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Li J, Chen C, Ji L, Wen S, Peng J, Yang L, He G. Urbanization-driven forest soil greenhouse gas emissions: Insights from the role of soil bacteria in carbon and nitrogen cycling using a metagenomic approach. Sci Total Environ 2024; 923:171364. [PMID: 38438026 DOI: 10.1016/j.scitotenv.2024.171364] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 02/07/2024] [Accepted: 02/27/2024] [Indexed: 03/06/2024]
Abstract
Increasing population densities and urban sprawl have induced greenhouse gas (GHG) emissions from the soil, and the soil microbiota of urban forests play a critical role in the production and consumption of GHGs, supporting green development. However, the function and potential mechanism of soil bacteria in GHG emissions from forests during urbanization processes need to be better understood. Here, we measured the fluxes of carbon dioxide (CO2), methane (CH4), and nitrous oxide (N2O) in Cinnamomum camphora forest soils along an urbanization gradient. 16S amplicon and metagenomic sequencing approaches were employed to examine the structure and potential functions of the soil bacterial community involved in carbon (C) and nitrogen (N) cycling. In this study, the CH4 and CO2 emissions from urban forest soils (sites U and G) were significantly greater than those from suburban soils (sites S and M). The N2O emissions in the urban center (site U) were 24.0 % (G), 13.8 % (S), and 13.5 % (M) greater than those at the other three sites. These results were related to the increasing bacterial alpha diversity, interactions, and C and N cycling gene abundances (especially those involved in denitrification) in urban forest soils. Additionally, the soil pH and metal contents (K, Ca, Mg) affected key bacterial populations (such as Methylomirabilota, Acidobacteriota, and Proteobacteria) and indicators (napA, nosZ, nrfA, nifH) involved in reducing N2O emissions. The soil heavy metal contents (Fe, Cr, Pb) were the main contributors to CH4 emissions, possibly by affecting methanogens (Desulfobacterota) and methanotrophic bacteria (Proteobacteria, Actinobacteriota, and Patescibacteria). Our study provides new insights into the benefits of conservation-minded urban planning and close-to-nature urban forest management and construction, which are conducive to mitigating GHG emissions and supporting urban sustainable development by mediating the core bacterial population.
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Affiliation(s)
- Jing Li
- School of Forestry, Central South University of Forestry and Technology, 498 Shaoshan South Road, 410004 Changsha, PR China
| | - Chuxiang Chen
- School of Forestry, Central South University of Forestry and Technology, 498 Shaoshan South Road, 410004 Changsha, PR China
| | - Li Ji
- School of Forestry, Central South University of Forestry and Technology, 498 Shaoshan South Road, 410004 Changsha, PR China.
| | - Shizhi Wen
- School of Forestry, Central South University of Forestry and Technology, 498 Shaoshan South Road, 410004 Changsha, PR China
| | - Jun Peng
- Hunan Geological Experiment and Testing Center, Changsha, 290 Middle Chengnan Road, 410007, PR China
| | - Lili Yang
- School of Forestry, Central South University of Forestry and Technology, 498 Shaoshan South Road, 410004 Changsha, PR China
| | - Gongxiu He
- School of Forestry, Central South University of Forestry and Technology, 498 Shaoshan South Road, 410004 Changsha, PR China.
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Zhernova DA, Pushkova EN, Rozhmina TA, Povkhova LV, Novakovskiy RO, Turba AA, Borkhert EV, Sigova EA, Dvorianinova EM, Krasnov GS, Melnikova NV, Dmitriev AA. ITS and 16S rDNA metagenomic dataset of different soils from flax fields. Data Brief 2024; 52:109827. [PMID: 38059001 PMCID: PMC10696428 DOI: 10.1016/j.dib.2023.109827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 10/28/2023] [Accepted: 11/14/2023] [Indexed: 12/08/2023] Open
Abstract
Flax (Linum usitatissimum L.), one of the important and versatile crops, is used for the production of oil and fiber. To obtain high and stable yields of flax products, L. usitatissimum varieties should be cultivated under optimal conditions, including the composition of the soil microbiome. We evaluated the diversity of microorganisms in soils under conditions unfavorable for flax cultivation (suboptimal acidity or herbicide treatment) or infected with causative agents of harmful flax diseases (Septoria linicola, Colletotrichum lini, Melampsora lini, or Fusarium oxysporum f. sp. lini). For this purpose, twenty-two sod-podzolic soil samples were collected from flax fields and their metagenomes were analyzed using the regions of 16S ribosomal RNA gene (16S rDNA) and internal transcribed spacers (ITS) of the ribosomal RNA genes, which are used in phylogenetic studies of bacteria and fungi. Amplicons were sequenced on the Illumina MiSeq platform (reads of 300 + 300 bp). On average, we obtained 8,400 reads for ITS and 43,300 reads for 16S rDNA per sample. For identification of microorganisms in the soil samples, the Illumina reads were processed using DADA2. The raw data are deposited in the Sequence Read Archive under the BioProject accession number PRJNA956957. Tables listing the microorganisms identified in the soil samples are available in this article. The obtained dataset can be used to analyze the fungal and bacterial composition of flax field soils and their relationship to environmental conditions, including suboptimal soil acidity and infection with fungal pathogens. In addition, it can help to understand the influence of herbicide treatment on the microbial diversity of flax fields. Another useful application of our data is the ability to assess the suitability of the soil microbiome for flax cultivation.
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Affiliation(s)
- Daiana A. Zhernova
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, 32 Vavilova, Moscow 119991, Russia
| | - Elena N. Pushkova
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, 32 Vavilova, Moscow 119991, Russia
| | - Tatiana A. Rozhmina
- Federal Research Center for Bast Fiber Crops, 35 Lunacharskogo, Torzhok 172002, Russia
| | - Liubov V. Povkhova
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, 32 Vavilova, Moscow 119991, Russia
| | - Roman O. Novakovskiy
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, 32 Vavilova, Moscow 119991, Russia
| | - Anastasia A. Turba
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, 32 Vavilova, Moscow 119991, Russia
| | - Elena V. Borkhert
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, 32 Vavilova, Moscow 119991, Russia
| | - Elizaveta A. Sigova
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, 32 Vavilova, Moscow 119991, Russia
| | - Ekaterina M. Dvorianinova
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, 32 Vavilova, Moscow 119991, Russia
| | - George S. Krasnov
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, 32 Vavilova, Moscow 119991, Russia
| | - Nataliya V. Melnikova
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, 32 Vavilova, Moscow 119991, Russia
| | - Alexey A. Dmitriev
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, 32 Vavilova, Moscow 119991, Russia
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Meng J, Li W, Diao C, Li Z, Zhao J, Haider G, Zhang H, Xu J, Hu M, Shan S, Chen H. Microplastics drive microbial assembly, their interactions, and metagenomic functions in two soils with distinct pH and heavy metal availability. J Hazard Mater 2023; 458:131973. [PMID: 37406526 DOI: 10.1016/j.jhazmat.2023.131973] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 06/01/2023] [Accepted: 06/28/2023] [Indexed: 07/07/2023]
Abstract
Microplastics (MPs) have emerged as widely existing global environmental concerns in terrestrial ecosystems. However, the mechanisms that how MPs are affecting soil microbes and their metagenomic functioning is currently uncertain. Herein, we investigated the response mechanisms of bacterial and fungal communities as well as the metagenomic functions to the addition of MPs in two soils with distinct pH and heavy metals. In this study, the acidic soil (Xintong) and the neutral soil (Huanshan) contaminated by heavy metals were incubated with Polyvinyl Chloride (PVC) MPs at ratios of 2.5% and 5% on 60 and 120 days. We aimed to evaluate the responding, assembly, and interactions of the metagenomic taxonomy and function. Results showed that only in the acidic soil, PVC MPs significantly increased soil pH and decreased CaCl2-extractable heavy metals, and also reduced bacterial alpha diversity and interaction networks. The relative proportions of Proteobacteria and Bacteroidota in bacteria, and Mortierellomycota in fungi, were increased, but Chloroflexi and Acidobacteriota in bacteria, Ascomycota and Basidiomycota in fungi, were significantly decreased by PVC MPs. Metagenomic functions related to C cycling were repressed but the nutrient cycles were enriched with PVC MPs. In conclusion, our study suggests that the addition of PVC MPs could shift soil microbial community and metagenomic functioning, as well as increasing soil pH and reduced heavy metal availability.
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Affiliation(s)
- Jun Meng
- Key Laboratory of Recycling and Eco-Treatment of Waste Biomass of Zhejiang Province, School of Environment and Natural Resources, Zhejiang University of Science and Technology, Hangzhou 310023, China
| | - Wenjin Li
- Key Laboratory of Recycling and Eco-Treatment of Waste Biomass of Zhejiang Province, School of Environment and Natural Resources, Zhejiang University of Science and Technology, Hangzhou 310023, China
| | - Chengmei Diao
- Key Laboratory of Recycling and Eco-Treatment of Waste Biomass of Zhejiang Province, School of Environment and Natural Resources, Zhejiang University of Science and Technology, Hangzhou 310023, China
| | - Zhangtao Li
- Key Laboratory of Recycling and Eco-Treatment of Waste Biomass of Zhejiang Province, School of Environment and Natural Resources, Zhejiang University of Science and Technology, Hangzhou 310023, China
| | - Jiayi Zhao
- State Key Laboratory of Biocontrol, School of Ecology, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China.
| | - Ghulam Haider
- Department of Plant Biotechnology, Atta-ur-Rahman School of Applied Biosciences, National University of Sciences and Technology, Islamabad, Pakistan
| | - Haibo Zhang
- Zhejiang Province Key Laboratory of Soil Contamination Bioremediation, School of Environment and Resources, Zhejiang Agriculture and Forestry University, Hangzhou 311300, China
| | - Jun Xu
- Agricultural Technology Extension Center of Fuyang District, Hangzhou, Zhejiang 311400, China
| | - Minjun Hu
- Agricultural Technology Extension Center of Fuyang District, Hangzhou, Zhejiang 311400, China
| | - Shengdao Shan
- Key Laboratory of Recycling and Eco-Treatment of Waste Biomass of Zhejiang Province, School of Environment and Natural Resources, Zhejiang University of Science and Technology, Hangzhou 310023, China
| | - Huaihai Chen
- State Key Laboratory of Biocontrol, School of Ecology, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China.
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Ravinath R, Das AJ, Usha T, Ramesh N, Middha SK. Targeted metagenome sequencing reveals the abundance of Planctomycetes and Bacteroidetes in the rhizosphere of pomegranate. Arch Microbiol 2022; 204:481. [PMID: 35834016 DOI: 10.1007/s00203-022-03100-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2022] [Accepted: 06/24/2022] [Indexed: 11/25/2022]
Abstract
Agricultural productivity of pomegranate can be enhanced by identifying the crop-associated microbial diversity in the rhizosphere region with respect to plant growth promoters and other beneficial organisms. Traditional culture methods have limitations in microbial screening as only 1-2% of these organisms can be cultured. In the present study, 16S rRNA amplicon-based metagenomics approach using MinION Oxford Nanopore platform was employed to explore the microbial diversity in the rhizosphere of pomegranate Bhagwa variety, across variable soil depths from 0 to 5 cms (R2), 5-10 cms (R4) and 10-15 cms (R6), using bulk soil as the control. Across all the three layers, significant variations in pH, nitrogen content and total fungal count were observed. 16S rRNA analysis showed the abundance of planctomycetes, Pirellula staleyi, followed by bacteroidetes, Flavisolibacter LC59 and Niastella koreensis across the various soil depths in the rhizospheric soil samples. Pathway prediction analysis indicated arginine and proline metabolism (gamma-glutamyl putrescine oxidase) and hydrogen sulfide biosynthesis as the most abundant pathway hits. Comparative abundance analysis across layers showed the R6 layer with the maximum microbial diversity in terms of highest dimension of variation (79.2%) followed by R4 and R2 layers (p < 0.01). Our analysis shows the significant influence of root zone in shaping microbial diversity. This study has reported the presence of Planctomycetes, Pirellula staleyi for the first time in the pomegranate field.
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Affiliation(s)
- Renuka Ravinath
- School of Applied Sciences, REVA University, Rukmini Knowledge Park, Bangalore, 560064, Karnataka, India
| | - Anupam J Das
- School of Applied Sciences, REVA University, Rukmini Knowledge Park, Bangalore, 560064, Karnataka, India
- Basesolve Informatics Private Limited, Ellisbridge, Ahmedabad, 380006, Gujarat, India
| | - Talambedu Usha
- Department of Biotechnology, Maharani Lakshmi Ammani College for Women, Bangalore, 560012, Karnataka, India
| | - Nijalingappa Ramesh
- School of Applied Sciences, REVA University, Rukmini Knowledge Park, Bangalore, 560064, Karnataka, India
| | - Sushil Kumar Middha
- Department of Biotechnology, Maharani Lakshmi Ammani College for Women, Bangalore, 560012, Karnataka, India.
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Sarkar I, Kar P, Sen G, Chhetri S, Bhattacharya M, Bhattacharyya S, Sen A. Metagenomic outlooks of microbial dynamics influenced by organic manure in tea garden soils of North Bengal, India. Arch Microbiol 2021; 204:33. [PMID: 34923604 DOI: 10.1007/s00203-021-02635-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 12/02/2021] [Accepted: 12/03/2021] [Indexed: 10/19/2022]
Abstract
Soil microbial diversity consisted of both culturable and non-culturable microbes. The cultivated microbes can be identified by conventional microbiological processes. However, that is not possible for the non-culturable ones. In those cases, next-generation sequencing (NGS)-based metagenomics become useful. In this study, we targeted two very popular tea gardens of Darjeeling hills-Makaibari (Mak) and Castleton (Cas). The main difference between these two study areas is the type of manure they use. Mak is solely an organic tea garden using all organic manure and fertilizers whereas Cas uses inorganic pesticides and fertilizers. The main aim was to compare the effect of organic manure over chemical fertilizers on the soil microbiomes. We have performed the 16 s metagenomics analysis based on the V3-V4 region. Downstream bioinformatics analysis including reverse ecology was performed. We found that the overall microbial diversity is higher in Mak compared to Cas. Moreover, the use of organic manure has reduced the population of pathogenic bacteria in Mak soil when compared to Cas soil. From the observations made through the metagenomics analysis of Mak and Cas soil samples, we may conclude that the application of organic manure supports the population of good bacteria in the soil which may eventually impact the tea garden workers' health.
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Blaise D, Velmourougane K, Santosh S, Manikandan A. Intercrop mulch affects soil biology and microbial diversity in rainfed transgenic Bt cotton hybrids. Sci Total Environ 2021; 794:148787. [PMID: 34323770 DOI: 10.1016/j.scitotenv.2021.148787] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/06/2021] [Revised: 06/07/2021] [Accepted: 06/28/2021] [Indexed: 06/13/2023]
Abstract
Growing live mulch between the wide-row spaced transgenic Bt cotton hybrids is a low-cost option to control weeds compared to the use of plastic mulch. However, nothing is known about their effects on soil biology. Therefore, soil samples were collected from a long-term field study (2014-15 to 2018-19) to investigate the soil biological activities as well as the microbial diversity (soil metagenomic analysis). In general, mulching enhanced soil biological activity and influenced the microbial diversity in Bt-cotton. Mulch of sunnhemp (Crotalaria juncea L.), desmodium (Desmodium triflorum L.), sorghum (Sorghum bicolor L.) and plastic sheet recorded significantly higher soil biological activities such as, basal respiration, microbial biomass carbon, and soil enzymes than the other mulch treatments. Aromatic crops (bitter cumin (Centratherum anthelminticum (L.) Kuntze), carom (Trachyspermum ammi (L.) Sprague ex Turrill), coriander (Coriandrum sativum L.), fennel (Foeniculum vulgare Mill.), and fenugreek (Trigonella foenum-graecum L.) had a significant adverse effect on soil biological activity compared to the farmers' practice (no mulch or intercrop). The rarefaction curves as a measure of alpha diversity indicated higher species richness in plastic and newspaper sheet mulch treatments compared to the intercrop mulch. The soil metagenome data indicated Proteobacteria (28%-36%), Actinobacteria (10%-35%), and Acidobacteria (10%-26%) were highly abundant phyla in the mulch treatments. The phyla, Chloroflexi (4%-5%), Gemmatimonadetes (2%-6%), Planctomycetes (2%-4%), and Bacteroidetes (2%-3%) were recorded at lower frequencies in all mulch treatments. The sunnhemp and newspaper mulch treatments recorded low frequency (0.06%-0.07%) of the fungal phyla, Ascomycota. Compared to the bare soil, mulching positively improves soil biological activity. Furthermore, our study identifies some crops that could be grown as an intercrop with a viewpoint to improve soil biology and provide an alternative to the expensive plastic mulch.
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Affiliation(s)
- Desouza Blaise
- Division of Crop Production, ICAR-Central Institute for Cotton Research, Nagpur 440010, Maharashtra, India
| | - Kulandaivelu Velmourougane
- Division of Crop Production, ICAR-Central Institute for Cotton Research, Nagpur 440010, Maharashtra, India.
| | - Savitha Santosh
- Division of Crop Production, ICAR-Central Institute for Cotton Research, Nagpur 440010, Maharashtra, India
| | - Angamuthu Manikandan
- Division of Crop Production, ICAR-Central Institute for Cotton Research, Nagpur 440010, Maharashtra, India
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Rodriguez-Reyes MG, Rios-Velazquez C. Soil metagenome datasets underneath the Arecibo Observatory reflector dish. Data Brief 2019; 27:104710. [PMID: 31886328 PMCID: PMC6920479 DOI: 10.1016/j.dib.2019.104710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2019] [Revised: 10/11/2019] [Accepted: 10/17/2019] [Indexed: 11/30/2022] Open
Abstract
The Arecibo Observatory (AO) located in Arecibo, Puerto Rico, is the most sensitive, powerful and active planetary radar system in the world [1]. One of its principal components is the 305 m-diameter spherical reflector dish (AORD), which is exposed to high frequency electromagnetic waves. To unravel the microbial communities that inhabit this environment, soil samples from underneath the AORD were collected, DNA extracted, and sequenced using Illumina MiSeq. Taxonomic and functional profiles were generated using the MG-RAST server. The most abundant domain was Bacteria (91%), followed by Virus (8%), Archaea (0.9%) and Eukaryota (0.9%). The most abundant phylum was Proteobacteria (54%), followed by Actinobacteria (8%), Bacteroidetes (5%) and Firmicutes (4%). In terms of functions, the most abundant among the metagenome corresponded to phages, transposable elements and plasmids (16%), followed by clustering-based subsystems (11%), carbohydrates (10%), and amino acids and derivatives (9%). This is the first soil metagenomic dataset from dish antennas and radar systems, specifically, underneath the AORD. Data can be used to explore the effect of high frequency electromagnetic waves in soil microbial composition, as well as the possibility of finding bioprospects with potential biomedical and biotechnological applications.
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Noronha MF, Lacerda Júnior GV, Gilbert JA, de Oliveira VM. Taxonomic and functional patterns across soil microbial communities of global biomes. Sci Total Environ 2017; 609:1064-1074. [PMID: 28787780 DOI: 10.1016/j.scitotenv.2017.07.159] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2017] [Revised: 07/17/2017] [Accepted: 07/18/2017] [Indexed: 05/24/2023]
Affiliation(s)
- Melline Fontes Noronha
- Microbial Resources Division, Multidisciplinary Center for Chemistry, Biology and Agriculture Research (CPQBA), Campinas University, Brazil; Institute of Biology, Campinas University, Brazil.
| | - Gileno Vieira Lacerda Júnior
- Microbial Resources Division, Multidisciplinary Center for Chemistry, Biology and Agriculture Research (CPQBA), Campinas University, Brazil; Institute of Biology, Campinas University, Brazil
| | - Jack A Gilbert
- The Microbiome Center, Department of Surgery, University of Chicago, Chicago, IL, USA; The Microbiome Center, Bioscience Division, Argonne National Laboratory, Lemont, IL, USA
| | - Valéria Maia de Oliveira
- Microbial Resources Division, Multidisciplinary Center for Chemistry, Biology and Agriculture Research (CPQBA), Campinas University, Brazil
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Babujia LC, Silva AP, Nakatani AS, Cantão ME, Vasconcelos ATR, Visentainer JV, Hungria M. Impact of long-term cropping of glyphosate-resistant transgenic soybean [Glycine max (L.) Merr.] on soil microbiome. Transgenic Res 2016; 25:425-40. [PMID: 26873023 DOI: 10.1007/s11248-016-9938-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2015] [Accepted: 02/04/2016] [Indexed: 01/21/2023]
Abstract
The transgenic soybean [Glycine max (L.) Merrill] occupies about 80 % of the global area cropped with this legume, the majority comprising the glyphosate-resistant trait (Roundup Ready(®), GR or RR). However, concerns about possible impacts of transgenic crops on soil microbial communities are often raised. We investigated soil chemical, physical and microbiological properties, and grain yields in long-term field trials involving conventional and nearly isogenic RR transgenic genotypes. The trials were performed at two locations in Brazil, with different edaphoclimatic conditions. Large differences in physical, chemical and classic microbiological parameters (microbial biomass of C and N, basal respiration), as well as in grain production were observed between the sites. Some phyla (Proteobacteria, Actinobacteria, Acidobacteria), classes (Alphaproteobacteria, Actinomycetales, Solibacteres) and orders (Rhizobiales, Burkholderiales, Myxococcales, Pseudomonadales), as well as some functional subsystems (clustering-based subsystems, carbohydrates, amino acids and protein metabolism) were, in general, abundant in all treatments. However, bioindicators related to superior soil fertility and physical properties at Londrina were identified, among them a higher ratio of Proteobacteria:Acidobacteria. Regarding the transgene, the metagenomics showed differences in microbial taxonomic and functional abundances, but lower in magnitude than differences observed between the sites. Besides the site-specific differences, Proteobacteria, Firmicutes and Chlorophyta were higher in the transgenic treatment, as well as sequences related to protein metabolism, cell division and cycle. Although confirming effects of the transgenic trait on soil microbiome, no differences were recorded in grain yields, probably due to the buffering capacity associated with the high taxonomic and functional microbial diversity observed in all treatments.
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Affiliation(s)
- Letícia Carlos Babujia
- Department of Chemistry, Universidade Estadual de Maringá, Av. Colombo 5790, Maringá, Paraná, 87020-900, Brazil
- Embrapa Soja, C.P. 231, Londrina, Paraná, 86001-970, Brazil
| | | | | | | | | | - Jesuí Vergilio Visentainer
- Department of Chemistry, Universidade Estadual de Maringá, Av. Colombo 5790, Maringá, Paraná, 87020-900, Brazil
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Siles JA, Margesin R. Abundance and Diversity of Bacterial, Archaeal, and Fungal Communities Along an Altitudinal Gradient in Alpine Forest Soils: What Are the Driving Factors? Microb Ecol 2016; 72:207-220. [PMID: 26961712 PMCID: PMC4902835 DOI: 10.1007/s00248-016-0748-2] [Citation(s) in RCA: 160] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/17/2015] [Accepted: 02/24/2016] [Indexed: 05/23/2023]
Abstract
Shifts in soil microbial communities over altitudinal gradients and the driving factors are poorly studied. Their elucidation is indispensable to gain a comprehensive understanding of the response of ecosystems to global climate change. Here, we investigated soil archaeal, bacterial, and fungal communities at four Alpine forest sites representing a climosequence, over an altitudinal gradient from 545 to 2000 m above sea level (asl), regarding abundance and diversity by using qPCR and Illumina sequencing, respectively. Archaeal community was dominated by Thaumarchaeota, and no significant shifts were detected in abundance or community composition with altitude. The relative bacterial abundance increased at higher altitudes, which was related to increasing levels of soil organic matter and nutrients with altitude. Shifts in bacterial richness and diversity as well as community structure (comprised basically of Proteobacteria, Acidobacteria, Actinobacteria, and Bacteroidetes) significantly correlated with several environmental and soil chemical factors, especially soil pH. The site at the lowest altitude harbored the highest bacterial richness and diversity, although richness/diversity community properties did not show a monotonic decrease along the gradient. The relative size of fungal community also increased with altitude and its composition comprised Ascomycota, Basidiomycota, and Zygomycota. Changes in fungal richness/diversity and community structure were mainly governed by pH and C/N, respectively. The variation of the predominant bacterial and fungal classes over the altitudinal gradient was the result of the environmental and soil chemical factors prevailing at each site.
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MESH Headings
- Altitude
- Archaea/classification
- Archaea/isolation & purification
- Bacteria/classification
- Bacteria/isolation & purification
- Biodiversity
- Chemical Phenomena
- DNA, Archaeal/genetics
- DNA, Archaeal/isolation & purification
- DNA, Bacterial/genetics
- DNA, Bacterial/isolation & purification
- DNA, Fungal/genetics
- DNA, Fungal/isolation & purification
- Fungi/classification
- Fungi/isolation & purification
- Italy
- RNA, Ribosomal, 16S/genetics
- RNA, Ribosomal, 16S/isolation & purification
- Sequence Analysis, DNA
- Soil/chemistry
- Soil Microbiology
- Temperature
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Affiliation(s)
- José A Siles
- Institute of Microbiology, University of Innsbruck, Technikerstrasse 25, A-6020, Innsbruck, Austria.
| | - Rosa Margesin
- Institute of Microbiology, University of Innsbruck, Technikerstrasse 25, A-6020, Innsbruck, Austria
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