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Campello-Nunes PH, da Silva-Neto ID, da S Paiva T, Soares CAG, Fernandes NM. Ciliate diversity in rodrigo de freitas lagoon (Rio de Janeiro, Brazil) from an integrative standpoint. Braz J Microbiol 2024; 55:1489-1505. [PMID: 38401009 PMCID: PMC11153468 DOI: 10.1007/s42770-024-01291-4] [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: 09/25/2023] [Accepted: 02/18/2024] [Indexed: 02/26/2024] Open
Abstract
The Rodrigo de Freitas Lagoon is a highly eutrophic lacustrine system and has one of the longest histories of exploration and anthropic alteration in Brazil. Despite its relevance, limited studies explored the diversity of micro-eukaryotes in the lagoon. Ciliates (Alveolata, Ciliophora) are overlooked in environmental microbiology, especially in tropical and subtropical ecosystems, resulting in limited knowledge about their diversity and functional relevance in South American habitats, particularly in coastal lagoons. To fill this gap, here we investigated the diversity of ciliates in a brackish coastal lagoon in an urban area of Rio de Janeiro, Brazil, applying and comparing the performance of morphological and metabarcoding approaches. The metabarcoding analysis, based on high-throughput sequencing of the hipervariable region V4 of the 18S rRNA genes detected 37 molecular operational taxonomic units (MOTUs) assigned to Ciliophora, representing only about a half (56.9%) of the diversity detected by microscopy, which counted 65 ciliate morphotypes. The most representative classes in both approaches were Spirotrichea and Oligohymenophorea. The metabarcoding analysis revealed that 35.3% of the ciliate MOTUs had less than 97% similarity to available sequences in the NCBI database, indicating that more than one-third of these MOTUs potentially represents still not represented or undescribed ciliate species in current databases. Our findings indicate that metabarcoding techniques can significantly enhance the comprehension of ciliate diversity in tropical environments, but the scarcity of reference sequences of brackish ciliates in molecular databases represents a challenge to the taxonomic assignment of the MOTUs. This study provides new insights into the diversity of ciliates in a threatened coastal lagoon, revealing a vast array of still unknown and rare ciliate taxonomic units in tropical environments.
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Affiliation(s)
- Pedro H Campello-Nunes
- Laboratório de Protistologia, Departamento de Zoologia, Universidade Federal Do Rio de Janeiro (UFRJ), Rio de Janeiro, Brazil
| | - Inácio D da Silva-Neto
- Laboratório de Protistologia, Departamento de Zoologia, Universidade Federal Do Rio de Janeiro (UFRJ), Rio de Janeiro, Brazil
| | - Thiago da S Paiva
- Laboratório de Protistologia, Departamento de Zoologia, Universidade Federal Do Rio de Janeiro (UFRJ), Rio de Janeiro, Brazil
| | - Carlos A G Soares
- Laboratório de Genética Molecular de Eucariontes E Simbiontes, Departamento de Genética, Universidade Federal Do Rio de Janeiro (UFRJ), Rio de Janeiro, Brazil
| | - Noemi M Fernandes
- Laboratório de Protistologia, Departamento de Zoologia, Universidade Federal Do Rio de Janeiro (UFRJ), Rio de Janeiro, Brazil.
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Feng M, Varliero G, Qi W, Stierli B, Edwards A, Robinson S, van der Heijden MGA, Frey B. Microbial dynamics in soils of the Damma glacier forefield show succession in the functional genetic potential. Environ Microbiol 2023; 25:3116-3138. [PMID: 37688461 DOI: 10.1111/1462-2920.16497] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Accepted: 08/08/2023] [Indexed: 09/10/2023]
Abstract
Glacier retreat is a visible consequence of climate change worldwide. Although taxonomic change of the soil microbiomes in glacier forefields have been widely documented, how microbial genetic potential changes along succession is little known. Here, we used shotgun metagenomics to analyse whether the soil microbial genetic potential differed between four stages of soil development (SSD) sampled along three transects in the Damma glacier forefield (Switzerland). The SSDs were characterized by an increasing vegetation cover, from barren soil, to biological soil crust, to sparsely vegetated soil and finally to vegetated soil. Results suggested that SSD significantly influenced microbial genetic potential, with the lowest functional diversity surprisingly occurring in the vegetated soils. Overall, carbohydrate metabolism and secondary metabolite biosynthesis genes overrepresented in vegetated soils, which could be partly attributed to plant-soil feedbacks. For C degradation, glycoside hydrolase genes enriched in vegetated soils, while auxiliary activity and carbohydrate esterases genes overrepresented in barren soils, suggested high labile C degradation potential in vegetated, and high recalcitrant C degradation potential in barren soils. For N-cycling, organic N degradation and synthesis genes dominated along succession, and gene families involved in nitrification were overrepresented in barren soils. Our study provides new insights into how the microbial genetic potential changes during soil formation along the Damma glacier forefield.
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Affiliation(s)
- Maomao Feng
- Rhizosphere Processes Group, Swiss Federal Institute for Forest, Snow and Landscape Research (WSL), Birmensdorf, Switzerland
- Department of Plant and Microbial Biology, University of Zurich, Zurich, Switzerland
| | - Gilda Varliero
- Rhizosphere Processes Group, Swiss Federal Institute for Forest, Snow and Landscape Research (WSL), Birmensdorf, Switzerland
| | - Weihong Qi
- Functional Genomics Center Zurich, ETH Zurich and University of Zurich, Zurich, Switzerland
- Swiss Institute of Bioinformatics SIB, Geneva, Switzerland
| | - Beat Stierli
- Rhizosphere Processes Group, Swiss Federal Institute for Forest, Snow and Landscape Research (WSL), Birmensdorf, Switzerland
| | - Arwyn Edwards
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Aberystwyth, UK
| | - Serina Robinson
- Department of Environmental Microbiology, Swiss Federal Institute of Aquatic Science and Technology (EAWAG), Dübendorf, Switzerland
| | - Marcel G A van der Heijden
- Department of Plant and Microbial Biology, University of Zurich, Zurich, Switzerland
- Plant-Soil Interactions, Agroscope, Zurich, Switzerland
| | - Beat Frey
- Rhizosphere Processes Group, Swiss Federal Institute for Forest, Snow and Landscape Research (WSL), Birmensdorf, Switzerland
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Ren Z, Ye S, Li H, Huang X, Chen L, Cao S, Chen T. Biological Interactions and Environmental Influences Shift Microeukaryotes in Permafrost Active Layer Soil Across the Qinghai-Tibet Plateau. MICROBIAL ECOLOGY 2023; 86:2756-2769. [PMID: 37542537 DOI: 10.1007/s00248-023-02280-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Accepted: 07/27/2023] [Indexed: 08/07/2023]
Abstract
Permafrost active layer soils are harsh environments with thaw/freeze cycles and sub-zero temperatures, harboring diverse microorganisms. However, the distribution patterns, assembly mechanism, and driving forces of soil microeukaryotes in permafrost remain largely unknown. In this study, we investigated microeukaryotes in permafrost active layer across the Qinghai-Tibet Plateau (QTP) using 18S rRNA gene sequencing. The results showed that the microbial eukaryotic communities were dominated by Nematozoa, Ciliophora, Ascomycota, Cercozoa, Arthropoda, and Basidiomycota in terms of relative abundance and operational taxonomic unit (OTU) richness. Nematozoa had the highest relative abundance, while Ciliophora had the highest OTU richness. These phyla had strong interactions between each other. Their alpha diversity and community structure were differently influenced by the factors associated to location, climate, and soil properties, particularly the soil properties. Significant but weak distance-decay relationships with different slopes were established for the communities of these dominant phyla, except for Basidiomycota. According to the null model, community assemblies of Nematozoa and Cercozoa were dominated by heterogeneous selection, Ciliophora and Ascomycota were dominated by dispersal limitation, while Arthropoda and Basidiomycota were highly dominated by non-dominant processes. The assembly mechanisms can be jointly explained by biotic interactions, organism treats, and environmental influences. Modules in the co-occurrence network of the microeukaryotes were composed by members from different taxonomic groups. These modules also had interactions and responded to different environmental factors, within which, soil properties had strong influences on these modules. The results suggested the importance of biological interactions and soil properties in structuring microbial eukaryotic communities in permafrost active layer soil across the QTP.
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Affiliation(s)
- Ze Ren
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, 73 Beijing East Road, Nanjing, 210008, China.
- Advanced Institute of Natural Sciences, Beijing Normal University, Zhuhai, 519087, China.
| | - Shudan Ye
- Faculty of Arts and Sciences, Beijing Normal University, Zhuhai, 519087, China
| | - Hongxuan Li
- Faculty of Arts and Sciences, Beijing Normal University, Zhuhai, 519087, China
| | - Xilei Huang
- Faculty of Arts and Sciences, Beijing Normal University, Zhuhai, 519087, China
| | - Luyao Chen
- Faculty of Arts and Sciences, Beijing Normal University, Zhuhai, 519087, China
| | - Shengkui Cao
- School of Geographical Science, Qinghai Normal University, Xining, 810008, China
| | - Tao Chen
- Center for Grassland Microbiome, State Key Laboratory of Grassland Agro-ecosystems, Lanzhou University, 768 Jiayuguan W Road, Lanzhou, 730020, China.
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4
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Lentendu G, Bruni EP, Ah-Peng C, Fujinuma J, Kubota Y, Lorite J, Peñas J, Huang S, Strasberg D, Vittoz P, Mitchell EAD. Soil filtration-sedimentation improves shelled protist recovery in eukaryotic eDNA surveys. Mol Ecol Resour 2023; 23:1361-1371. [PMID: 37157180 DOI: 10.1111/1755-0998.13808] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 04/03/2023] [Accepted: 04/26/2023] [Indexed: 05/10/2023]
Abstract
A large part of the soil protist diversity is missed in metabarcoding studies based on 0.25 g of soil environmental DNA (eDNA) and universal primers due to ca. 80% co-amplification of non-target plants, animals and fungi. To overcome this problem, enrichment of the substrate used for eDNA extraction is an easily implemented option but its effect has not yet been tested. In this study, we evaluated the effect of a 150 μm mesh size filtration and sedimentation method to improve the recovery of protist eDNA, while reducing the co-extraction of plant, animal and fungal eDNA, using a set of contrasted forest and alpine soils from La Réunion, Japan, Spain and Switzerland. Total eukaryotic diversity was estimated by V4 18S rRNA metabarcoding and classical amplicon sequence variant calling. A 2- to 3-fold enrichment in shelled protists (Euglyphida, Arcellinida and Chrysophyceae) was observed at the sample level with the proposed method, with, at the same time, a 2-fold depletion of Fungi and a 3-fold depletion of Embryophyceae. Protist alpha diversity was slightly lower in filtered samples due to reduced coverage in Variosea and Sarcomonadea, but significant differences were observed in only one region. Beta diversity varied mostly between regions and habitats, which explained the same proportion of variance in bulk soil and filtered samples. The increased resolution in soil protist diversity estimates provided by the filtration-sedimentation method is a strong argument in favour of including it in the standard protocol for soil protist eDNA metabarcoding studies.
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Affiliation(s)
- Guillaume Lentendu
- Laboratory of Soil Biodiversity, University of Neuchâtel, Neuchâtel, Switzerland
| | - Estelle P Bruni
- Laboratory of Soil Biodiversity, University of Neuchâtel, Neuchâtel, Switzerland
| | | | - Junichi Fujinuma
- Institute of Ecology and Earth Sciences, University of Tartu, Tartu, Estonia
| | - Yasuhiro Kubota
- Laboratory of Biodiversity and Conservation Biogeography, Faculty of Science, University of the Ryukyus, Nishihara, Japan
| | - Juan Lorite
- Department of Botany, University of Granada, Granada, Spain
- Interuniversity Institute for Earth System Research, University of Granada, Granada, Spain
| | - Julio Peñas
- Department of Botany, University of Granada, Granada, Spain
| | - Shuyin Huang
- Laboratory of Biodiversity and Conservation Biogeography, Faculty of Science, University of the Ryukyus, Nishihara, Japan
| | | | - Pascal Vittoz
- Institute of Earth Surface Dynamics, Faculty of Geosciences and Environment, University of Lausanne, Lausanne, Switzerland
| | - Edward A D Mitchell
- Laboratory of Soil Biodiversity, University of Neuchâtel, Neuchâtel, Switzerland
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5
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Xu R, Zhang M, Lin H, Gao P, Yang Z, Wang D, Sun X, Li B, Wang Q, Sun W. Response of soil protozoa to acid mine drainage in a contaminated terrace. JOURNAL OF HAZARDOUS MATERIALS 2022; 421:126790. [PMID: 34358973 DOI: 10.1016/j.jhazmat.2021.126790] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Revised: 07/28/2021] [Accepted: 07/28/2021] [Indexed: 05/28/2023]
Abstract
Acid mine drainage (AMD) system represents one of the most unfavorable habitats for microorganisms due to its low pH and high concentrations of metals. Compared to bacteria and fungi, our understanding regarding the response of soil protozoa to such extremely acidic environments remains limited. This study characterized the structures of protozoan communities inhabiting a terrace heavily contaminated by AMD. The sharp environmental gradient of this terrace was generated by annual flooding from an AMD lake located below, which provided a natural setting to unravel the environment-protozoa interactions. Previously unrecognized protozoa, such as Apicomplexa and Euglenozoa, dominated the extremely acidic soils, rather than the commonly recognized members (e.g., Ciliophora and Cercozoa). pH was the most important factor regulating the abundance of protozoan taxa. Metagenomic analysis of protozoan metabolic potential showed that many functional genes encoding for the alleviation of acid stress and various metabolic pathways were enriched, which may facilitate the survival and adaptation of protozoa to acidic environments. In addition, numerous co-occurrences between protozoa and bacterial or fungal taxa were observed, suggesting shared environmental preferences or potential bio-interactions among them. Future studies are required to confirm the ecological roles of these previously unrecognized protozoa as being important soil microorganisms.
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Affiliation(s)
- Rui Xu
- National-Regional Joint Engineering Research Center for Soil Pollution Control and Remediation in South China, Guangdong Key Laboratory of Integrated Agro-environmental Pollution Control and Management, Institute of Eco-environmental and Soil Sciences, Guangdong Academy of Sciences, Guangzhou 510650, PR China; Guangdong-Hong Kong-Macao Joint Laboratory for Environmental Pollution and Control, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou 510640, PR China
| | - Miaomiao Zhang
- National-Regional Joint Engineering Research Center for Soil Pollution Control and Remediation in South China, Guangdong Key Laboratory of Integrated Agro-environmental Pollution Control and Management, Institute of Eco-environmental and Soil Sciences, Guangdong Academy of Sciences, Guangzhou 510650, PR China; Guangdong-Hong Kong-Macao Joint Laboratory for Environmental Pollution and Control, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou 510640, PR China
| | - Hanzhi Lin
- National-Regional Joint Engineering Research Center for Soil Pollution Control and Remediation in South China, Guangdong Key Laboratory of Integrated Agro-environmental Pollution Control and Management, Institute of Eco-environmental and Soil Sciences, Guangdong Academy of Sciences, Guangzhou 510650, PR China; Guangdong-Hong Kong-Macao Joint Laboratory for Environmental Pollution and Control, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou 510640, PR China
| | - Pin Gao
- National-Regional Joint Engineering Research Center for Soil Pollution Control and Remediation in South China, Guangdong Key Laboratory of Integrated Agro-environmental Pollution Control and Management, Institute of Eco-environmental and Soil Sciences, Guangdong Academy of Sciences, Guangzhou 510650, PR China; Guangdong-Hong Kong-Macao Joint Laboratory for Environmental Pollution and Control, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou 510640, PR China
| | - Zhaohui Yang
- College of Environmental Science and Engineering, Hunan University, Changsha 410082, PR China; Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha 410082, PR China
| | - Dongbo Wang
- College of Environmental Science and Engineering, Hunan University, Changsha 410082, PR China; Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha 410082, PR China
| | - Xiaoxu Sun
- National-Regional Joint Engineering Research Center for Soil Pollution Control and Remediation in South China, Guangdong Key Laboratory of Integrated Agro-environmental Pollution Control and Management, Institute of Eco-environmental and Soil Sciences, Guangdong Academy of Sciences, Guangzhou 510650, PR China; Guangdong-Hong Kong-Macao Joint Laboratory for Environmental Pollution and Control, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou 510640, PR China
| | - Baoqin Li
- National-Regional Joint Engineering Research Center for Soil Pollution Control and Remediation in South China, Guangdong Key Laboratory of Integrated Agro-environmental Pollution Control and Management, Institute of Eco-environmental and Soil Sciences, Guangdong Academy of Sciences, Guangzhou 510650, PR China; Guangdong-Hong Kong-Macao Joint Laboratory for Environmental Pollution and Control, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou 510640, PR China
| | - Qi Wang
- National-Regional Joint Engineering Research Center for Soil Pollution Control and Remediation in South China, Guangdong Key Laboratory of Integrated Agro-environmental Pollution Control and Management, Institute of Eco-environmental and Soil Sciences, Guangdong Academy of Sciences, Guangzhou 510650, PR China; Guangdong-Hong Kong-Macao Joint Laboratory for Environmental Pollution and Control, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou 510640, PR China
| | - Weimin Sun
- National-Regional Joint Engineering Research Center for Soil Pollution Control and Remediation in South China, Guangdong Key Laboratory of Integrated Agro-environmental Pollution Control and Management, Institute of Eco-environmental and Soil Sciences, Guangdong Academy of Sciences, Guangzhou 510650, PR China; Guangdong-Hong Kong-Macao Joint Laboratory for Environmental Pollution and Control, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou 510640, PR China; School of Environment, Henan Normal University, PR China; Key Laboratory of Yellow River and Huai River Water Environment and Pollution Control, Ministry of Education, PR China.
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6
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Yu H, Wang F, Shao M, Huang L, Xie Y, Xu Y, Kong L. Effects of Rotations With Legume on Soil Functional Microbial Communities Involved in Phosphorus Transformation. Front Microbiol 2021; 12:661100. [PMID: 34659135 PMCID: PMC8519609 DOI: 10.3389/fmicb.2021.661100] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2021] [Accepted: 08/19/2021] [Indexed: 11/13/2022] Open
Abstract
Including legumes in the cereal cropping could improve the crop yield and the uptake of nitrogen (N) and phosphorus (P) of subsequent cereals. The effects of legume-cereal crop rotations on the soil microbial community have been studied in recent years, the impact on soil functional genes especially involved in P cycling is raising great concerns. The metagenomic approach was used to investigate the impacts of crop rotation managements of soybean-wheat (SW) and maize-wheat (MW) lasting 2 and 7years on soil microbial communities and genes involved in P transformation in a field experiment. Results indicated that SW rotation increased the relative abundances of Firmicutes and Bacteroidetes, reduced Actinobacteria, Verrucomicrobia, and Chloroflexi compared to MW rotation. gcd, phoR, phoD, and ppx predominated in genes involved in P transformation in both rotations. Genes of gcd, ppa, and ugpABCE showed higher abundances in SW rotation than in MW rotation, whereas gadAC and pstS showed less abundances. Proteobacteria, Acidobacteria, and Gemmatimonadetes played predominant roles in microbial P cycling. Our study provides a novel insight into crop P, which requires strategy and help to understand the mechanism of improving crop nutrient uptake and productivity in different rotations.
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Affiliation(s)
- Hui Yu
- National Engineering Laboratory for Efficient Utilization of Soil and Fertilizer Resources, College of Resources and the Environment, Shandong Agricultural University, Taian, China
| | - Fenghua Wang
- National Engineering Laboratory for Efficient Utilization of Soil and Fertilizer Resources, College of Resources and the Environment, Shandong Agricultural University, Taian, China.,State Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Taian, China
| | - Minmin Shao
- Jining Academy of Agricultural Sciences, Jining, China
| | - Ling Huang
- Jining Academy of Agricultural Sciences, Jining, China
| | - Yangyang Xie
- National Engineering Laboratory for Efficient Utilization of Soil and Fertilizer Resources, College of Resources and the Environment, Shandong Agricultural University, Taian, China
| | - Yuxin Xu
- National Engineering Laboratory for Efficient Utilization of Soil and Fertilizer Resources, College of Resources and the Environment, Shandong Agricultural University, Taian, China
| | - Lingrang Kong
- State Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Taian, China
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7
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Changes in Soil Prokaryotic Diversity in Response to Land-Use Changes in Sub-Saharan Africa. SOIL SYSTEMS 2021. [DOI: 10.3390/soilsystems5040062] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Sub-Saharan Africa is one of the most severely affected regions regarding soil degradation, a global issue with the loss of nutrients caused by inappropriate management, leading to low agricultural productivity. Here we asked the question of how soil prokaryotic communities are affected by shifts in land use management and subsequent losses in soil organic carbon. We sampled soils from three sites in Zambia which have neighboring natural and managed sites. After the measurement of soil properties, soil DNA was sequenced, targeting the 16S rRNA gene. As expected, total carbon in soil was decreased in the managed sites, with significant reductions of bacterial biomass. However, the diversity indices in the managed soils were higher than in natural soils. Particularly, the relative abundance of nitrifiers was increased in the managed soils, most likely as a result of fertilization. However also other bacteria, e.g., those which formed tight interactions with the cultivated crops including the genera Balneimonas, and Bacillus, were increased in the managed soils. In contrast bacteria belonging to the family Chloroflexi, which were high in abundance in the natural soil were outcompeted by other prokaryotes in the managed soils most likely as a result of changes in the amount of soil organic carbon. Overall, our results suggest that we need to discuss the trends of prokaryotic diversity separately from those for prokaryotic abundance. Even when bacterial abundances were decreased in the managed soils, nitrifiers’ relative abundance and diversity increased in our experiment, suggesting the possible alteration of the nitrogen cycle in managed soils in sub-Saharan Africa.
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Jurburg SD, Keil P, Singh BK, Chase JM. All together now: Limitations and recommendations for the simultaneous analysis of all eukaryotic soil sequences. Mol Ecol Resour 2021; 21:1759-1771. [PMID: 33943001 DOI: 10.1111/1755-0998.13401] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2021] [Revised: 03/31/2021] [Accepted: 04/13/2021] [Indexed: 02/06/2023]
Abstract
The soil environment contains a large, but historically underexplored, reservoir of biodiversity. Sequencing prokaryotic marker genes has become commonplace for the discovery and characterization of soil bacteria and archaea. Increasingly, this approach is also applied to eukaryotic marker genes to characterize the diversity and distribution of soil eukaryotes. However, understanding the properties and limitations of eukaryotic marker sequences is essential for correctly analysing, interpreting, and synthesizing the resulting data. Here, we illustrate several biases from sequencing data that affect measurements of biodiversity that arise from variation in morphology, taxonomy and phylogeny between organisms, as well as from sampling designs. We recommend analytical approaches to overcome these limitations, and outline how the benchmarking and standardization of sequencing protocols may improve the comparability of the data.
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Affiliation(s)
- Stephanie D Jurburg
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany.,Institute of Biology, Leipzig University, Leipzig, Germany
| | - Petr Keil
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany.,Department of Computer Science, Martin Luther University, Halle-Wittenberg, Halle, Germany.,Faculty of Environmental Sciences, Czech University of Life Sciences Prague, Praha-Suchdol, Czech Republic
| | - Brajesh K Singh
- Hawkesbury Institute for the Environment, and Global Centre for Land-Based Innovation, Western Sydney University, Penrith, NSW, Australia
| | - Jonathan M Chase
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany.,Department of Computer Science, Martin Luther University, Halle-Wittenberg, Halle, Germany
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9
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Ham B, Kwon JS, Boyanov MI, O'Loughlin EJ, Kemner KM, Kwon MJ. Geochemical and microbial characteristics of seepage water and mineral precipitates in a radwaste disposal facility impacted by seawater intrusion and high alkalinity. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2021; 285:112087. [PMID: 33582476 DOI: 10.1016/j.jenvman.2021.112087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2020] [Revised: 01/27/2021] [Accepted: 01/28/2021] [Indexed: 06/12/2023]
Abstract
The construction of an underground facility can dramatically change the quality, flow direction, and level of groundwater. It may also impact subsurface microbial composition and activity. Groundwater quality was monitored over eight years in two observational wells near an underground disposal facility on the east coast of South Korea. The results showed dramatic increases in dissolved ions such as O2, Na, Ca, Mg, and SO4 during facility construction. Seepage water samples downgradient from the silos and tunnels, and precipitates deposited along the seepage water flow path were collected to determine the impact inside the disposal facility. X-ray analysis (powder X-ray diffraction (pXRD) and X-ray absorption fine structure (XAFS)) were used to characterize the mineral precipitates. Microbial community composition was determined by 16S rRNA gene sequencing. The seepage water composition was of two types: Ca-Cl and Ca-Na-HCO3. The ratio of Cl and δ18O showed that the Ca-Cl type seepage water was influenced by groundwater mixed with seawater ranging from 2.7% to 15.1%. Various sulfate-reducing bacteria were identified in the Ca-Cl type seepage water, exhibiting relatively high sulfate content from seawater intrusion. Samples from the Ca-Na-HCO3 type seepage water had an extremely high pH (>10) and abundance of Hydrogenophaga. The precipitates observed along the flow path of the seepage water included calcite, ferrihydrite, green rust, and siderite, depending on seepage water chemistry and microbial activity. This study suggests that the construction of underground structures creates distinct, localized geochemical conditions (e.g., high alkalinity, high salinity, and oxic conditions), which may impact microbial communities. These biogeochemical changes may have undesirable large-scale impacts such as water pump clogging. An understanding of the process and long-term monitoring are essential to assess the safety of underground facilities.
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Affiliation(s)
- Baknoon Ham
- KU-KIST Green School, Korea University, Seoul, 02841, South Korea
| | - Jang-Soon Kwon
- Korea Atomic Energy Research Institute, Daejeon, 34057, South Korea
| | - Maxim I Boyanov
- Institute of Chemical Engineering, Bulgarian Academy of Sciences, Sofia, 1113, Bulgaria; Biosciences Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | | | - Kenneth M Kemner
- Biosciences Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Man Jae Kwon
- Department of Earth and Environmental Sciences, Korea University, Seoul, 02841, South Korea.
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10
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Donhauser J, Qi W, Bergk-Pinto B, Frey B. High temperatures enhance the microbial genetic potential to recycle C and N from necromass in high-mountain soils. GLOBAL CHANGE BIOLOGY 2021; 27:1365-1386. [PMID: 33336444 DOI: 10.1111/gcb.15492] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Revised: 11/28/2020] [Accepted: 12/08/2020] [Indexed: 06/12/2023]
Abstract
Climate change is strongly affecting high-mountain soils and warming in particular is associated with pronounced changes in microbe-mediated C and N cycling, affecting plant-soil interactions and greenhouse gas balances and therefore feedbacks to global warming. We used shotgun metagenomics to assess changes in microbial community structures, as well as changes in microbial C- and N-cycling potential and stress response genes and we linked these data with changes in soil C and N pools and temperature-dependent measurements of bacterial growth rates. We did so by incubating high-elevation soil from the Swiss Alps at 4°C, 15°C, 25°C, or 35°C for 1 month. We found no shift with increasing temperature in the C-substrate-degrader community towards taxa more capable of degrading recalcitrant organic matter. Conversely, at 35°C, we found an increase in genes associated with the degradation and modification of microbial cell walls, together with high bacterial growth rates. Together, these findings suggest that the rapidly growing high-temperature community is fueled by necromass from heat-sensitive taxa. This interpretation was further supported by a shift in the microbial N-cycling potential towards N mineralization and assimilation under higher temperatures, along with reduced potential for conversions among inorganic N forms. Microbial stress-response genes reacted inconsistently to increasing temperature, suggesting that the high-temperature community was not severely stressed by these conditions. Rather, soil microbes were able to acclimate by changing the thermal properties of membranes and cell walls as indicated by an increase in genes involved in membrane and cell wall modifications as well as a shift in the optimum temperature for bacterial growth towards the treatment temperature. Overall, our results suggest that high temperatures, as they may occur with heat waves under global warming, promote a highly active microbial community capable of rapid mineralization of microbial necromass, which may transiently amplify warming effects.
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Affiliation(s)
- Jonathan Donhauser
- Rhizosphere Processes Group, Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland
| | - Weihong Qi
- Functional Genomics Center Zurich, ETH Zurich/University of Zurich, Zurich, Switzerland
| | - Benoît Bergk-Pinto
- Environmental Microbial Genomics, Laboratoire Ampère, École Centrale de Lyon, Université de Lyon, Ecully, France
| | - Beat Frey
- Rhizosphere Processes Group, Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland
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11
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Borg Dahl M, Brejnrod AD, Russel J, Sørensen SJ, Schnittler M. Different Degrees of Niche Differentiation for Bacteria, Fungi, and Myxomycetes Within an Elevational Transect in the German Alps. MICROBIAL ECOLOGY 2019; 78:764-780. [PMID: 30903202 DOI: 10.1007/s00248-019-01347-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/11/2018] [Accepted: 02/17/2019] [Indexed: 06/09/2023]
Abstract
We used direct DNA amplification from soil extracts to analyze microbial communities from an elevational transect in the German Alps by parallel metabarcoding of bacteria (16S rRNA), fungi (ITS2), and myxomycetes (18S rRNA). For the three microbial groups, 5710, 6133, and 261 operational taxonomic units (OTU) were found. For the latter group, we can relate OTUs to barcodes from fruit bodies sampled over a 4-year period. The alpha diversity of myxomycetes was positively correlated with that of bacteria. Vegetation type was found to be the main explanatory parameter for the community composition of all three groups and a substantial species turnover with elevation was observed. Bacteria and fungi display similar community responses, driven by symbiont species and plant substrate quality. Myxamoebae show a more patchy distribution, though still clearly stratified between taxa, which seems to be a response to both structural properties of the habitat and interaction with specific bacterial and fungal taxa. Finally, we report a high number of myxomycete OTUs not represented in a reference database from fructifications, which might represent novel species.
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Affiliation(s)
- Mathilde Borg Dahl
- Institute of Botany and Landscape Ecology, University of Greifswald, Soldmannstrasse 15, 17487, Greifswald, Mecklenburg-Vorpommern, Germany.
| | - Asker Daniel Brejnrod
- Section of Microbiology, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Jakob Russel
- Section of Microbiology, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Søren Johannes Sørensen
- Section of Microbiology, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Martin Schnittler
- Institute of Botany and Landscape Ecology, University of Greifswald, Soldmannstrasse 15, 17487, Greifswald, Mecklenburg-Vorpommern, Germany
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12
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Schostag M, Priemé A, Jacquiod S, Russel J, Ekelund F, Jacobsen CS. Bacterial and protozoan dynamics upon thawing and freezing of an active layer permafrost soil. ISME JOURNAL 2019; 13:1345-1359. [PMID: 30692629 DOI: 10.1038/s41396-019-0351-x] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/29/2017] [Revised: 12/17/2018] [Accepted: 12/23/2018] [Indexed: 11/09/2022]
Abstract
The active layer of soil overlaying permafrost in the Arctic is subjected to annual changes in temperature and soil chemistry, which we hypothesize to affect the overall soil microbial community. We investigated changes in soil microorganisms at different temperatures during warming and freezing of the active layer soil from Svalbard, Norway. Soil community data were obtained by direct shotgun sequencing of total extracted RNA. No changes in soil microbial communities were detected when warming from -10 to -2 °C or when freezing from -2 to -10 °C. In contrast, within a few days we observed changes when warming from -2 to +2 °C with a decrease in fungal rRNA and an increase in several OTUs belonging to Gemmatimonadetes, Bacteroidetes and Betaproteobacteria. Even more substantial changes occurred when incubating at 2 °C for 16 days, with declines in total fungal potential activity and decreases in oligotrophic members from Actinobacteria and Acidobacteria. Additionally, we detected an increase in transcriptome sequences of bacterial phyla Bacteriodetes, Firmicutes, Betaproteobacteria and Gammaproteobacteria-collectively presumed to be copiotrophic. Furthermore, we detected an increase in putative bacterivorous heterotrophic flagellates, likely due to predation upon the bacterial community via grazing. Although this grazing activity may explain relatively large changes in the bacterial community composition, no changes in total 16S rRNA gene copy number were observed and the total RNA level remained stable during the incubation. Together, these results are showing the first comprehensive ecological evaluation across prokaryotic and eukaryotic microbial communities on thawing and freezing of soil by application of the TotalRNA technique.
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Affiliation(s)
- Morten Schostag
- Department of Geosciences and Natural Resource Management, Center for Permafrost, University of Copenhagen, Copenhagen, Denmark.,Department of Biology, University of Copenhagen, Copenhagen, Denmark.,Geological Survey of Denmark and Greenland, Copenhagen, Denmark
| | - Anders Priemé
- Department of Geosciences and Natural Resource Management, Center for Permafrost, University of Copenhagen, Copenhagen, Denmark.,Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Samuel Jacquiod
- Department of Biology, University of Copenhagen, Copenhagen, Denmark.,INRA Dijon, UMR1347 Agroécologie, Dijon, France
| | - Jakob Russel
- Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Flemming Ekelund
- Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Carsten Suhr Jacobsen
- Department of Geosciences and Natural Resource Management, Center for Permafrost, University of Copenhagen, Copenhagen, Denmark. .,Geological Survey of Denmark and Greenland, Copenhagen, Denmark. .,Department of Environmental Science, Aarhus University, Roskilde, Denmark.
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13
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Jacquiod S, Nunes I, Brejnrod A, Hansen MA, Holm PE, Johansen A, Brandt KK, Priemé A, Sørensen SJ. Long-term soil metal exposure impaired temporal variation in microbial metatranscriptomes and enriched active phages. MICROBIOME 2018; 6:223. [PMID: 30545417 PMCID: PMC6292020 DOI: 10.1186/s40168-018-0606-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/03/2018] [Accepted: 11/25/2018] [Indexed: 05/13/2023]
Abstract
BACKGROUND It remains unclear whether adaptation and changes in diversity associated to a long-term perturbation are sufficient to ensure functional resilience of soil microbial communities. We used RNA-based approaches (16S rRNA gene transcript amplicon coupled to shotgun mRNA sequencing) to study the legacy effects of a century-long soil copper (Cu) pollution on microbial activity and composition, as well as its effect on the capacity of the microbial community to react to temporal fluctuations. RESULTS Despite evidence of microbial adaptation (e.g., iron homeostasis and avoidance/resistance strategies), increased heterogeneity and richness loss in transcribed gene pools were observed with increasing soil Cu, together with an unexpected predominance of phage mRNA signatures. Apparently, phage activation was either triggered directly by Cu, or indirectly via enhanced expression of DNA repair/SOS response systems in Cu-exposed bacteria. Even though total soil carbon and nitrogen had accumulated with increasing Cu, a reduction in temporally induced mRNA functions was observed. Microbial temporal response groups (TRGs, groups of microbes with a specific temporal response) were heavily affected by Cu, both in abundance and phylogenetic composition. CONCLUSION Altogether, results point toward a Cu-mediated "decoupling" between environmental fluctuations and microbial activity, where Cu-exposed microbes stopped fulfilling their expected contributions to soil functioning relative to the control. Nevertheless, some functions remained active in February despite Cu, concomitant with an increase in phage mRNA signatures, highlighting that somehow, microbial activity is still happening under these adverse conditions.
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Affiliation(s)
- Samuel Jacquiod
- Section of Microbiology, University of Copenhagen, Universitetsparken 15, 2100, Copenhagen, Denmark
- Agroécologie, AgroSup Dijon, INRA, Univ Bourgogne Franche-Comté, 17 rue Sully, 21000, Dijon, France
| | - Inês Nunes
- Section of Microbiology, University of Copenhagen, Universitetsparken 15, 2100, Copenhagen, Denmark
- Present address: Microbe Technology Department, Novozymes A/S, Krogshoejvej 36, 2880, Bagsværd, Denmark
| | - Asker Brejnrod
- Section of Microbiology, University of Copenhagen, Universitetsparken 15, 2100, Copenhagen, Denmark
- Present address: Center for Basic Metabolic Research, University of Copenhagen, Blegdamsvej 3A, 2200, Copenhagen, Denmark
| | - Martin A Hansen
- Section of Microbiology, University of Copenhagen, Universitetsparken 15, 2100, Copenhagen, Denmark
| | - Peter E Holm
- Present address: Department of Plant and Environmental Sciences, University of Copenhagen, Thorvaldsensvej 40, 1871, Frederiksberg C, Denmark
| | - Anders Johansen
- Department of Environmental Science, Aarhus University, Frederiksborgvej 399, 4000, Roskilde, Denmark
| | - Kristian K Brandt
- Present address: Department of Plant and Environmental Sciences, University of Copenhagen, Thorvaldsensvej 40, 1871, Frederiksberg C, Denmark
| | - Anders Priemé
- Section of Microbiology, University of Copenhagen, Universitetsparken 15, 2100, Copenhagen, Denmark
| | - Søren J Sørensen
- Section of Microbiology, University of Copenhagen, Universitetsparken 15, 2100, Copenhagen, Denmark.
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14
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Dahl MB, Shchepin O, Schunk C, Menzel A, Novozhilov YK, Schnittler M. A four year survey reveals a coherent pattern between occurrence of fruit bodies and soil amoebae populations for nivicolous myxomycetes. Sci Rep 2018; 8:11662. [PMID: 30076328 PMCID: PMC6076320 DOI: 10.1038/s41598-018-30131-3] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2018] [Accepted: 07/24/2018] [Indexed: 11/21/2022] Open
Abstract
Among soil-inhabiting protists, myxomycetes stand out by their macroscopic fructifications which have allowed studies on their ecology and distribution for more than two hundred years. One of the most distinct ecological guilds in myxomycetes are the nivicolous or "snowbank" myxomycete species, which produce fruit bodies at the edge of melting snowbanks in spring. Relationship between the occurrence of fructifications and myxamoebae remain unknown. In this study we used modern molecular techniques, by direct DNA amplification from soil extracts (NGS metabarcoding) to compare the distribution of soil-inhabiting myxamoebae found in 2016 with fructifications from the same sites collected over the course of four years (2013, 2015-17) along an elevational transect in the northern German Alps. A coherent community composition between fructification and soil myxamoebae, though with species-specific differences in relative abundance, was revealed. Although patterns varied among species, myxamoebae were found at both low and high elevations, whereas fruit bodies were mainly found at higher elevations, likely explained by the presence of a stable and long-lasting snow cover. In addition, a year to year comparison of fructification records support the hypothesis that the abundance of fructifications strongly depends on the onset of snowfall in the previous autumn and the soil temperature regime throughout the winter.
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Affiliation(s)
- Mathilde Borg Dahl
- Institute of Botany and Landscape Ecology, Ernst Moritz Arndt University Greifswald, Greifswald, Germany.
| | - Oleg Shchepin
- Institute of Botany and Landscape Ecology, Ernst Moritz Arndt University Greifswald, Greifswald, Germany
- V.L. Komarov Botanical Institute of the Russian Academy of Sciences, St, Petersburg, Russia
| | - Christian Schunk
- Ecoclimatology, Technical University of Munich, Freising, Germany
| | - Annette Menzel
- Ecoclimatology, Technical University of Munich, Freising, Germany
- Institute for Advanced Study, Technical University of Munich, Garching, Germany
| | - Yuri K Novozhilov
- V.L. Komarov Botanical Institute of the Russian Academy of Sciences, St, Petersburg, Russia
| | - Martin Schnittler
- Institute of Botany and Landscape Ecology, Ernst Moritz Arndt University Greifswald, Greifswald, Germany
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15
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Xin T, Su C, Lin Y, Wang S, Xu Z, Song J. Precise species detection of traditional Chinese patent medicine by shotgun metagenomic sequencing. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2018; 47:40-47. [PMID: 30166107 DOI: 10.1016/j.phymed.2018.04.048] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2017] [Revised: 03/19/2018] [Accepted: 04/17/2018] [Indexed: 05/22/2023]
Abstract
BACKGROUND Current quality control methods for traditional Chinese patent medicines (TCPMs), e.g., microscopy, thin-layer chromatography (TLC), and high-performance liquid chromatography (HPLC), cannot detect herbal species composition with adequate precision. To address this issue, more effective detection methods should be explored. HYPOTHESIS/PURPOSE We hypothesized that shotgun metagenomic sequencing can fulfill the requirements for the species detection of multi-ingredient TCPMs. METHODS Longdan Xiegan Wan (LDXGW), once thought to be the chief culprit in aristolochic acid nephropathy (AAN), was selected to establish the method. It was used for both reference and commercial LDXGW samples. The precision authentication of herbal species contained in multi-ingredient TCPM is based on the shotgun metagenomic sequencing of genomic DNA without PCR amplification. Chemical analyses were also conducted as a contrast test. RESULTS Over 100 G of raw data was obtained, and this value represented more than 0.75 billion reads. After assembling and filtering all the reads, a total of 261 contigs were obtained, which belonged to the ITS2, psbA-trnH, and matK regions of the reference and commercial samples. Because the homology of the rbcL region was high, it was not analyzed in the HTS data. Bioinformatics analysis indicated that the ITS2 region, as a DNA barcode, showed the highest identification efficiency. It could successfully detect all prescribed species, including four processed herbal ingredients, in the lab-made reference samples. The commercial samples all met the requirements of the Chinese Pharmacopoeia according to the TLC and HPLC tests. However, the shotgun metagenomic sequencing detected the substitution of Akebiae Caulis (Mutong) in the commercial samples, while the chemical analyses could not distinguish. CONCLUSION The results highlight that shotgun metagenomic sequencing is a complementary method for the precise species detection of TCPMs.
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Affiliation(s)
- Tianyi Xin
- Key Lab of Chinese Medicine Resources Conservation, State Administration of Traditional Chinese Medicine of the People's Republic of China, Institute of Medicinal Plant Development, Peking Union Medical College & Chinese Academy of Medical Sciences, No.151, Malianwa North Road, Haidian District, Beijing 100193, PR China
| | - Chang Su
- Shenzhen Institute for Drug Control, Shenzhen 518057, PR China
| | - Yulin Lin
- Key Lab of Chinese Medicine Resources Conservation, State Administration of Traditional Chinese Medicine of the People's Republic of China, Institute of Medicinal Plant Development, Peking Union Medical College & Chinese Academy of Medical Sciences, No.151, Malianwa North Road, Haidian District, Beijing 100193, PR China
| | - Shuhong Wang
- Shenzhen Institute for Drug Control, Shenzhen 518057, PR China
| | - Zhichao Xu
- Key Lab of Chinese Medicine Resources Conservation, State Administration of Traditional Chinese Medicine of the People's Republic of China, Institute of Medicinal Plant Development, Peking Union Medical College & Chinese Academy of Medical Sciences, No.151, Malianwa North Road, Haidian District, Beijing 100193, PR China.
| | - Jingyuan Song
- Key Lab of Chinese Medicine Resources Conservation, State Administration of Traditional Chinese Medicine of the People's Republic of China, Institute of Medicinal Plant Development, Peking Union Medical College & Chinese Academy of Medical Sciences, No.151, Malianwa North Road, Haidian District, Beijing 100193, PR China.
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16
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Meisner A, Jacquiod S, Snoek BL, Ten Hooven FC, van der Putten WH. Drought Legacy Effects on the Composition of Soil Fungal and Prokaryote Communities. Front Microbiol 2018; 9:294. [PMID: 29563897 PMCID: PMC5845876 DOI: 10.3389/fmicb.2018.00294] [Citation(s) in RCA: 59] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Accepted: 02/08/2018] [Indexed: 12/14/2022] Open
Abstract
It is increasingly acknowledged that climate change is influencing terrestrial ecosystems by increased drought and rainfall intensities. Soil microbes are key drivers of many processes in terrestrial systems and rely on water in soil pores to fulfill their life cycles and functions. However, little is known on how drought and rainfall fluctuations, which affect the composition and structure of microbial communities, persist once original moisture conditions have been restored. Here, we study how simulated short-term drying and re-wetting events shape the community composition of soil fungi and prokaryotes. In a mesocosm experiment, soil was exposed to an extreme drought, then re-wetted to optimal moisture (50% WHC, water holding capacity) or to saturation level (100% WHC). Composition, community structure and diversity of microbes were measured by sequencing ITS and 16S rRNA gene amplicons 3 weeks after original moisture content had been restored. Drying and extreme re-wetting decreased richness of microbial communities, but not evenness. Abundance changes were observed in only 8% of prokaryote OTUs, and 25% of fungal OTUs, whereas all other OTUs did not differ between drying and re-wetting treatments. Two specific legacy response groups (LRGs) were observed for both prokaryotes and fungi. OTUs belonging to the first LRG decreased in relative abundance in soil with a history of drought, whereas OTUs that increased in soil with a history of drought formed a second LRG. These microbial responses were spread among different phyla. Drought appeared to be more important for the microbial community composition than the following extreme re-wetting. 16S profiles were correlated with both inorganic N concentration and basal respiration and ITS profiles correlated with fungal biomass. We conclude that a drying and/or an extreme re-wetting history can persist in soil microbial communities via specific response groups composed of members with broad phylogenetic origins, with possible functional consequences on soil processes and plant species. As a large fraction of OTUs responding to drying and re-wetting belonged to the rare biosphere, our results suggest that low abundant microbial species are potentially important for ecosystem responses to extreme weather events.
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Affiliation(s)
- Annelein Meisner
- Microbial Ecology, Department of Biology, Lund University, Lund, Sweden.,Sections of Microbiology and Terrestrial Ecology, Department of Biology, University of Copenhagen, Copenhagen, Denmark.,Department of Microbial Ecology, Netherlands Institute of Ecology, Wageningen, Netherlands
| | | | - Basten L Snoek
- Department of Terrestrial Ecology, Netherlands Institute of Ecology, Wageningen, Netherlands.,Theoretical Biology and Bioinformatics, Utrecht University, Utrecht, Netherlands.,Laboratory of Nematology, Wageningen University, Wageningen, Netherlands
| | - Freddy C Ten Hooven
- Department of Terrestrial Ecology, Netherlands Institute of Ecology, Wageningen, Netherlands
| | - Wim H van der Putten
- Department of Terrestrial Ecology, Netherlands Institute of Ecology, Wageningen, Netherlands.,Laboratory of Nematology, Wageningen University, Wageningen, Netherlands
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17
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Wolters B, Jacquiod S, Sørensen SJ, Widyasari-Mehta A, Bech TB, Kreuzig R, Smalla K. Bulk soil and maize rhizosphere resistance genes, mobile genetic elements and microbial communities are differently impacted by organic and inorganic fertilization. FEMS Microbiol Ecol 2018; 94:4867966. [DOI: 10.1093/femsec/fiy027] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2017] [Accepted: 02/15/2018] [Indexed: 12/30/2022] Open
Affiliation(s)
- Birgit Wolters
- Julius Kühn-Institut (JKI), Federal Research Centre for Cultivated Plants, Institute for Epidemiology and Pathogen Diagnostics, Messeweg 11–12, 38104 Braunschweig, Germany
- Technische Universität Braunschweig, Institute of Environmental and Sustainable Chemistry, Hagenring 30, 38106 Braunschweig, Germany
| | - Samuel Jacquiod
- Section of Microbiology, Department of Biology, University of Copenhagen, Ole Maaløes Vej 5, 2200 Copenhagen N, Denmark
| | - Søren J Sørensen
- Section of Microbiology, Department of Biology, University of Copenhagen, Ole Maaløes Vej 5, 2200 Copenhagen N, Denmark
| | - Arum Widyasari-Mehta
- Technische Universität Braunschweig, Institute of Environmental and Sustainable Chemistry, Hagenring 30, 38106 Braunschweig, Germany
| | - Tina B Bech
- Geological Survey of Denmark and Greenland (GEUS), Department of Geochemistry, Øster Voldgade 10, 1350 Copenhagen K, Denmark
| | - Robert Kreuzig
- Technische Universität Braunschweig, Institute of Environmental and Sustainable Chemistry, Hagenring 30, 38106 Braunschweig, Germany
| | - Kornelia Smalla
- Julius Kühn-Institut (JKI), Federal Research Centre for Cultivated Plants, Institute for Epidemiology and Pathogen Diagnostics, Messeweg 11–12, 38104 Braunschweig, Germany
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18
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Jacquiod S, Cyriaque V, Riber L, Al-Soud WA, Gillan DC, Wattiez R, Sørensen SJ. Long-term industrial metal contamination unexpectedly shaped diversity and activity response of sediment microbiome. JOURNAL OF HAZARDOUS MATERIALS 2018; 344:299-307. [PMID: 29055834 DOI: 10.1016/j.jhazmat.2017.09.046] [Citation(s) in RCA: 59] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2017] [Revised: 08/11/2017] [Accepted: 09/25/2017] [Indexed: 05/19/2023]
Abstract
Metal contamination poses serious biotoxicity and bioaccumulation issues, affecting both abiotic conditions and biological activity in ecosystem trophic levels, especially sediments. The MetalEurop foundry released metals directly into the French river "la Deûle" during a century, contaminating sediments with a 30-fold increase compared to upstream unpolluted areas (Férin, Sensée canal). Previous metaproteogenomic work revealed phylogenetically analogous, but functionally different microbial communities between the two locations. However, their potential activity status in situ remains unknown. The present study respectively compares the structures of both total and active fractions of sediment prokaryotic microbiomes by coupling DNA and RNA-based sequencing approaches at the polluted MetalEurop site and its upstream control. We applied the innovative ecological concept of Functional Response Groups (FRGs) to decipher the adaptive tolerance range of the communities through characterization of microbial lifestyles and strategists. The complementing use of DNA and RNA sequencing revealed indications that metals selected for mechanisms such as microbial facilitation via "public-good" providing bacteria, Horizontal Gene Transfer (HGT) and community coalescence, overall resulting in an unexpected higher microbial diversity at the polluted site.
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Affiliation(s)
- Samuel Jacquiod
- Section of Microbiology, Department of Biology, University of Copenhagen, Universitetsparken 15, 2100 Copenhagen Ø, 1, Bygning, 1-1-215, Denmark.
| | - Valentine Cyriaque
- Proteomics and Microbiology Lab, Research Institute for Biosciences, UMONS, avenue du Champs de Mars 6, 7000 Mons, Belgium.
| | - Leise Riber
- Section of Functional Genomics, Department of Biology, University of Copenhagen, Ole Maaløesvej 5, 2200 Copenhagen N, Denmark.
| | - Waleed Abu Al-Soud
- Section of Microbiology, Department of Biology, University of Copenhagen, Universitetsparken 15, 2100 Copenhagen Ø, 1, Bygning, 1-1-215, Denmark.
| | - David C Gillan
- Proteomics and Microbiology Lab, Research Institute for Biosciences, UMONS, avenue du Champs de Mars 6, 7000 Mons, Belgium.
| | - Ruddy Wattiez
- Proteomics and Microbiology Lab, Research Institute for Biosciences, UMONS, avenue du Champs de Mars 6, 7000 Mons, Belgium.
| | - Søren J Sørensen
- Section of Microbiology, Department of Biology, University of Copenhagen, Universitetsparken 15, 2100 Copenhagen Ø, 1, Bygning, 1-1-215, Denmark.
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19
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Santos SS, Nunes I, Nielsen TK, Jacquiod S, Hansen LH, Winding A. Soil DNA Extraction Procedure Influences Protist 18S rRNA Gene Community Profiling Outcome. Protist 2017; 168:283-293. [DOI: 10.1016/j.protis.2017.03.002] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2016] [Revised: 01/27/2017] [Accepted: 03/05/2017] [Indexed: 12/20/2022]
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20
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Affiliation(s)
- Jun Murase
- Graduate School of Bioagricultural Sciences, Nagoya University
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21
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Jacquiod S, Brejnrod A, Morberg SM, Abu Al-Soud W, Sørensen SJ, Riber L. Deciphering conjugative plasmid permissiveness in wastewater microbiomes. Mol Ecol 2017; 26:3556-3571. [DOI: 10.1111/mec.14138] [Citation(s) in RCA: 53] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2017] [Revised: 03/30/2017] [Accepted: 03/30/2017] [Indexed: 01/20/2023]
Affiliation(s)
- Samuel Jacquiod
- Section of Microbiology; Department of Biology; University of Copenhagen; Copenhagen Denmark
| | - Asker Brejnrod
- Section of Microbiology; Department of Biology; University of Copenhagen; Copenhagen Denmark
| | - Stefan M. Morberg
- Section of Microbiology; Department of Biology; University of Copenhagen; Copenhagen Denmark
| | - Waleed Abu Al-Soud
- Section of Microbiology; Department of Biology; University of Copenhagen; Copenhagen Denmark
| | - Søren J. Sørensen
- Section of Microbiology; Department of Biology; University of Copenhagen; Copenhagen Denmark
| | - Leise Riber
- Section of Microbiology; Department of Biology; University of Copenhagen; Copenhagen Denmark
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22
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Elhady A, Giné A, Topalovic O, Jacquiod S, Sørensen SJ, Sorribas FJ, Heuer H. Microbiomes associated with infective stages of root-knot and lesion nematodes in soil. PLoS One 2017; 12:e0177145. [PMID: 28472099 PMCID: PMC5417685 DOI: 10.1371/journal.pone.0177145] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2017] [Accepted: 04/21/2017] [Indexed: 02/01/2023] Open
Abstract
Endoparasitic root-knot (Meloidogyne spp.) and lesion (Pratylenchus spp.) nematodes cause considerable damage in agriculture. Before they invade roots to complete their life cycle, soil microbes can attach to their cuticle or surface coat and antagonize the nematode directly or by induction of host plant defenses. We investigated whether the nematode-associated microbiome in soil differs between infective stages of Meloidogyne incognita and Pratylenchus penetrans, and whether it is affected by variation in the composition of microbial communities among soils. Nematodes were incubated in suspensions of five organically and two integrated horticultural production soils, recovered by sieving and analyzed for attached bacteria and fungi after washing off loosely adhering microbes. Significant effects of the soil type and nematode species on nematode-associated fungi and bacteria were revealed as analyzed by community profiling using denaturing gradient gel electrophoresis. Attached microbes represented a small specific subset of the soil microbiome. Two organic soils had very similar bacterial and fungal community profiles, but one of them was strongly suppressive towards root-knot nematodes. They were selected for deep amplicon sequencing of bacterial 16S rRNA genes and fungal ITS. Significant differences among the microbiomes associated with the two species in both soils suggested specific surface epitopes. Among the 28 detected bacterial classes, Betaproteobacteria, Bacilli and Actinobacteria were the most abundant. The most frequently detected fungal genera were Malassezia, Aspergillus and Cladosporium. Attached microbiomes did not statistically differ between these two soils. However, Malassezia globosa and four fungal species of the family Plectosphaerellaceae, and the bacterium Neorhizobium galegae were strongly enriched on M. incognita in the suppressive soil. In conclusion, the highly specific attachment of microbes to infective stages of phytonematodes in soil suggested an ecological role of this association and might be involved in soil suppressiveness towards them.
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Affiliation(s)
- Ahmed Elhady
- Dept. Epidemiology and Pathogen Diagnostics, Julius Kühn-Institut—Federal Research Centre for Cultivated Plants, Braunschweig, Germany
- Department of Plant Protection, Faculty of Agriculture, Benha University, Benha, Egypt
| | - Ariadna Giné
- Departament d’Enginyeria Agroalimentària i Biotecnologia, Universitat Politècnica de Catalunya, Castelldefels, Spain
| | - Olivera Topalovic
- Dept. Epidemiology and Pathogen Diagnostics, Julius Kühn-Institut—Federal Research Centre for Cultivated Plants, Braunschweig, Germany
| | - Samuel Jacquiod
- Section of Microbiology, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Søren J. Sørensen
- Section of Microbiology, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Francisco Javier Sorribas
- Departament d’Enginyeria Agroalimentària i Biotecnologia, Universitat Politècnica de Catalunya, Castelldefels, Spain
| | - Holger Heuer
- Dept. Epidemiology and Pathogen Diagnostics, Julius Kühn-Institut—Federal Research Centre for Cultivated Plants, Braunschweig, Germany
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Nunes I, Jacquiod S, Brejnrod A, Holm PE, Johansen A, Brandt KK, Priemé A, Sørensen SJ. Coping with copper: legacy effect of copper on potential activity of soil bacteria following a century of exposure. FEMS Microbiol Ecol 2016; 92:fiw175. [DOI: 10.1093/femsec/fiw175] [Citation(s) in RCA: 98] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/16/2016] [Indexed: 12/18/2022] Open
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