018; 84:AEM.02516-17. [PMID: 29453252 DOI: 10.1128/aem.02516-17] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Members of the genus Pseudovibrio have been isolated worldwide from a great variety of marine sources as both free-living and host-associated bacteria. So far, the available data depict a group of alphaproteobacteria characterized by a versatile metabolism, which allows them to use a variety of substrates to meet their carbon, nitrogen, sulfur, and phosphorous requirements. Additionally, Pseudovibrio-related bacteria have been shown to proliferate under extreme oligotrophic conditions, tolerate high heavy-metal concentrations, and metabolize potentially toxic compounds. Considering this versatility, it is not surprising that they have been detected from temperate to tropical regions and are often the most abundant isolates obtained from marine invertebrates. Such an association is particularly recurrent with marine sponges and corals, animals that play a key role in benthic marine systems. The data so far available indicate that these bacteria are mainly beneficial to the host, and besides being involved in major nutrient cycles, they could provide the host with both vitamins/cofactors and protection from potential pathogens via the synthesis of antimicrobial secondary metabolites. In fact, the biosynthetic abilities of Pseudovibrio spp. have been emerging in recent years, and both genomic and analytic studies have underlined how these organisms promise novel natural products of biotechnological value.
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Doane MP, Haggerty JM, Kacev D, Papudeshi B, Dinsdale EA. The skin microbiome of the common thresher shark (Alopias vulpinus) has low taxonomic and gene function β-diversity. ENVIRONMENTAL MICROBIOLOGY REPORTS 2017; 9:357-373. [PMID: 28418094 DOI: 10.1111/1758-2229.12537] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/19/2016] [Revised: 03/23/2017] [Accepted: 04/03/2017] [Indexed: 05/22/2023]
Abstract
The health of sharks, like all organisms, is linked to their microbiome. At the skin interface, sharks have dermal denticles that protrude above the mucus, which may affect the types of microbes that occur here. We characterized the microbiome from the skin of the common thresher shark (Alopias vulpinus) to investigate the structure and composition of the skin microbiome. On average 618 812 (80.9% ± S.D. 0.44%) reads per metagenomic library contained open reading frames; of those, between 7.6% and 12.8% matched known protein sequences. Genera distinguishing the A. vulpinus microbiome from the water column included, Pseudoalteromonas (12.8% ± 4.7 of sequences), Erythrobacter (5. 3% ± 0.5) and Idiomarina (4.2% ± 1.2) and distinguishing gene pathways included, cobalt, zinc and cadmium resistance (2.2% ± 0.1); iron acquisition (1.2% ± 0.1) and ton/tol transport (1.3% ± 0.08). Taxonomic community overlap (100 - dissimilarity index) was greater in the skin microbiome (77.6), relative to the water column microbiome (70.6) and a reference host-associated microbiome (algae: 71.5). We conclude the A. vulpinus skin microbiome is influenced by filtering processes, including biochemical and biophysical components of the shark skin and result in a structured microbiome.
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Affiliation(s)
- Michael P Doane
- Department of Biology, San Diego State University, San Diego, CA, USA
| | | | - Dovi Kacev
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Bhavya Papudeshi
- Department of Computer Sciences, San Diego State University, San Diego, CA, USA
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Lee SY, Woo SK, Lee SM, Ha EJ, Lim KH, Choi KH, Roh YH, Eom YB. Microbiota Composition and Pulmonary Surfactant Protein Expression as Markers of Death by Drowning. J Forensic Sci 2017; 62:1080-1088. [PMID: 28097647 DOI: 10.1111/1556-4029.13347] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2016] [Revised: 09/02/2016] [Accepted: 09/10/2016] [Indexed: 12/14/2022]
Abstract
Pathological diagnosis of drowning remains a challenge for forensic science, because of a lack of pathognomonic findings. We analyzed microbiota and surfactant protein in the lungs for a novel diagnosis of drowning. All rats were divided into drowning, postmortem submersion, and control groups. The water, lungs, closed organs (kidney and liver), and cardiac blood in rats were assayed by targeting 16S ribosomal RNA of Miseq sequencing. Lung samples were analyzed by immunohistochemical staining for surfactant protein A. The closed organs and cardiac blood of drowned group have a lot of aquatic microbes, which have not been detected in postmortem submersion group. Furthermore, intra-alveolar granular staining of surfactant protein A (SP-A) was severely observed in the drowned group than the postmortem submersion and control groups. The findings suggested that the presence of aquatic microbiota in the closed organs and increased expression of SP-A could be markers for a diagnosis of drowning.
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Affiliation(s)
- So-Yeon Lee
- Department of Medical Science, College of Medical Sciences, Soonchunhyang University, Asan, Chungnam, 31538, Korea
| | - Seung-Kyun Woo
- Department of Medical Science, College of Medical Sciences, Soonchunhyang University, Asan, Chungnam, 31538, Korea
| | - So-Min Lee
- Department of Biomedical Laboratory Science, College of Medical Sciences, Soonchunhyang University, Asan, Chungnam, 31538, Korea
| | - Eun-Ju Ha
- Department of Biomedical Laboratory Science, College of Medical Sciences, Soonchunhyang University, Asan, Chungnam, 31538, Korea
| | - Kyoung-Hee Lim
- Department of Biomedical Laboratory Science, College of Medical Sciences, Soonchunhyang University, Asan, Chungnam, 31538, Korea
| | - Kyung-Hwa Choi
- National Research Safety Headquarters, Korea Research Institute of Bioscience & Biotechnology, Cheongju, Chungbuk, 28116, Korea
| | - Young-Hee Roh
- National Research Safety Headquarters, Korea Research Institute of Bioscience & Biotechnology, Cheongju, Chungbuk, 28116, Korea
| | - Yong-Bin Eom
- Department of Medical Science, College of Medical Sciences, Soonchunhyang University, Asan, Chungnam, 31538, Korea.,Department of Biomedical Laboratory Science, College of Medical Sciences, Soonchunhyang University, Asan, Chungnam, 31538, Korea
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11
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Kilianski A, Carcel P, Yao S, Roth P, Schulte J, Donarum GB, Fochler ET, Hill JM, Liem AT, Wiley MR, Ladner JT, Pfeffer BP, Elliot O, Petrosov A, Jima DD, Vallard TG, Melendrez MC, Skowronski E, Quan PL, Lipkin WI, Gibbons HS, Hirschberg DL, Palacios GF, Rosenzweig CN. Pathosphere.org: pathogen detection and characterization through a web-based, open source informatics platform. BMC Bioinformatics 2015; 16:416. [PMID: 26714571 PMCID: PMC4696252 DOI: 10.1186/s12859-015-0840-5] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2015] [Accepted: 12/08/2015] [Indexed: 01/15/2023] Open
Abstract
BACKGROUND The detection of pathogens in complex sample backgrounds has been revolutionized by wide access to next-generation sequencing (NGS) platforms. However, analytical methods to support NGS platforms are not as uniformly available. Pathosphere (found at Pathosphere.org) is a cloud - based open - sourced community tool that allows for communication, collaboration and sharing of NGS analytical tools and data amongst scientists working in academia, industry and government. The architecture allows for users to upload data and run available bioinformatics pipelines without the need for onsite processing hardware or technical support. RESULTS The pathogen detection capabilities hosted on Pathosphere were tested by analyzing pathogen-containing samples sequenced by NGS with both spiked human samples as well as human and zoonotic host backgrounds. Pathosphere analytical pipelines developed by Edgewood Chemical Biological Center (ECBC) identified spiked pathogens within a common sample analyzed by 454, Ion Torrent, and Illumina sequencing platforms. ECBC pipelines also correctly identified pathogens in human samples containing arenavirus in addition to animal samples containing flavivirus and coronavirus. These analytical methods were limited in the detection of sequences with limited homology to previous annotations within NCBI databases, such as parvovirus. Utilizing the pipeline-hosting adaptability of Pathosphere, the analytical suite was supplemented by analytical pipelines designed by the United States Army Medical Research Insititute of Infectious Diseases and Walter Reed Army Institute of Research (USAMRIID-WRAIR). These pipelines were implemented and detected parvovirus sequence in the sample that the ECBC iterative analysis previously failed to identify. CONCLUSIONS By accurately detecting pathogens in a variety of samples, this work demonstrates the utility of Pathosphere and provides a platform for utilizing, modifying and creating pipelines for a variety of NGS technologies developed to detect pathogens in complex sample backgrounds. These results serve as an exhibition for the existing pipelines and web-based interface of Pathosphere as well as the plug-in adaptability that allows for integration of newer NGS analytical software as it becomes available.
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Affiliation(s)
- Andy Kilianski
- Biosciences Division, Edgewood Chemical and Biological Center, 5183 Blackhawk Rd, Aberdeen Proving Ground, Edgewood, MD, 21010, USA.
| | | | - Shijie Yao
- OptiMetrics, Inc, Abingdon, MD, USA. .,Joint Genome Institute, Department of Energy, LBNL, Berkley, CA, USA.
| | - Pierce Roth
- Biosciences Division, Edgewood Chemical and Biological Center, 5183 Blackhawk Rd, Aberdeen Proving Ground, Edgewood, MD, 21010, USA. .,OptiMetrics, Inc, Abingdon, MD, USA.
| | | | | | | | - Jessica M Hill
- Biosciences Division, Edgewood Chemical and Biological Center, 5183 Blackhawk Rd, Aberdeen Proving Ground, Edgewood, MD, 21010, USA. .,OptiMetrics, Inc, Abingdon, MD, USA.
| | - Alvin T Liem
- Biosciences Division, Edgewood Chemical and Biological Center, 5183 Blackhawk Rd, Aberdeen Proving Ground, Edgewood, MD, 21010, USA. .,OptiMetrics, Inc, Abingdon, MD, USA.
| | - Michael R Wiley
- Center for Genome Sciences, United States Medical Research Institute of Infectious Diseases, Ft. Detrick, Frederick, MD, USA.
| | - Jason T Ladner
- Center for Genome Sciences, United States Medical Research Institute of Infectious Diseases, Ft. Detrick, Frederick, MD, USA.
| | - Bradley P Pfeffer
- Center for Genome Sciences, United States Medical Research Institute of Infectious Diseases, Ft. Detrick, Frederick, MD, USA.
| | - Oliver Elliot
- Department of Biomedical Informatics, Columbia University, New York, NY, USA.
| | - Alexandra Petrosov
- The Center for Infection and Immunity, Columbia University, New York, NY, USA.
| | - Dereje D Jima
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, MD, USA.
| | - Tyghe G Vallard
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, MD, USA.
| | - Melanie C Melendrez
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, MD, USA.
| | | | - Phenix-Lan Quan
- The Center for Infection and Immunity, Columbia University, New York, NY, USA.
| | - W Ian Lipkin
- The Center for Infection and Immunity, Columbia University, New York, NY, USA.
| | - Henry S Gibbons
- Biosciences Division, Edgewood Chemical and Biological Center, 5183 Blackhawk Rd, Aberdeen Proving Ground, Edgewood, MD, 21010, USA.
| | - David L Hirschberg
- The Center for Infection and Immunity, Columbia University, New York, NY, USA. .,Department of Interdisciplinary Arts and Sciences, University of Washington Tacoma, Tacoma, WA, USA.
| | - Gustavo F Palacios
- Center for Genome Sciences, United States Medical Research Institute of Infectious Diseases, Ft. Detrick, Frederick, MD, USA.
| | - C Nicole Rosenzweig
- Biosciences Division, Edgewood Chemical and Biological Center, 5183 Blackhawk Rd, Aberdeen Proving Ground, Edgewood, MD, 21010, USA.
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12
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Abstract
Environmental studies are primarily done by culturing isolated microorganisms or by amplifying and sequencing conserved genes. Difficulties understanding the complexity of large numbers of various microorganisms in an environment led to the development of techniques to enrich specific microorganisms for upstream analysis, ultimately leading to single-cell isolation and analyses. We discuss the significance of single-cell technologies in omics studies with focus on metagenomics and metatranscriptomics. We propose that by reducing sample heterogeneity using single-cell genomics, metaomic studies can be simplified.
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Affiliation(s)
- Rimantas Kodzius
- King Abdullah University of Science and Technology (KAUST), Computational Bioscience Research Center (CBRC), Computer, Electrical and Mathematical Sciences and Engineering Division (CEMSE), Saudi Arabia.
| | - Takashi Gojobori
- King Abdullah University of Science and Technology (KAUST), Computational Bioscience Research Center (CBRC), Biological and Environmental Sciences and Engineering Division (BESE), Saudi Arabia.
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