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Latini A, Bacci G, Teodoro M, Gattia DM, Bevivino A, Trakal L. The Impact of Soil-Applied Biochars From Different Vegetal Feedstocks on Durum Wheat Plant Performance and Rhizospheric Bacterial Microbiota in Low Metal-Contaminated Soil. Front Microbiol 2019; 10:2694. [PMID: 31920998 PMCID: PMC6916200 DOI: 10.3389/fmicb.2019.02694] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2019] [Accepted: 11/06/2019] [Indexed: 02/04/2023] Open
Abstract
Biochar shapes the soil environment and plant growth. Nevertheless, the mechanisms associated with an improved plant biomass and soil microbiome in low metal-contaminated soils are still unclear. In this study, the influence of biochar on soil physico-chemical properties, plant performance, and rhizosphere microbiota in durum wheat was investigated at the above- and belowground levels. Two kinds of biochar from different feedstocks (wood chips and wheat straw pellets) and two Italian durum wheat varieties, Duilio and Marco Aurelio, were analyzed in a greenhouse using a low-nutrient gleyic fluvisol containing a very small amount of Pb and Zn. Four different treatments were performed: soil-only control (C), soil amended with woody biochar equilibrated with nutrient solution (B1+) and non-activated (B1−), and soil amended with non-activated (B2−) wheat straw biochar. Seven weeks after seed germination, (1) the physico-chemical properties of soil, biochars, and mixtures were assessed; (2) the fresh and dry weight of aboveground plant tissues and roots and other morphometric traits were measured; and (3) metabarcoding of the 16S rRNA bacterial gene was performed on rhizosphere soil samples. The results showed that the biochar from wheat straw had stronger impact on both durum varieties, with higher electrical conductivity, higher levels of available K and Na, and a substantial increase of dissolved Na+, K+, and Cl− ions in pore water. Generally, biochar amendment decreased Zn availability for the plants. In addition, biochar improved plant growth in the early growth stage, and the more positive effect was achieved by combining wheat straw biochar with Marco Aurelio. Rhizosphere bacterial microbiota showed variation in alpha diversity only due to treatment; on the other hand, the differential analysis showed consistent variation among samples with significant effects on amplicon sequence variant (ASV) abundance due to the specific biochar treatment as well as the genotype. The pure B1−, due to its scarce nutrient content with respect to the richer types (B1+ and B2−), had a negative impact on microbiota richness. Our study highlights that an appropriate combination of biochar feedstock and crop species may lead to superior yield.
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Affiliation(s)
- Arianna Latini
- Italian National Agency for New Technologies, Energy and Sustainable Economic Development, ENEA Casaccia Research Centr, Rome, Italy
| | - Giovanni Bacci
- Department of Biology, University of Florence, Florence, Italy
| | - Manuel Teodoro
- Department of Environmental Geosciences, Faculty of Environmental Sciences, Czech University of Life Sciences Prague, Prague, Czechia
| | - Daniele Mirabile Gattia
- Italian National Agency for New Technologies, Energy and Sustainable Economic Development, ENEA Casaccia Research Centr, Rome, Italy
| | - Annamaria Bevivino
- Italian National Agency for New Technologies, Energy and Sustainable Economic Development, ENEA Casaccia Research Centr, Rome, Italy
| | - Lukáš Trakal
- Department of Environmental Geosciences, Faculty of Environmental Sciences, Czech University of Life Sciences Prague, Prague, Czechia
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Latini A, Bacci G, Teodoro M, Gattia DM, Bevivino A, Trakal L. The Impact of Soil-Applied Biochars From Different Vegetal Feedstocks on Durum Wheat Plant Performance and Rhizospheric Bacterial Microbiota in Low Metal-Contaminated Soil. Front Microbiol 2019. [PMID: 31920998 DOI: 10.3389/fmicb.2019.0269] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/14/2023] Open
Abstract
Biochar shapes the soil environment and plant growth. Nevertheless, the mechanisms associated with an improved plant biomass and soil microbiome in low metal-contaminated soils are still unclear. In this study, the influence of biochar on soil physico-chemical properties, plant performance, and rhizosphere microbiota in durum wheat was investigated at the above- and belowground levels. Two kinds of biochar from different feedstocks (wood chips and wheat straw pellets) and two Italian durum wheat varieties, Duilio and Marco Aurelio, were analyzed in a greenhouse using a low-nutrient gleyic fluvisol containing a very small amount of Pb and Zn. Four different treatments were performed: soil-only control (C), soil amended with woody biochar equilibrated with nutrient solution (B1+) and non-activated (B1-), and soil amended with non-activated (B2-) wheat straw biochar. Seven weeks after seed germination, (1) the physico-chemical properties of soil, biochars, and mixtures were assessed; (2) the fresh and dry weight of aboveground plant tissues and roots and other morphometric traits were measured; and (3) metabarcoding of the 16S rRNA bacterial gene was performed on rhizosphere soil samples. The results showed that the biochar from wheat straw had stronger impact on both durum varieties, with higher electrical conductivity, higher levels of available K and Na, and a substantial increase of dissolved Na+, K+, and Cl- ions in pore water. Generally, biochar amendment decreased Zn availability for the plants. In addition, biochar improved plant growth in the early growth stage, and the more positive effect was achieved by combining wheat straw biochar with Marco Aurelio. Rhizosphere bacterial microbiota showed variation in alpha diversity only due to treatment; on the other hand, the differential analysis showed consistent variation among samples with significant effects on amplicon sequence variant (ASV) abundance due to the specific biochar treatment as well as the genotype. The pure B1-, due to its scarce nutrient content with respect to the richer types (B1+ and B2-), had a negative impact on microbiota richness. Our study highlights that an appropriate combination of biochar feedstock and crop species may lead to superior yield.
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Affiliation(s)
- Arianna Latini
- Italian National Agency for New Technologies, Energy and Sustainable Economic Development, ENEA Casaccia Research Centr, Rome, Italy
| | - Giovanni Bacci
- Department of Biology, University of Florence, Florence, Italy
| | - Manuel Teodoro
- Department of Environmental Geosciences, Faculty of Environmental Sciences, Czech University of Life Sciences Prague, Prague, Czechia
| | - Daniele Mirabile Gattia
- Italian National Agency for New Technologies, Energy and Sustainable Economic Development, ENEA Casaccia Research Centr, Rome, Italy
| | - Annamaria Bevivino
- Italian National Agency for New Technologies, Energy and Sustainable Economic Development, ENEA Casaccia Research Centr, Rome, Italy
| | - Lukáš Trakal
- Department of Environmental Geosciences, Faculty of Environmental Sciences, Czech University of Life Sciences Prague, Prague, Czechia
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Bacci G, Cerri M, Lastrucci L, Ferranti F, Ferri V, Foggi B, Gigante D, Venanzoni R, Viciani D, Mengoni A, Reale L, Coppi A. Applying predictive models to decipher rhizobacterial modifications in common reed die-back affected populations. THE SCIENCE OF THE TOTAL ENVIRONMENT 2018; 642:708-722. [PMID: 29913366 DOI: 10.1016/j.scitotenv.2018.06.066] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/10/2018] [Revised: 06/06/2018] [Accepted: 06/06/2018] [Indexed: 05/03/2023]
Abstract
The microbiota inhabiting the soil, as well as the rhizosphere, represents a key determinant of several plant functions. Like for humans, dysbiosis of the plant-associated microbiota may be a co-causal agent in disease with still obscure eziology. In the last decades, the common reed Phragmites australis has been deeply studied for its disappearance from natural stands, but no clear causative agents have been identified and no laboratory models of such "reed die-back syndrome" (RDBS) have been developed. In this study, we try to shed light on the RDBS, by comparing the rhizosphere microbiota of five Italian P. australis populations with different degrees of decline. Results obtained showed a biogeographical meaningful pattern of rhizosphere microbiota, coupled with an impact of RDBS. Obtained data allowed to construct a two-steps predictive model which enabled the prediction of the plant health status from the microbiota taxonomic composition, independently from their geographic location. In conclusion, this study represents one of the first overviews that statistically links RDBS to alteration of rhizosphere microbiota and suggests a model for the analysis of plant-bacteria relationships in nature.
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Affiliation(s)
- Giovanni Bacci
- Department of Biology, University of Florence, Florence, Italy.
| | - Martina Cerri
- Department of Agriculture, Food and Environmental Sciences, University of Perugia, Perugia, Italy
| | | | - Francesco Ferranti
- Department of Agriculture, Food and Environmental Sciences, University of Perugia, Perugia, Italy
| | - Valentina Ferri
- Department of Agriculture, Food and Environmental Sciences, University of Perugia, Perugia, Italy
| | - Bruno Foggi
- Department of Biology, University of Florence, Florence, Italy
| | - Daniela Gigante
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Perugia, Italy
| | - Roberto Venanzoni
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Perugia, Italy
| | - Daniele Viciani
- Department of Biology, University of Florence, Florence, Italy
| | - Alessio Mengoni
- Department of Biology, University of Florence, Florence, Italy
| | - Lara Reale
- Department of Agriculture, Food and Environmental Sciences, University of Perugia, Perugia, Italy
| | - Andrea Coppi
- Department of Biology, University of Florence, Florence, Italy
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Wiegand S, Jogler M, Jogler C. On the maverick Planctomycetes. FEMS Microbiol Rev 2018; 42:739-760. [DOI: 10.1093/femsre/fuy029] [Citation(s) in RCA: 134] [Impact Index Per Article: 22.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2018] [Accepted: 07/22/2018] [Indexed: 01/01/2023] Open
Affiliation(s)
- Sandra Wiegand
- Department of Microbiology, Radboud University, Heyendaalseweg 135, Nijmegen, The Netherlands
| | - Mareike Jogler
- Leibniz Institute DSMZ, Inhoffenstraße 7b, 38124 Braunschweig, Germany
| | - Christian Jogler
- Department of Microbiology, Radboud University, Heyendaalseweg 135, Nijmegen, The Netherlands
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Bosi E, Bacci G, Mengoni A, Fondi M. Perspectives and Challenges in Microbial Communities Metabolic Modeling. Front Genet 2017; 8:88. [PMID: 28680442 PMCID: PMC5478693 DOI: 10.3389/fgene.2017.00088] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2017] [Accepted: 06/09/2017] [Indexed: 01/31/2023] Open
Abstract
Bacteria have evolved to efficiently interact each other, forming complex entities known as microbial communities. These "super-organisms" play a central role in maintaining the health of their eukaryotic hosts and in the cycling of elements like carbon and nitrogen. However, despite their crucial importance, the mechanisms that influence the functioning of microbial communities and their relationship with environmental perturbations are obscure. The study of microbial communities was boosted by tremendous advances in sequencing technologies, and in particular by the possibility to determine genomic sequences of bacteria directly from environmental samples. Indeed, with the advent of metagenomics, it has become possible to investigate, on a previously unparalleled scale, the taxonomical composition and the functional genetic elements present in a specific community. Notwithstanding, the metagenomic approach per se suffers some limitations, among which the impossibility of modeling molecular-level (e.g., metabolic) interactions occurring between community members, as well as their effects on the overall stability of the entire system. The family of constraint-based methods, such as flux balance analysis, has been fruitfully used to translate genome sequences in predictive, genome-scale modeling platforms. Although these techniques have been initially developed for analyzing single, well-known model organisms, their recent improvements allowed engaging in multi-organism in silico analyses characterized by a considerable predictive capability. In the face of these advances, here we focus on providing an overview of the possibilities and challenges related to the modeling of metabolic interactions within a bacterial community, discussing the feasibility and the perspectives of this kind of analysis in the (near) future.
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Affiliation(s)
| | | | - Alessio Mengoni
- Department of Biology, University of FlorenceFlorence, Italy
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Checcucci A, Maida I, Bacci G, Ninno C, Bilia AR, Biffi S, Firenzuoli F, Flamini G, Fani R, Mengoni A. Is the plant-associated microbiota of Thymus spp. adapted to plant essential oil? Res Microbiol 2016; 168:276-282. [PMID: 27884782 DOI: 10.1016/j.resmic.2016.11.004] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2016] [Revised: 11/09/2016] [Accepted: 11/11/2016] [Indexed: 10/20/2022]
Abstract
We examined whether the microbiota of two related aromatic thyme species, Thymus vulgaris and Thymus citriodorus, differs in relation to the composition of the respective essential oil (EO). A total of 576 bacterial isolates were obtained from three districts (leaves, roots and rhizospheric soil). They were taxonomically characterized and inspected for tolerance to the EO from the two thyme species. A district-related taxonomic pattern was found. In particular, high taxonomic diversity among the isolates from leaves was detected. Moreover, data obtained revealed a differential pattern of resistance of the isolates to EOs extracted from T. vulgaris and T. citriodorus, which was interpreted in terms of differing chemical composition of the EO of their respective host plants. In conclusion, we suggest that bacterial colonization of leaves in Thymus spp. is influenced by the EO present in leaf glandular tissue as one of the selective forces shaping endophytic community composition.
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Affiliation(s)
- Alice Checcucci
- Department of Biology, University of Florence, Via Madonna del Piano 6, I-50019 Sesto Fiorentino, Florence 50019, Italy
| | - Isabel Maida
- Department of Biology, University of Florence, Via Madonna del Piano 6, I-50019 Sesto Fiorentino, Florence 50019, Italy
| | - Giovanni Bacci
- Department of Biology, University of Florence, Via Madonna del Piano 6, I-50019 Sesto Fiorentino, Florence 50019, Italy
| | - Cristina Ninno
- Department of Biology, University of Florence, Via Madonna del Piano 6, I-50019 Sesto Fiorentino, Florence 50019, Italy
| | - Anna Rita Bilia
- Department of Chemistry Ugo Schiff, University of Florence, Via Ugo Schiff 6, I-50019 Sesto Fiorentino, Florence 50019, Italy
| | - Sauro Biffi
- Il giardino delle Erbe, "Augusto Rinaldi Ceroni", Casola Valsenio, Ravenna, Italy
| | - Fabio Firenzuoli
- Centre for Integrative Medicine, Careggi University Hospital, University of Florence, Florence, Italy
| | - Guido Flamini
- Department of Pharmacy, University of Pisa, Via Bonanno Pisano 6, I-56126 Pisa, Italy
| | - Renato Fani
- Department of Biology, University of Florence, Via Madonna del Piano 6, I-50019 Sesto Fiorentino, Florence 50019, Italy
| | - Alessio Mengoni
- Department of Biology, University of Florence, Via Madonna del Piano 6, I-50019 Sesto Fiorentino, Florence 50019, Italy.
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Structure of bacterial communities in soil following cover crop and organic fertilizer incorporation. Appl Microbiol Biotechnol 2016; 100:9331-9341. [DOI: 10.1007/s00253-016-7736-9] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2016] [Revised: 07/04/2016] [Accepted: 07/10/2016] [Indexed: 11/29/2022]
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