1
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Sun PF, Lu MR, Liu YC, Shaw BJP, Lin CP, Chen HW, Lin YF, Hoh DZ, Ke HM, Wang IF, Lu MYJ, Young EB, Millett J, Kirschner R, Lin YCJ, Chen YL, Tsai IJ. An acidophilic fungus promotes prey digestion in a carnivorous plant. Nat Microbiol 2024:10.1038/s41564-024-01766-y. [PMID: 39090391 DOI: 10.1038/s41564-024-01766-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Accepted: 06/19/2024] [Indexed: 08/04/2024]
Abstract
Leaves of the carnivorous sundew plants (Drosera spp.) secrete mucilage that hosts microorganisms, but whether this microbiota contributes to prey digestion is unclear. We identified the acidophilic fungus Acrodontium crateriforme as the dominant species in the mucilage microbial communities, thriving in multiple sundew species across the global range. The fungus grows and sporulates on sundew glands as its preferred acidic environment, and its presence in traps increased the prey digestion process. A. crateriforme has a reduced genome similar to other symbiotic fungi. During A. crateriforme-Drosera spatulata coexistence and digestion of prey insects, transcriptomes revealed significant gene co-option in both partners. Holobiont expression patterns during prey digestion further revealed synergistic effects in several gene families including fungal aspartic and sedolisin peptidases, facilitating prey digestion in leaves, as well as nutrient assimilation and jasmonate signalling pathway expression. This study establishes that botanical carnivory is defined by adaptations involving microbial partners and interspecies interactions.
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Affiliation(s)
- Pei-Feng Sun
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
- Biodiversity Program, Taiwan International Graduate Program, Academia Sinica and National Taiwan Normal University, Taipei, Taiwan
- Department of Life Science, National Taiwan Normal University, Taipei, Taiwan
| | - Min R Lu
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
| | - Yu-Ching Liu
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
| | - Brandon J P Shaw
- Geography and Environment, Loughborough University, Loughborough, UK
- NERC Environmental Omics Facility (NEOF), NEOF Visitor Facility, School of Biosciences, University of Sheffield, Sheffield, UK
| | - Chieh-Ping Lin
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
| | - Hung-Wei Chen
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
| | - Yu-Fei Lin
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
| | - Daphne Z Hoh
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
| | - Huei-Mien Ke
- Department of Microbiology, Soochow University, Taipei, Taiwan
| | - I-Fan Wang
- Department of Biotechnology and Bioindustry Sciences, College of Bioscience and Biotechnology, National Cheng Kung University, Tainan, Taiwan
- University Center of Bioscience and Biotechnology, National Cheng Kung University, Tainan, Taiwan
| | - Mei-Yeh Jade Lu
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
| | - Erica B Young
- Department of Biological Sciences, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - Jonathan Millett
- Geography and Environment, Loughborough University, Loughborough, UK
| | - Roland Kirschner
- School of Forestry and Resource Conservation, National Taiwan University, Taipei, Taiwan
| | - Ying-Chung Jimmy Lin
- Department of Life Science, College of Life Science, National Taiwan University, Taipei, Taiwan
- Institute of Plant Biology, College of Life Science, National Taiwan University, Taipei, Taiwan
| | - Ying-Lan Chen
- Department of Biotechnology and Bioindustry Sciences, College of Bioscience and Biotechnology, National Cheng Kung University, Tainan, Taiwan
- University Center of Bioscience and Biotechnology, National Cheng Kung University, Tainan, Taiwan
| | - Isheng Jason Tsai
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan.
- Biodiversity Program, Taiwan International Graduate Program, Academia Sinica and National Taiwan Normal University, Taipei, Taiwan.
- Department of Life Science, National Taiwan Normal University, Taipei, Taiwan.
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2
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RNA-Seq Analysis on the Microbiota Associated with the White Shrimp (Litopenaeus vannamei) in Different Stages of Development. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12052483] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
White leg shrimp (Litopenaeus vannamei) is a widely cultured species along the Pacific coast and is one of the most important crustaceans in world aquaculture. The microbiome composition of L. vannamei has been previously studied in different developmental stages, but there is limited information regarding the functional role of the microbiome during the development of L. vannamei. In this study the metatranscriptome in different developmental stages of L. vannamei (larvae, juvenile and adult) were generated using next generation sequencing techniques. The bacterial phyla found throughout all the stages of development belonged to the Proteobacteria, Firmicutes and Actinobacteria, these bacterial phyla are present in the digestive tract and are capable of producing several hydrolytic enzymes, which agrees with high representation of the primary metabolism and energy production, in both host and the microbiome. In this sense, functional changes were observed as the development progressed, in both host and the microbiome, in stages of larvae the most represented metabolic functions were associated with biomass production; while in juvenile and adult stages a higher proportion of metabolic functions associated to biotic and abiotic stress in L. vannamei and the microbiome were shown. This study provides evidence of the interaction of the microbiome with L. vannamei, and how the stage of development and the culture conditions of this species influences the gene expression and the microbiome composition, which suggests a complex metabolic network present throughout the life cycle of L. vannamei.
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3
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Arai N, Ohno Y, Jumyo S, Hamaji Y, Ohyama T. Organ-specific expression and epigenetic traits of genes encoding digestive enzymes in the lance-leaf sundew (Drosera adelae). JOURNAL OF EXPERIMENTAL BOTANY 2021; 72:1946-1961. [PMID: 33247920 PMCID: PMC7921302 DOI: 10.1093/jxb/eraa560] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/25/2020] [Accepted: 11/25/2020] [Indexed: 05/16/2023]
Abstract
Over the last two decades, extensive studies have been performed at the molecular level to understand the evolution of carnivorous plants. As fruits, the repertoire of protein components in the digestive fluids of several carnivorous plants have gradually become clear. However, the quantitative aspects of these proteins and the expression mechanisms of the genes that encode them are still poorly understood. In this study, using the Australian sundew Drosera adelae, we identified and quantified the digestive fluid proteins. We examined the expression and methylation status of the genes corresponding to major hydrolytic enzymes in various organs; these included thaumatin-like protein, S-like RNase, cysteine protease, class I chitinase, β-1, 3-glucanase, and hevein-like protein. The genes encoding these proteins were exclusively expressed in the glandular tentacles. Furthermore, the promoters of the β-1, 3-glucanase and cysteine protease genes were demethylated only in the glandular tentacles, similar to the previously reported case of the S-like RNase gene da-I. This phenomenon correlated with high expression of the DNA demethylase DEMETER in the glandular tentacles, strongly suggesting that it performs glandular tentacle-specific demethylation of the genes. The current study strengthens and generalizes the relevance of epigenetics to trap organ-specific gene expression in D. adelae. We also suggest similarities between the trap organs of carnivorous plants and the roots of non-carnivorous plants.
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Affiliation(s)
- Naoki Arai
- Major in Integrative Bioscience and Biomedical Engineering, Graduate School of Science and Engineering, Waseda University, Shinjuku-ku, Tokyo, Japan
| | - Yusuke Ohno
- Major in Integrative Bioscience and Biomedical Engineering, Graduate School of Science and Engineering, Waseda University, Shinjuku-ku, Tokyo, Japan
| | - Shinya Jumyo
- Major in Integrative Bioscience and Biomedical Engineering, Graduate School of Science and Engineering, Waseda University, Shinjuku-ku, Tokyo, Japan
| | - Yusuke Hamaji
- Department of Biology, Faculty of Education and Integrated Arts and Sciences, Waseda University, Shinjuku-ku, Tokyo, Japan
| | - Takashi Ohyama
- Major in Integrative Bioscience and Biomedical Engineering, Graduate School of Science and Engineering, Waseda University, Shinjuku-ku, Tokyo, Japan
- Department of Biology, Faculty of Education and Integrated Arts and Sciences, Waseda University, Shinjuku-ku, Tokyo, Japan
- Correspondence:
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4
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Sickel W, Van de Weyer AL, Bemm F, Schultz J, Keller A. Venus flytrap microbiotas withstand harsh conditions during prey digestion. FEMS Microbiol Ecol 2019; 95:5289860. [PMID: 30649283 DOI: 10.1093/femsec/fiz010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Accepted: 01/15/2019] [Indexed: 11/13/2022] Open
Abstract
The carnivorous Venus flytrap (Dionaea muscipula) overcomes environmental nutrient limitation by capturing small animals. Such prey is digested with an acidic enzyme-containing mucilage that is secreted into the closed trap. However, surprisingly little is known about associations with microorganisms. Therefore, we assessed microbiotas of traps and petioles for the Venus flytrap by 16S amplicon meta-barcoding. We also performed time-series assessments of dynamics during digestion in traps and experimental acidification of petioles. We found that the traps hosted distinct microbiotas that differed from adjacent petioles. Further, they showed a significant taxonomic turnover during digestion. Following successful catches, prey-associated bacteria had strong effects on overall composition. With proceeding digestion, however, microbiotas were restored to compositions resembling pre-digestion stages. A comparable, yet less extensive shift was found when stimulating digestion with coronatine. Artificial acidification of petioles did not induce changes towards trap-like communities. Our results show that trap microbiota were maintained during digestion despite harsh conditions and recovered after short-term disturbances through prey microbiota. This indicates trap-specific and resilient associations. By mapping to known genomes, we predicted putative adaptations and functional implications for the system, yet direct mechanisms and quantification of host benefits, like the involvement in digestion, remain to be addressed.
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Affiliation(s)
- Wiebke Sickel
- Molecular Biodiversity Group, Department of Animal Ecology and Tropical Biology, Biocenter, University of Würzburg, Würzburg, Germany
| | | | - Felix Bemm
- Department of Bioinformatics, Biocenter, University of Würzburg, Würzburg, Germany
| | - Jörg Schultz
- Department of Bioinformatics, Biocenter, University of Würzburg, Würzburg, Germany.,Center for Computational and Theoretical Biology, University of Würzburg, Germany
| | - Alexander Keller
- Molecular Biodiversity Group, Department of Animal Ecology and Tropical Biology, Biocenter, University of Würzburg, Würzburg, Germany.,Department of Bioinformatics, Biocenter, University of Würzburg, Würzburg, Germany.,Center for Computational and Theoretical Biology, University of Würzburg, Germany
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5
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Crump BC, Wojahn JM, Tomas F, Mueller RS. Metatranscriptomics and Amplicon Sequencing Reveal Mutualisms in Seagrass Microbiomes. Front Microbiol 2018; 9:388. [PMID: 29599758 PMCID: PMC5863793 DOI: 10.3389/fmicb.2018.00388] [Citation(s) in RCA: 60] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Accepted: 02/20/2018] [Indexed: 11/13/2022] Open
Abstract
Terrestrial plants benefit from many well-understood mutualistic relationships with root- and leaf-associated microbiomes, but relatively little is known about these relationships for seagrass and other aquatic plants. We used 16S rRNA gene amplicon sequencing and metatranscriptomics to assess potential mutualisms between microorganisms and the seagrasses Zostera marina and Zostera japonica collected from mixed beds in Netarts Bay, OR, United States. The phylogenetic composition of leaf-, root-, and water column-associated bacterial communities were strikingly different, but these communities were not significantly different between plant species. Many taxa present on leaves were related to organisms capable of consuming the common plant metabolic waste product methanol, and of producing agarases, which can limit the growth of epiphytic algae. Taxa present on roots were related to organisms capable of oxidizing toxic sulfur compounds and of fixing nitrogen. Metatranscriptomic sequencing identified expression of genes involved in all of these microbial metabolic processes at levels greater than typical water column bacterioplankton, and also identified expression of genes involved in denitrification and in bacterial synthesis of the plant growth hormone indole-3-acetate. These results provide the first evidence using metatranscriptomics that seagrass microbiomes carry out a broad range of functions that may benefit their hosts, and imply that microbe-plant mutualisms support the health and growth of aquatic plants.
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Affiliation(s)
- Byron C. Crump
- College of Earth, Ocean, and Atmospheric Sciences, Oregon State University, Corvallis, OR, United States
| | - John M. Wojahn
- College of Earth, Ocean, and Atmospheric Sciences, Oregon State University, Corvallis, OR, United States
| | - Fiona Tomas
- Department of Fisheries and Wildlife, Oregon State University, Corvallis, OR, United States
- Instituto Mediterráneo de Estudios Avanzados (IMEDEA), Universitat de les Illes Balears (UIB) – Consejo Superior de Investigaciones Científicas (CSIC), Esporles, Spain
| | - Ryan S. Mueller
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
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6
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Dijkhuizen LW, Brouwer P, Bolhuis H, Reichart GJ, Koppers N, Huettel B, Bolger AM, Li FW, Cheng S, Liu X, Wong GKS, Pryer K, Weber A, Bräutigam A, Schluepmann H. Is there foul play in the leaf pocket? The metagenome of floating fern Azolla reveals endophytes that do not fix N 2 but may denitrify. THE NEW PHYTOLOGIST 2018. [PMID: 26680538 DOI: 10.1111/nph] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Dinitrogen fixation by Nostoc azollae residing in specialized leaf pockets supports prolific growth of the floating fern Azolla filiculoides. To evaluate contributions by further microorganisms, the A. filiculoides microbiome and nitrogen metabolism in bacteria persistently associated with Azolla ferns were characterized. A metagenomic approach was taken complemented by detection of N2 O released and nitrogen isotope determinations of fern biomass. Ribosomal RNA genes in sequenced DNA of natural ferns, their enriched leaf pockets and water filtrate from the surrounding ditch established that bacteria of A. filiculoides differed entirely from surrounding water and revealed species of the order Rhizobiales. Analyses of seven cultivated Azolla species confirmed persistent association with Rhizobiales. Two distinct nearly full-length Rhizobiales genomes were identified in leaf-pocket-enriched samples from ditch grown A. filiculoides. Their annotation revealed genes for denitrification but not N2 -fixation. 15 N2 incorporation was active in ferns with N. azollae but not in ferns without. N2 O was not detectably released from surface-sterilized ferns with the Rhizobiales. N2 -fixing N. azollae, we conclude, dominated the microbiome of Azolla ferns. The persistent but less abundant heterotrophic Rhizobiales bacteria possibly contributed to lowering O2 levels in leaf pockets but did not release detectable amounts of the strong greenhouse gas N2 O.
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Affiliation(s)
- Laura W Dijkhuizen
- Molecular Plant Physiology Department, Utrecht University, Padualaan 8, Utrecht, 3584CH, the Netherlands
| | - Paul Brouwer
- Molecular Plant Physiology Department, Utrecht University, Padualaan 8, Utrecht, 3584CH, the Netherlands
| | - Henk Bolhuis
- Department of Marine Microbiology and Biogeochemistry, Netherlands Institute for Sea Research (NIOZ), Utrecht University, Den Hoorn, 1797SZ, the Netherlands
| | - Gert-Jan Reichart
- Department of Earth Sciences, Utrecht University, Utrecht, 3508TA, the Netherlands
| | - Nils Koppers
- Department of Plant Biochemistry, Cluster of Excellence on Plant Sciences (CEPLAS), Heinrich Heine University, Düsseldorf, 40225, Germany
| | - Bruno Huettel
- Max Planck Institute for Plant Breeding ADIS/DNA Core Facility, Cologne, 50829, Germany
| | - Anthony M Bolger
- Institute of Botany and Molecular Genetics IBMG, IRWTH Aachen University, 52074, Aachen, Germany
| | - Fay-Wei Li
- Department of Biology, Duke University, Durham, NC, 27708, USA
- Boyce Thompson Institute for Plant Research, Cornell University, Ithaca, NY, 14853, USA
| | - Shifeng Cheng
- Beijing Genomics Institute-Shenzhen, Shenzhen, 518083, China
| | - Xin Liu
- Beijing Genomics Institute-Shenzhen, Shenzhen, 518083, China
| | - Gane Ka-Shu Wong
- Beijing Genomics Institute-Shenzhen, Shenzhen, 518083, China
- Department of Biological Sciences, University of Alberta, Edmonton, AB, T6G 2E9, Canada
| | - Kathleen Pryer
- Department of Biology, Duke University, Durham, NC, 27708, USA
| | - Andreas Weber
- Department of Plant Biochemistry, Cluster of Excellence on Plant Sciences (CEPLAS), Heinrich Heine University, Düsseldorf, 40225, Germany
| | - Andrea Bräutigam
- Department of Plant Biochemistry, Cluster of Excellence on Plant Sciences (CEPLAS), Heinrich Heine University, Düsseldorf, 40225, Germany
| | - Henriette Schluepmann
- Molecular Plant Physiology Department, Utrecht University, Padualaan 8, Utrecht, 3584CH, the Netherlands
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7
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Dijkhuizen LW, Brouwer P, Bolhuis H, Reichart G, Koppers N, Huettel B, Bolger AM, Li F, Cheng S, Liu X, Wong GK, Pryer K, Weber A, Bräutigam A, Schluepmann H. Is there foul play in the leaf pocket? The metagenome of floating fern Azolla reveals endophytes that do not fix N 2 but may denitrify. THE NEW PHYTOLOGIST 2018; 217:453-466. [PMID: 29084347 PMCID: PMC5901025 DOI: 10.1111/nph.14843] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2017] [Accepted: 09/05/2017] [Indexed: 05/18/2023]
Abstract
Dinitrogen fixation by Nostoc azollae residing in specialized leaf pockets supports prolific growth of the floating fern Azolla filiculoides. To evaluate contributions by further microorganisms, the A. filiculoides microbiome and nitrogen metabolism in bacteria persistently associated with Azolla ferns were characterized. A metagenomic approach was taken complemented by detection of N2 O released and nitrogen isotope determinations of fern biomass. Ribosomal RNA genes in sequenced DNA of natural ferns, their enriched leaf pockets and water filtrate from the surrounding ditch established that bacteria of A. filiculoides differed entirely from surrounding water and revealed species of the order Rhizobiales. Analyses of seven cultivated Azolla species confirmed persistent association with Rhizobiales. Two distinct nearly full-length Rhizobiales genomes were identified in leaf-pocket-enriched samples from ditch grown A. filiculoides. Their annotation revealed genes for denitrification but not N2 -fixation. 15 N2 incorporation was active in ferns with N. azollae but not in ferns without. N2 O was not detectably released from surface-sterilized ferns with the Rhizobiales. N2 -fixing N. azollae, we conclude, dominated the microbiome of Azolla ferns. The persistent but less abundant heterotrophic Rhizobiales bacteria possibly contributed to lowering O2 levels in leaf pockets but did not release detectable amounts of the strong greenhouse gas N2 O.
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Affiliation(s)
- Laura W. Dijkhuizen
- Molecular Plant Physiology DepartmentUtrecht UniversityPadualaan 8Utrecht3584CHthe Netherlands
| | - Paul Brouwer
- Molecular Plant Physiology DepartmentUtrecht UniversityPadualaan 8Utrecht3584CHthe Netherlands
| | - Henk Bolhuis
- Department of Marine Microbiology and BiogeochemistryNetherlands Institute for Sea Research (NIOZ)Utrecht UniversityDen Hoorn1797SZthe Netherlands
| | - Gert‐Jan Reichart
- Department of Earth SciencesUtrecht UniversityUtrecht3508TAthe Netherlands
| | - Nils Koppers
- Department of Plant BiochemistryCluster of Excellence on Plant Sciences (CEPLAS)Heinrich Heine UniversityDüsseldorf40225Germany
| | - Bruno Huettel
- Max Planck Institute for Plant Breeding ADIS/DNA Core FacilityCologne50829Germany
| | - Anthony M. Bolger
- Institute of Botany and Molecular Genetics IBMGIRWTH Aachen University52074AachenGermany
| | - Fay‐Wei Li
- Department of BiologyDuke UniversityDurhamNC27708USA
- Boyce Thompson Institute for Plant ResearchCornell UniversityIthacaNY14853USA
| | - Shifeng Cheng
- Beijing Genomics Institute‐ShenzhenShenzhen518083China
| | - Xin Liu
- Beijing Genomics Institute‐ShenzhenShenzhen518083China
| | - Gane Ka‐Shu Wong
- Beijing Genomics Institute‐ShenzhenShenzhen518083China
- Department of Biological SciencesUniversity of AlbertaEdmontonABT6G 2E9Canada
| | | | - Andreas Weber
- Department of Plant BiochemistryCluster of Excellence on Plant Sciences (CEPLAS)Heinrich Heine UniversityDüsseldorf40225Germany
| | - Andrea Bräutigam
- Department of Plant BiochemistryCluster of Excellence on Plant Sciences (CEPLAS)Heinrich Heine UniversityDüsseldorf40225Germany
| | - Henriette Schluepmann
- Molecular Plant Physiology DepartmentUtrecht UniversityPadualaan 8Utrecht3584CHthe Netherlands
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8
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Analysis of the mouse gut microbiome using full-length 16S rRNA amplicon sequencing. Sci Rep 2016; 6:29681. [PMID: 27411898 PMCID: PMC4944186 DOI: 10.1038/srep29681] [Citation(s) in RCA: 127] [Impact Index Per Article: 15.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2016] [Accepted: 06/20/2016] [Indexed: 02/08/2023] Open
Abstract
Demands for faster and more accurate methods to analyze microbial communities from natural and clinical samples have been increasing in the medical and healthcare industry. Recent advances in next-generation sequencing technologies have facilitated the elucidation of the microbial community composition with higher accuracy and greater throughput than was previously achievable; however, the short sequencing reads often limit the microbial composition analysis at the species level due to the high similarity of 16S rRNA amplicon sequences. To overcome this limitation, we used the nanopore sequencing platform to sequence full-length 16S rRNA amplicon libraries prepared from the mouse gut microbiota. A comparison of the nanopore and short-read sequencing data showed that there were no significant differences in major taxonomic units (89%) except one phylotype and three taxonomic units. Moreover, both sequencing data were highly similar at all taxonomic resolutions except the species level. At the species level, nanopore sequencing allowed identification of more species than short-read sequencing, facilitating the accurate classification of the bacterial community composition. Therefore, this method of full-length 16S rRNA amplicon sequencing will be useful for rapid, accurate and efficient detection of microbial diversity in various biological and clinical samples.
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9
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Aguiar-Pulido V, Huang W, Suarez-Ulloa V, Cickovski T, Mathee K, Narasimhan G. Metagenomics, Metatranscriptomics, and Metabolomics Approaches for Microbiome Analysis. Evol Bioinform Online 2016; 12:5-16. [PMID: 27199545 PMCID: PMC4869604 DOI: 10.4137/ebo.s36436] [Citation(s) in RCA: 148] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2015] [Revised: 01/26/2016] [Accepted: 01/31/2016] [Indexed: 01/21/2023] Open
Abstract
Microbiomes are ubiquitous and are found in the ocean, the soil, and in/on other living organisms. Changes in the microbiome can impact the health of the environmental niche in which they reside. In order to learn more about these communities, different approaches based on data from multiple omics have been pursued. Metagenomics produces a taxonomical profile of the sample, metatranscriptomics helps us to obtain a functional profile, and metabolomics completes the picture by determining which byproducts are being released into the environment. Although each approach provides valuable information separately, we show that, when combined, they paint a more comprehensive picture. We conclude with a review of network-based approaches as applied to integrative studies, which we believe holds the key to in-depth understanding of microbiomes.
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Affiliation(s)
- Vanessa Aguiar-Pulido
- Bioinformatics Research Group (BioRG), School of Computing and Information Sciences, Florida International University, Miami, FL, USA
| | - Wenrui Huang
- Bioinformatics Research Group (BioRG), School of Computing and Information Sciences, Florida International University, Miami, FL, USA
| | - Victoria Suarez-Ulloa
- Chromatin Structure and Evolution Group (Chromevol), Department of Biological Sciences, Florida International University, Miami, FL, USA
| | - Trevor Cickovski
- Bioinformatics Research Group (BioRG), School of Computing and Information Sciences, Florida International University, Miami, FL, USA.; Department of Computer Science, Eckerd College, St. Petersburg, FL, USA
| | - Kalai Mathee
- Biomolecular Sciences Institute, Florida International University, Miami, FL, USA.; Herbert Wertheim College of Medicine, Florida International University, Miami, FL, USA.; Global Health Consortium, Florida International University, Miami, FL, USA
| | - Giri Narasimhan
- Bioinformatics Research Group (BioRG), School of Computing and Information Sciences, Florida International University, Miami, FL, USA.; Biomolecular Sciences Institute, Florida International University, Miami, FL, USA
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10
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Tran TD, Šimková H, Schmidt R, Doležel J, Schubert I, Fuchs J. Chromosome identification for the carnivorous plant Genlisea margaretae. Chromosoma 2016; 126:389-397. [PMID: 27153834 DOI: 10.1007/s00412-016-0599-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2016] [Revised: 04/20/2016] [Accepted: 04/26/2016] [Indexed: 10/21/2022]
Abstract
Genlisea margaretae, subgenus Genlisea, section Recurvatae (184 Mbp/1C), belongs to a plant genus with a 25-fold genome size difference and an extreme genome plasticity. Its 19 chromosome pairs could be distinguished individually by an approach combining optimized probe pooling and consecutive rounds of multicolor fluorescence in situ hybridization (mcFISH) with bacterial artificial chromosomes (BACs) selected for repeat-free inserts. Fifty-one BACs were assigned to 18 chromosome pairs. They provide a tool for future assignment of genomic sequence contigs to distinct chromosomes as well as for identification of homeologous chromosome regions in other species of the carnivorous Lentibulariaceae family, and potentially of chromosome rearrangements, in cases where more than one BAC per chromosome pair was identified.
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Affiliation(s)
- Trung D Tran
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), 06466, Gatersleben, Stadt Seeland, Germany.,Plant Resource Center, Vietnam Academy of Agricultural Science, Ankhanh, Hoaiduc, Hanoi, Vietnam
| | - Hana Šimková
- Centre of the Region Hana for Biotechnological and Agricultural Research, Institute of Experimental Botany, CZ-78371, Olomouc, Czech Republic
| | - Renate Schmidt
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), 06466, Gatersleben, Stadt Seeland, Germany
| | - Jaroslav Doležel
- Centre of the Region Hana for Biotechnological and Agricultural Research, Institute of Experimental Botany, CZ-78371, Olomouc, Czech Republic
| | - Ingo Schubert
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), 06466, Gatersleben, Stadt Seeland, Germany.,Central European Institute of Technology and Faculty of Science, Masaryk University, Brno, Czech Republic
| | - Jörg Fuchs
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), 06466, Gatersleben, Stadt Seeland, Germany.
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11
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Bemm F, Becker D, Larisch C, Kreuzer I, Escalante-Perez M, Schulze WX, Ankenbrand M, Van de Weyer AL, Krol E, Al-Rasheid KA, Mithöfer A, Weber AP, Schultz J, Hedrich R. Venus flytrap carnivorous lifestyle builds on herbivore defense strategies. Genome Res 2016; 26:812-25. [PMID: 27197216 PMCID: PMC4889972 DOI: 10.1101/gr.202200.115] [Citation(s) in RCA: 66] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2015] [Accepted: 04/07/2016] [Indexed: 11/24/2022]
Abstract
Although the concept of botanical carnivory has been known since Darwin's time, the molecular mechanisms that allow animal feeding remain unknown, primarily due to a complete lack of genomic information. Here, we show that the transcriptomic landscape of the Dionaea trap is dramatically shifted toward signal transduction and nutrient transport upon insect feeding, with touch hormone signaling and protein secretion prevailing. At the same time, a massive induction of general defense responses is accompanied by the repression of cell death-related genes/processes. We hypothesize that the carnivory syndrome of Dionaea evolved by exaptation of ancient defense pathways, replacing cell death with nutrient acquisition.
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Affiliation(s)
- Felix Bemm
- Center for Computational and Theoretical Biology, Campus Hubland Nord; Department of Bioinformatics, Biocenter, Am Hubland, University of Würzburg, D-97218 Würzburg, Germany
| | - Dirk Becker
- Institute for Molecular Plant Physiology and Biophysics, Biocenter, University of Würzburg, 97082 Würzburg, Germany
| | - Christina Larisch
- Institute for Molecular Plant Physiology and Biophysics, Biocenter, University of Würzburg, 97082 Würzburg, Germany
| | - Ines Kreuzer
- Institute for Molecular Plant Physiology and Biophysics, Biocenter, University of Würzburg, 97082 Würzburg, Germany
| | - Maria Escalante-Perez
- Institute for Molecular Plant Physiology and Biophysics, Biocenter, University of Würzburg, 97082 Würzburg, Germany
| | - Waltraud X Schulze
- Department of Plant Systems Biology, University of Hohenheim, 70593 Stuttgart, Germany
| | - Markus Ankenbrand
- Center for Computational and Theoretical Biology, Campus Hubland Nord; Department of Bioinformatics, Biocenter, Am Hubland, University of Würzburg, D-97218 Würzburg, Germany; Department of Animal Ecology and Tropical Biology, Biocenter, Am Hubland, 97074 Würzburg, Germany
| | - Anna-Lena Van de Weyer
- Center for Computational and Theoretical Biology, Campus Hubland Nord; Department of Bioinformatics, Biocenter, Am Hubland, University of Würzburg, D-97218 Würzburg, Germany
| | - Elzbieta Krol
- Institute for Molecular Plant Physiology and Biophysics, Biocenter, University of Würzburg, 97082 Würzburg, Germany
| | - Khaled A Al-Rasheid
- Institute for Molecular Plant Physiology and Biophysics, Biocenter, University of Würzburg, 97082 Würzburg, Germany; Zoology Department, College of Science, King Saud University, Riyadh 11451, Saudi Arabia
| | - Axel Mithöfer
- Bioorganic Chemistry Department, Max-Planck-Institute for Chemical Ecology, 07745 Jena, Germany
| | - Andreas P Weber
- Institute of Plant Biochemistry, Cluster of Excellence on Plant Sciences (CEPLAS), Heinrich-Heine-University, 40225 Düsseldorf, Germany
| | - Jörg Schultz
- Center for Computational and Theoretical Biology, Campus Hubland Nord; Department of Bioinformatics, Biocenter, Am Hubland, University of Würzburg, D-97218 Würzburg, Germany
| | - Rainer Hedrich
- Institute for Molecular Plant Physiology and Biophysics, Biocenter, University of Würzburg, 97082 Würzburg, Germany
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Alcaraz LD, Martínez-Sánchez S, Torres I, Ibarra-Laclette E, Herrera-Estrella L. The Metagenome of Utricularia gibba's Traps: Into the Microbial Input to a Carnivorous Plant. PLoS One 2016; 11:e0148979. [PMID: 26859489 PMCID: PMC4747601 DOI: 10.1371/journal.pone.0148979] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Accepted: 01/26/2016] [Indexed: 02/01/2023] Open
Abstract
The genome and transcriptome sequences of the aquatic, rootless, and carnivorous plant Utricularia gibba L. (Lentibulariaceae), were recently determined. Traps are necessary for U. gibba because they help the plant to survive in nutrient-deprived environments. The U. gibba's traps (Ugt) are specialized structures that have been proposed to selectively filter microbial inhabitants. To determine whether the traps indeed have a microbiome that differs, in composition or abundance, from the microbiome in the surrounding environment, we used whole-genome shotgun (WGS) metagenomics to describe both the taxonomic and functional diversity of the Ugt microbiome. We collected U. gibba plants from their natural habitat and directly sequenced the metagenome of the Ugt microbiome and its surrounding water. The total predicted number of species in the Ugt was more than 1,100. Using pan-genome fragment recruitment analysis, we were able to identify to the species level of some key Ugt players, such as Pseudomonas monteilii. Functional analysis of the Ugt metagenome suggests that the trap microbiome plays an important role in nutrient scavenging and assimilation while complementing the hydrolytic functions of the plant.
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Affiliation(s)
- Luis David Alcaraz
- Laboratorio Nacional de Ciencias de la Sostenibilidad, Departamento de Ecología de la Biodiversidad, Instituto de Ecología, Universidad Nacional Autónoma de México, AP 70–275, 04510, Ciudad Universitaria, Ciudad de México, México
| | - Shamayim Martínez-Sánchez
- Laboratorio Nacional de Ciencias de la Sostenibilidad, Departamento de Ecología de la Biodiversidad, Instituto de Ecología, Universidad Nacional Autónoma de México, AP 70–275, 04510, Ciudad Universitaria, Ciudad de México, México
| | - Ignacio Torres
- Instituto de Investigaciones en Ecosistemas y Sustentabilidad, Universidad Nacional Autónoma de México, Antigua Carretera a Pátzcuaro 8701, 58190, Morelia, Michoacán, México
| | - Enrique Ibarra-Laclette
- Red de Estudios Moleculares Avanzados, Instituto de Ecología, A.C, 91070, Carretera antigua a Coatepec 351, El Haya Xalapa, Veracruz, México
- Laboratorio Nacional de Genómica para la Biodiversidad (LANGEBIO), Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV), Km 9.6 Carretera Irapuato-León, 36821, Irapuato, Guanajuato, México
| | - Luis Herrera-Estrella
- Laboratorio Nacional de Genómica para la Biodiversidad (LANGEBIO), Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV), Km 9.6 Carretera Irapuato-León, 36821, Irapuato, Guanajuato, México
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McKernan K, Spangler J, Zhang L, Tadigotla V, Helbert Y, Foss T, Smith D. Cannabis microbiome sequencing reveals several mycotoxic fungi native to dispensary grade Cannabis flowers. F1000Res 2015; 4:1422. [PMID: 27303623 PMCID: PMC4897766 DOI: 10.12688/f1000research.7507.2] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/04/2016] [Indexed: 11/21/2022] Open
Abstract
The Center for Disease Control estimates 128,000 people in the U.S. are hospitalized annually due to food borne illnesses. This has created a demand for food safety testing targeting the detection of pathogenic mold and bacteria on agricultural products. This risk extends to medical Cannabis and is of particular concern with inhaled, vaporized and even concentrated Cannabis products . As a result, third party microbial testing has become a regulatory requirement in the medical and recreational Cannabis markets, yet knowledge of the Cannabis microbiome is limited. Here we describe the first next generation sequencing survey of the fungal communities found in dispensary based Cannabis flowers by ITS2 sequencing, and demonstrate the sensitive detection of several toxigenic Penicillium and Aspergillus species, including P. citrinum and P. paxilli, that were not detected by one or more culture-based methods currently in use for safety testing.
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Affiliation(s)
| | | | - Lei Zhang
- Medicinal Genomics Corporation, Woburn, MA, USA
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Tran TD, Cao HX, Jovtchev G, Novák P, Vu GTH, Macas J, Schubert I, Fuchs J. Chromatin organization and cytological features of carnivorous Genlisea species with large genome size differences. FRONTIERS IN PLANT SCIENCE 2015; 6:613. [PMID: 26347752 PMCID: PMC4542322 DOI: 10.3389/fpls.2015.00613] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/13/2015] [Accepted: 07/24/2015] [Indexed: 05/07/2023]
Abstract
The monophyletic carnivorous genus Genlisea (Lentibulariaceae) is characterized by a bi-directional genome size evolution resulting in a 25-fold difference in nuclear DNA content. This is one of the largest ranges found within a genus so far and makes Genlisea an interesting subject to study mechanisms of genome and karyotype evolution. Genlisea nigrocaulis, with 86 Mbp one of the smallest plant genomes, and the 18-fold larger genome of G. hispidula (1,550 Mbp) possess identical chromosome numbers (2n = 40) but differ considerably in chromatin organization, nuclear and cell size. Interphase nuclei of G. nigrocaulis and of related species with small genomes, G. aurea (133 Mbp, 2n ≈ 104) and G. pygmaea (179 Mbp, 2n = 80), are hallmarked by intensely DAPI-stained chromocenters, carrying typical heterochromatin-associated methylation marks (5-methylcytosine, H3K9me2), while in G. hispidula and surprisingly also in the small genome of G. margaretae (184 Mbp, 2n = 38) the heterochromatin marks are more evenly distributed. Probes of tandem repetitive sequences together with rDNA allow the unequivocal discrimination of 13 out of 20 chromosome pairs of G. hispidula. One of the repetitive sequences labeled half of the chromosome set almost homogenously supporting an allopolyploid status of G. hispidula and its close relative G. subglabra (1,622 Mbp, 2n = 40). In G. nigrocaulis 11 chromosome pairs could be individualized using a combination of rDNA and unique genomic probes. The presented data provide a basis for future studies of karyotype evolution within the genus Genlisea.
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Affiliation(s)
- Trung D. Tran
- Department of Breeding Research, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Gatersleben, Germany
| | - Hieu X. Cao
- Department of Breeding Research, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Gatersleben, Germany
| | - Gabriele Jovtchev
- Department of Breeding Research, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Gatersleben, Germany
| | - Petr Novák
- Institute of Plant Molecular Biology, Biology Centre of the Czech Academy of SciencesČeské Budějovice, Czech Republic
| | - Giang T. H. Vu
- Department of Breeding Research, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Gatersleben, Germany
| | - Jiří Macas
- Institute of Plant Molecular Biology, Biology Centre of the Czech Academy of SciencesČeské Budějovice, Czech Republic
| | - Ingo Schubert
- Department of Breeding Research, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Gatersleben, Germany
- Central European Institute of Technology and Faculty of Science, Masaryk UniversityBrno, Czech Republic
| | - Joerg Fuchs
- Department of Breeding Research, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)Gatersleben, Germany
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