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Lim J, Wehmeyer H, Heffner T, Aeppli M, Gu W, Kim PJ, Horn MA, Ho A. Resilience of aerobic methanotrophs in soils; spotlight on the methane sink under agriculture. FEMS Microbiol Ecol 2024; 100:fiae008. [PMID: 38327184 PMCID: PMC10872700 DOI: 10.1093/femsec/fiae008] [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: 09/05/2023] [Revised: 01/19/2024] [Accepted: 02/06/2024] [Indexed: 02/09/2024] Open
Abstract
Aerobic methanotrophs are a specialized microbial group, catalyzing the oxidation of methane. Disturbance-induced loss of methanotroph diversity/abundance, thus results in the loss of this biological methane sink. Here, we synthesized and conceptualized the resilience of the methanotrophs to sporadic, recurring, and compounded disturbances in soils. The methanotrophs showed remarkable resilience to sporadic disturbances, recovering in activity and population size. However, activity was severely compromised when disturbance persisted or reoccurred at increasing frequency, and was significantly impaired following change in land use. Next, we consolidated the impact of agricultural practices after land conversion on the soil methane sink. The effects of key interventions (tillage, organic matter input, and cover cropping) where much knowledge has been gathered were considered. Pairwise comparisons of these interventions to nontreated agricultural soils indicate that the agriculture-induced impact on the methane sink depends on the cropping system, which can be associated to the physiology of the methanotrophs. The impact of agriculture is more evident in upland soils, where the methanotrophs play a more prominent role than the methanogens in modulating overall methane flux. Although resilient to sporadic disturbances, the methanotrophs are vulnerable to compounded disturbances induced by anthropogenic activities, significantly affecting the methane sink function.
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Affiliation(s)
- Jiyeon Lim
- Institute for Microbiology, Leibniz Universität Hannover, Herrenhäuser Str. 2, 30419 Hannover, Germany
| | - Helena Wehmeyer
- Nestlè Research, Route du Jorat 57, CH 1000 Lausanne 26, Switzerland
| | - Tanja Heffner
- Institute for Microbiology, Leibniz Universität Hannover, Herrenhäuser Str. 2, 30419 Hannover, Germany
| | - Meret Aeppli
- Environmental Engineering Institute IIE-ENAC, Laboratory SOIL, Ecole Polytechnique Fédérale de Lausanne (EPFL), Valais Wallis, CH 1950 Sion, Switzerland
| | - Wenyu Gu
- Environmental Engineering Institute IIE-ENAC, Laboratory MICROBE, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH 1015 Lausanne, Switzerland
| | - Pil Joo Kim
- Division of Applied Life Science, Gyeongsang National University, Jinju 660-701, Republic of Korea
| | - Marcus A Horn
- Institute for Microbiology, Leibniz Universität Hannover, Herrenhäuser Str. 2, 30419 Hannover, Germany
| | - Adrian Ho
- Nestlè Research, Route du Jorat 57, CH 1000 Lausanne 26, Switzerland
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Bieluczyk W, Asselta FO, Navroski D, Gontijo JB, Venturini AM, Mendes LW, Simon CP, Camargo PBD, Tadini AM, Martin-Neto L, Bendassolli JA, Rodrigues RR, van der Putten WH, Tsai SM. Linking above and belowground carbon sequestration, soil organic matter properties, and soil health in Brazilian Atlantic Forest restoration. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2023; 344:118573. [PMID: 37459811 DOI: 10.1016/j.jenvman.2023.118573] [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: 03/21/2023] [Revised: 06/27/2023] [Accepted: 07/02/2023] [Indexed: 09/17/2023]
Abstract
Forest restoration mitigates climate change by removing CO2 and storing C in terrestrial ecosystems. However, incomplete information on C storage in restored tropical forests often fails to capture the ecosystem's holistic C dynamics. This study provides an integrated assessment of C storage in above to belowground subsystems, its consequences for greenhouse gas (GHG) fluxes, and the quantity, quality, and origin of soil organic matter (SOM) in restored Atlantic forests in Brazil. Relations between SOM properties and soil health indicators were also explored. We examined two restorations using tree planting ('active restoration'): an 8-year-old forest with green manure and native trees planted in two rounds, and a 15-year-old forest with native-planted trees in one round without green manure. Restorations were compared to reformed pasture and primary forest sites. We measured C storage in soil layers (0-10, 10-20, and 20-30 cm), litter, and plants. GHG emissions were assessed using CH4 and CO2 fluxes. SOM quantity was evaluated using C and N, quality using humification index (HLIFS), and origin using δ13C and δ15N. Nine soil health indicators were interrelated with SOM attributes. The primary forest presented the highest C stocks (107.7 Mg C ha-1), followed by 15- and 8-year-old restorations and pasture with 69.8, 55.5, and 41.8 Mg C ha-1, respectively. Soil C stocks from restorations and pasture were 20% lower than primary forest. However, 8- and 15-year-old restorations stored 12.3 and 28.3 Mg ha-1 more aboveground C than pasture. The younger forest had δ13C and δ15N values of 2.1 and 1.7‰, respectively, lower than the 15-year-old forest, indicating more C derived from C3 plants and biological N fixation. Both restorations and pasture had at least 34% higher HLIFS in deeper soil layers (10-30 cm) than primary forest, indicating a lack of labile SOM. Native and 15-year-old forests exhibited higher soil methane influx (141.1 and 61.9 μg m-2 h-1). Forests outperformed pasture in most soil health indicators, with 69% of their variance explained by SOM properties. However, SOM quantity and quality regeneration in both restorations approached the pristine forest state only in the top 10 cm layer, while deeper soil retained agricultural degradation legacies. In conclusion, active restoration of the Atlantic Forest is a superior approach compared to pasture reform for GHG mitigation. Nonetheless, the development of restoration techniques to facilitate labile C input into deeper soil layers (>10 cm) is needed to further improve soil multifunctionality and long-term C storage.
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Affiliation(s)
- Wanderlei Bieluczyk
- University of São Paulo, Center for Nuclear Energy in Agriculture, Cell and Molecular Biology Laboratory, 303 Centenário Avenue, Piracicaba, SP, 13416-000, Brazil; University of São Paulo, Center for Nuclear Energy in Agriculture, Isotopic Ecology Laboratory, 303 Centenário Avenue, Piracicaba, SP, 13416-000, Brazil.
| | - Fernanda Ometto Asselta
- University of São Paulo, Center for Nuclear Energy in Agriculture, Cell and Molecular Biology Laboratory, 303 Centenário Avenue, Piracicaba, SP, 13416-000, Brazil.
| | - Deisi Navroski
- University of São Paulo, Center for Nuclear Energy in Agriculture, Cell and Molecular Biology Laboratory, 303 Centenário Avenue, Piracicaba, SP, 13416-000, Brazil.
| | - Júlia Brandão Gontijo
- University of São Paulo, Center for Nuclear Energy in Agriculture, Cell and Molecular Biology Laboratory, 303 Centenário Avenue, Piracicaba, SP, 13416-000, Brazil.
| | - Andressa Monteiro Venturini
- Princeton Institute for International and Regional Studies, Princeton University, Princeton, NJ, USA; Department of Biology, Stanford University, Stanford, CA, USA.
| | - Lucas William Mendes
- University of São Paulo, Center for Nuclear Energy in Agriculture, Cell and Molecular Biology Laboratory, 303 Centenário Avenue, Piracicaba, SP, 13416-000, Brazil.
| | - Carla Penha Simon
- University of São Paulo, Center for Nuclear Energy in Agriculture, Isotopic Ecology Laboratory, 303 Centenário Avenue, Piracicaba, SP, 13416-000, Brazil.
| | - Plínio Barbosa de Camargo
- University of São Paulo, Center for Nuclear Energy in Agriculture, Isotopic Ecology Laboratory, 303 Centenário Avenue, Piracicaba, SP, 13416-000, Brazil.
| | - Amanda Maria Tadini
- Brazilian Agricultural Research Corporation, Embrapa Instrumentation, 1452 XV de Novembro Street, São Carlos, SP, 13560-970, Brazil.
| | - Ladislau Martin-Neto
- Brazilian Agricultural Research Corporation, Embrapa Instrumentation, 1452 XV de Novembro Street, São Carlos, SP, 13560-970, Brazil.
| | - José Albertino Bendassolli
- University of São Paulo, Center for Nuclear Energy in Agriculture, Stable Isotope Laboratory, 303 Centenário Avenue, Piracicaba, SP, 13416-000, Brazil.
| | - Ricardo Ribeiro Rodrigues
- University of São Paulo, "Luiz de Queiroz" College of Agriculture, Laboratory of Ecology and Forest Restoration, 11 Pádua Dias Avenue, Piracicaba, SP, 13418-900, Brazil.
| | - Wim H van der Putten
- Netherlands Institute of Ecology, NIOO-KNAW, Department of Terrestrial Ecology, 6708, PB, Wageningen, Netherlands; Laboratory of Nematology, Wageningen University, P.O. Box 8123, 6700, ES, Wageningen, the Netherlands.
| | - Siu Mui Tsai
- University of São Paulo, Center for Nuclear Energy in Agriculture, Cell and Molecular Biology Laboratory, 303 Centenário Avenue, Piracicaba, SP, 13416-000, Brazil.
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Obregon D, Mafa-Attoye TG, Baskerville M, Mitter EK, de Souza LF, Oelbermann M, Thevathasan NV, Tsai SM, Dunfield KE. Functionality of methane cycling microbiome during methane flux hot moments from riparian buffer systems. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 870:161921. [PMID: 36739023 DOI: 10.1016/j.scitotenv.2023.161921] [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: 11/30/2022] [Revised: 01/26/2023] [Accepted: 01/26/2023] [Indexed: 06/18/2023]
Abstract
Riparian buffer systems (RBS) are a common agroforestry practice that involves maintaining a forested boundary adjacent to water bodies to protect the aquatic ecosystems in agricultural landscapes. While RBS have potential for carbon sequestration, they also can be sources of methane emissions. Our study site at Washington Creek in Southern Ontario, includes a rehabilitated tree buffer (RH), a grassed buffer (GRB), an undisturbed deciduous forest (UNF), an undisturbed coniferous forest (CF), and an adjacent agricultural field (AGR). The objective of this study was to assess the diversity and activity of CH4 cycling microbial communities in soils sampled during hot moments of methane fluxes (July 04 and August 15). We used qPCR and high-throughput amplicon sequencing from both DNA and cDNA to target methanogen and methanotroph communities. Methanogens, including the archaeal genera Methanosaeta, Methanosarcina, Methanomassiliicoccus, and Methanoreggula, were abundant in all RBSs, but they were significantly more active in UNF soils, where CH4 emissions were highest. Methylocystis was the most prevalent taxon among methanotrophs in all the riparian sites, except for AGR soils where the methanotrophs community was composed primarily of members of rice paddy clusters (RPCs and RPC-1) and upland soil clusters (TUSC and USCα). The main factors influencing the composition and assembly of methane-cycling microbiomes were soil carbon and moisture content. We concluded that the differences in CH4 fluxes observed between RBSs were primarily caused by differences in the presence and activity of methanogens, which were influenced by total soil carbon and water content. Overall, this study emphasizes the importance of understanding the microbial drivers of CH4 fluxes in RBSs in order to maximize RBS environmental benefits.
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Affiliation(s)
- Dasiel Obregon
- School of Environmental Science, University of Guelph, 50 Stone Rd E, Guelph, ON N1H 2W1, Canada; Center for Nuclear Energy in Agriculture, University of São Paulo, Av. Centenário, 303 - São Dimas, Piracicaba, SP 13400-970, Brazil
| | - Tolulope G Mafa-Attoye
- School of Environmental Science, University of Guelph, 50 Stone Rd E, Guelph, ON N1H 2W1, Canada
| | - Megan Baskerville
- Environment and Climate Change Canada, 351, Boul. Saint-Joseph, Gatineau, Quebec, QC K1A 0H3, Canada
| | - Eduardo K Mitter
- School of Environmental Science, University of Guelph, 50 Stone Rd E, Guelph, ON N1H 2W1, Canada
| | - Leandro Fonseca de Souza
- Center for Nuclear Energy in Agriculture, University of São Paulo, Av. Centenário, 303 - São Dimas, Piracicaba, SP 13400-970, Brazil
| | - Maren Oelbermann
- School of Environment, Resources, and Sustainability, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada
| | - Naresh V Thevathasan
- School of Environmental Science, University of Guelph, 50 Stone Rd E, Guelph, ON N1H 2W1, Canada
| | - Siu Mui Tsai
- Center for Nuclear Energy in Agriculture, University of São Paulo, Av. Centenário, 303 - São Dimas, Piracicaba, SP 13400-970, Brazil
| | - Kari E Dunfield
- School of Environmental Science, University of Guelph, 50 Stone Rd E, Guelph, ON N1H 2W1, Canada.
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Louisson Z, Hermans SM, Buckley HL, Case BS, Taylor M, Curran-Cournane F, Lear G. Land use modification causes slow, but predictable, change in soil microbial community composition and functional potential. ENVIRONMENTAL MICROBIOME 2023; 18:30. [PMID: 37024971 PMCID: PMC10080853 DOI: 10.1186/s40793-023-00485-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 03/19/2023] [Indexed: 06/19/2023]
Abstract
BACKGROUND Bacterial communities are critical to ecosystem functioning and sensitive to their surrounding physiochemical environment. However, the impact of land use change on microbial communities remains understudied. We used 16S rRNA gene amplicon sequencing and shotgun metagenomics to assess soil microbial communities' taxonomic and functional responses to land use change. We compared data from long-term grassland, exotic forest and horticulture reference sites to data from sites that transitioned from (i) Grassland to exotic forest or horticulture and from (ii) Exotic forest to grassland. RESULTS Community taxonomic and functional profiles of the transitional sites significantly differed from those within reference sites representing both their historic and current land uses (P < 0.001). The bacterial communities in sites that transitioned more recently were compositionally more similar to those representing their historic land uses. In contrast, the composition of communities from sites exposed to older conversion events had shifted towards the compositions at reference sites representing their current land use. CONCLUSIONS Our study indicates that microbial communities respond in a somewhat predictable way after a land use conversion event by shifting from communities reflecting their former land use towards those reflecting their current land use. Our findings help us to better understand the legacy effects of land use change on soil microbial communities and implications for their role in soil health and ecosystem functioning. Understanding the responsiveness of microbial communities to environmental disturbances will aid us in incorporating biotic variables into soil health monitoring techniques in the future.
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Affiliation(s)
- Z. Louisson
- School of Biological Sciences, University of Auckland, 3a Symonds Street, Auckland, 1010 New Zealand
| | - S. M. Hermans
- School of Science, Auckland University of Technology, 34 St Paul Street, Auckland, 1010 New Zealand
| | - H. L. Buckley
- School of Science, Auckland University of Technology, 34 St Paul Street, Auckland, 1010 New Zealand
| | - B. S. Case
- School of Science, Auckland University of Technology, 34 St Paul Street, Auckland, 1010 New Zealand
| | - M. Taylor
- Waikato Regional Council, 160 Ward St, Hamilton, 3204 New Zealand
| | - F. Curran-Cournane
- Joint Evidence Data and Insights, Ministry for the Environment, 45 Queens Street, Auckland, 1010 New Zealand
| | - G. Lear
- School of Biological Sciences, University of Auckland, 3a Symonds Street, Auckland, 1010 New Zealand
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5
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Obregon Alvarez D, Fonseca de Souza L, Mendes LW, de Moraes MT, Tosi M, Venturini AM, Meyer KM, Barbosa de Camargo P, Bohannan BJM, Mazza Rodrigues JL, Dunfield KE, Tsai SM. Shifts in functional traits and interactions patterns of soil methane-cycling communities following forest-to-pasture conversion in the Amazon Basin. Mol Ecol 2023. [PMID: 36896778 DOI: 10.1111/mec.16912] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Revised: 01/24/2023] [Accepted: 02/27/2023] [Indexed: 03/11/2023]
Abstract
Deforestation threatens the integrity of the Amazon biome and the ecosystem services it provides, including greenhouse gas mitigation. Forest-to-pasture conversion has been shown to alter the flux of methane gas (CH4 ) in Amazonian soils, driving a switch from acting as a sink to a source of atmospheric CH4 . This study aimed to better understand this phenomenon by investigating soil microbial metagenomes, focusing on the taxonomic and functional structure of methane-cycling communities. Metagenomic data from forest and pasture soils were combined with measurements of in situ CH4 fluxes and soil edaphic factors and analysed using multivariate statistical approaches. We found a significantly higher abundance and diversity of methanogens in pasture soils. As inferred by co-occurrence networks, these microorganisms seem to be less interconnected within the soil microbiota in pasture soils. Metabolic traits were also different between land uses, with increased hydrogenotrophic and methylotrophic pathways of methanogenesis in pasture soils. Land-use change also induced shifts in taxonomic and functional traits of methanotrophs, with bacteria harbouring genes encoding the soluble form of methane monooxygenase enzyme (sMMO) depleted in pasture soils. Redundancy analysis and multimodel inference revealed that the shift in methane-cycling communities was associated with high pH, organic matter, soil porosity and micronutrients in pasture soils. These results comprehensively characterize the effect of forest-to-pasture conversion on the microbial communities driving the methane-cycling microorganisms in the Amazon rainforest, which will contribute to the efforts to preserve this important biome.
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Affiliation(s)
- Dasiel Obregon Alvarez
- Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, SP, Brazil
- School of Environmental Sciences, University of Guelph, Guelph, Ontario, Canada
| | | | - Lucas William Mendes
- Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, SP, Brazil
| | | | - Micaela Tosi
- School of Environmental Sciences, University of Guelph, Guelph, Ontario, Canada
| | | | - Kyle M Meyer
- Department of Integrative Biology, University of California-Berkeley, Berkeley, California, USA
- Institute of Ecology and Evolution, University of Oregon, Eugene, Oregon, USA
| | | | | | - Jorge L Mazza Rodrigues
- Department of Land, Air, and Water Resources, University of California-Davis, Davis, California, USA
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Kari E Dunfield
- School of Environmental Sciences, University of Guelph, Guelph, Ontario, Canada
| | - Siu Mui Tsai
- Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, SP, Brazil
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6
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Castellano-Hinojosa A, González-López J, Cardenas LM, Strauss SL. Editorial: Linking nitrogen cycling transformations to microbial diversity in freshwater ecosystems. Front Microbiol 2022; 13:1098905. [DOI: 10.3389/fmicb.2022.1098905] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Accepted: 11/15/2022] [Indexed: 11/30/2022] Open
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Ho A, Zuan ATK, Mendes LW, Lee HJ, Zulkeflee Z, van Dijk H, Kim PJ, Horn MA. Aerobic Methanotrophy and Co-occurrence Networks of a Tropical Rainforest and Oil Palm Plantations in Malaysia. MICROBIAL ECOLOGY 2022; 84:1154-1165. [PMID: 34716776 PMCID: PMC9747831 DOI: 10.1007/s00248-021-01908-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Accepted: 10/21/2021] [Indexed: 05/11/2023]
Abstract
Oil palm (OP) plantations are gradually replacing tropical rainforest in Malaysia, one of the largest palm oil producers globally. Conversion of lands to OP plantations has been associated with compositional shifts of the microbial community, with consequences on the greenhouse gas (GHG) emissions. While the impact of the change in land use has recently been investigated for microorganisms involved in N2O emission, the response of the aerobic methanotrophs to OP agriculture remains to be determined. Here, we monitored the bacterial community composition, focusing on the aerobic methanotrophs, in OP agricultural soils since 2012, 2006, and 1993, as well as in a tropical rainforest, in 2019 and 2020. High-affinity methane uptake was confirmed, showing significantly lower rates in the OP plantations than in the tropical rainforest, but values increased with continuous OP agriculture. The bacterial, including the methanotrophic community composition, was modified with ongoing OP agriculture. The methanotrophic community composition was predominantly composed of unclassified methanotrophs, with the canonical (Methylocystis) and putative methanotrophs thought to catalyze high-affinity methane oxidation present at higher relative abundance in the oldest OP plantation. Results suggest that the methanotrophic community was relatively more stable within each site, exhibiting less temporal variations than the total bacterial community. Uncharacteristically, a 16S rRNA gene-based co-occurrence network analysis revealed a more complex and connected community in the OP agricultural soil, which may influence the resilience of the bacterial community to disturbances. Overall, we provide a first insight into the ecology and role of the aerobic methanotrophs as a methane sink in OP agricultural soils.
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Affiliation(s)
- Adrian Ho
- Institute for Microbiology, Leibniz Universität Hannover, Hannover, Germany.
| | - Ali Tan Kee Zuan
- Department of Land Management, Faculty of Agriculture, Universiti Putra Malaysia, Seri Kembangan, Selangor, Malaysia
| | - Lucas W Mendes
- Center for Nuclear Energy in Agriculture, University of São Paulo (CENA-USP), Sao Paulo, Brazil
| | - Hyo Jung Lee
- Department of Biology, Kunsan National University, Gunsan, South Korea
| | - Zufarzaana Zulkeflee
- Department of Environment, Faculty of Forestry and Environment, Universiti Putra Malaysia, Seri Kembangan, Selangor, Malaysia
| | - Hester van Dijk
- Institute for Microbiology, Leibniz Universität Hannover, Hannover, Germany
| | - Pil Joo Kim
- Division of Applied Life Science, Gyeongsang National University, Jinju, South Korea
| | - Marcus A Horn
- Institute for Microbiology, Leibniz Universität Hannover, Hannover, Germany
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Fonseca de Souza L, Alvarez DO, Domeignoz-Horta LA, Gomes FV, de Souza Almeida C, Merloti LF, Mendes LW, Andreote FD, Bohannan BJM, Mazza Rodrigues JL, Nüsslein K, Tsai SM. Maintaining grass coverage increases methane uptake in Amazonian pastures, with a reduction of methanogenic archaea in the rhizosphere. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 838:156225. [PMID: 35623507 DOI: 10.1016/j.scitotenv.2022.156225] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 05/20/2022] [Accepted: 05/21/2022] [Indexed: 06/15/2023]
Abstract
Cattle ranching is the largest driver of deforestation in the Brazilian Amazon. The rainforest-to-pasture conversion affects the methane cycle in upland soils, changing it from sink to source of atmospheric methane. However, it remains unknown if management practices could reduce the impact of land-use on methane cycling. In this work, we evaluated how pasture management can regulate the soil methane cycle either by maintaining continuous grass coverage on pasture soils, or by liming the soil to amend acidity. Methane fluxes from forest and pasture soils were evaluated in moisture-controlled greenhouse experiments with and without grass cover (Urochloa brizantha cv. Marandu) or liming. We also assessed changes in the soil microbial community structure of both bare (bulk) and rhizospheric pasture soils through high throughput sequencing of the 16S rRNA gene, and quantified the methane cycling microbiota by their respective marker genes related to methane generation (mcrA) or oxidation (pmoA). The experiments used soils from eastern and western Amazonia, and concurrent field studies allowed us to confirm greenhouse data. The presence of a grass cover not only increased methane uptake by up to 35% in pasture soils, but also reduced the abundance of the methane-producing community. In the grass rhizosphere this reduction was up to 10-fold. Methane-producing archaea belonged to the genera Methanosarcina sp., Methanocella sp., Methanobacterium sp., and Rice Cluster I. Further, we showed that soil liming to increasing pH compromised the capacity of forest and pasture soils to be a sink for methane, and instead converted formerly methane-consuming forest soils to become methane sources in only 40-80 days. Liming reduced the relative abundance of Beijerinckiacea family in forest soils, which account for many known methanotrophs. Our results demonstrate that pasture management that maintains grass coverage can mitigate soil methane emissions, compared to bare (bulk) pasture soil.
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Affiliation(s)
- Leandro Fonseca de Souza
- Center for Nuclear Energy in Agriculture, University of Sao Paulo, Piracicaba, SP, Brazil; Department of Microbiology, University of Massachusetts, Amherst, MA, USA.
| | - Dasiel Obregon Alvarez
- Center for Nuclear Energy in Agriculture, University of Sao Paulo, Piracicaba, SP, Brazil; Applied Soil Ecology Lab, School of Environmental Sciences, University of Guelph, Guelph, ON, Canada
| | - Luiz A Domeignoz-Horta
- Department of Microbiology, University of Massachusetts, Amherst, MA, USA; Department of Evolutionary Biology and Environmental Studies, University of Zurich, Zurich, Switzerland
| | - Fabio Vitorino Gomes
- Center for Nuclear Energy in Agriculture, University of Sao Paulo, Piracicaba, SP, Brazil
| | | | - Luis Fernando Merloti
- Center for Nuclear Energy in Agriculture, University of Sao Paulo, Piracicaba, SP, Brazil
| | - Lucas William Mendes
- Center for Nuclear Energy in Agriculture, University of Sao Paulo, Piracicaba, SP, Brazil
| | | | | | | | - Klaus Nüsslein
- Department of Microbiology, University of Massachusetts, Amherst, MA, USA
| | - Siu Mui Tsai
- Center for Nuclear Energy in Agriculture, University of Sao Paulo, Piracicaba, SP, Brazil
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9
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Venturini AM, Dias NMS, Gontijo JB, Yoshiura CA, Paula FS, Meyer KM, Nakamura FM, da França AG, Borges CD, Barlow J, Berenguer E, Nüsslein K, Rodrigues JLM, Bohannan BJM, Tsai SM. Increased soil moisture intensifies the impacts of forest-to-pasture conversion on methane emissions and methane-cycling communities in the Eastern Amazon. ENVIRONMENTAL RESEARCH 2022; 212:113139. [PMID: 35337832 DOI: 10.1016/j.envres.2022.113139] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Revised: 02/24/2022] [Accepted: 03/15/2022] [Indexed: 06/14/2023]
Abstract
Climatic changes are altering precipitation patterns in the Amazon and may influence soil methane (CH4) fluxes due to the differential responses of methanogenic and methanotrophic microorganisms. However, it remains unclear if these climate feedbacks can amplify land-use-related impacts on the CH4 cycle. To better predict the responses of soil CH4-cycling microorganisms and emissions under altered moisture levels in the Eastern Brazilian Amazon, we performed a 30-day microcosm experiment manipulating the moisture content (original moisture; 60%, 80%, and 100% of field capacity - FC) of forest and pasture soils. Gas samples were collected periodically for gas chromatography analysis, and methanogenic archaeal and methanotrophic bacterial communities were assessed using quantitative PCR and metagenomics. Positive and negative daily CH4 fluxes were observed for forest and pasture, indicating that these soils can act as both CH4 sources and sinks. Cumulative emissions and the abundance of methanogenesis-related genes and taxonomic groups were affected by land use, moisture, and their interaction. Pasture soils at 100% FC had the highest abundance of methanogens and CH4 emissions, 22 times higher than forest soils under the same treatment. Higher ratios of methanogens to methanotrophs were found in pasture than in forest soils, even at field capacity conditions. Land use and moisture were significant factors influencing the composition of methanogenic and methanotrophic communities. The diversity and evenness of methanogens did not change throughout the experiment. In contrast, methanotrophs exhibited the highest diversity and evenness in pasture soils at 100% FC. Taken together, our results suggest that increased moisture exacerbates soil CH4 emissions and microbial responses driven by land-use change in the Amazon. This is the first report on the microbial CH4 cycle in Amazonian upland soils that combined one-month gas measurements with advanced molecular methods.
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Affiliation(s)
- Andressa M Venturini
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, SP, 13416-000, Brazil; Princeton Institute for International and Regional Studies, Princeton University, Princeton, NJ, 08544, USA.
| | - Naissa M S Dias
- Environmental Biogeochemistry Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, SP, 13416-000, Brazil
| | - Júlia B Gontijo
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, SP, 13416-000, Brazil
| | - Caio A Yoshiura
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, SP, 13416-000, Brazil
| | - Fabiana S Paula
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, SP, 13416-000, Brazil; Department of Biological Oceanography, Oceanographic Institute, University of São Paulo, São Paulo, SP, 05508-120, Brazil
| | - Kyle M Meyer
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, 97403, USA; Department of Integrative Biology, University of California - Berkeley, Berkeley, CA, 94720, USA
| | - Fernanda M Nakamura
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, SP, 13416-000, Brazil
| | - Aline G da França
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, SP, 13416-000, Brazil
| | - Clovis D Borges
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, SP, 13416-000, Brazil
| | - Jos Barlow
- Lancaster Environment Centre, Lancaster University, Lancaster, LA1 4YQ, UK
| | - Erika Berenguer
- Lancaster Environment Centre, Lancaster University, Lancaster, LA1 4YQ, UK; Environmental Change Institute, University of Oxford, Oxford, OX1 3QY, UK
| | - Klaus Nüsslein
- Department of Microbiology, University of Massachusetts, Amherst, MA, 01003, USA
| | - Jorge L M Rodrigues
- Department of Land, Air, and Water Resources, University of California - Davis, Davis, CA, 95616, USA
| | - Brendan J M Bohannan
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, 97403, USA
| | - Siu M Tsai
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, SP, 13416-000, Brazil
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10
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Alves KJ, Pylro VS, Nakayama CR, Vital VG, Taketani RG, Santos DG, Mazza Rodrigues JL, Mui TS, Andreote FD. Methanogenic communities and methane emissions from enrichments of Brazilian Amazonia soils under land-use change. Microbiol Res 2022; 265:127178. [DOI: 10.1016/j.micres.2022.127178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 08/02/2021] [Accepted: 08/24/2022] [Indexed: 10/14/2022]
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11
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Monteiro GGTN, Barros DJ, Gabriel GVM, Venturini AM, Veloso TGR, Vazquez GH, Oliveira LC, Neu V, Bodelier PLE, Mansano CFM, Tsai SM, Navarrete AA. Molecular evidence for stimulation of methane oxidation in Amazonian floodplains by ammonia-oxidizing communities. Front Microbiol 2022; 13:913453. [PMID: 35979497 PMCID: PMC9376453 DOI: 10.3389/fmicb.2022.913453] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Accepted: 07/08/2022] [Indexed: 12/03/2022] Open
Abstract
Ammonia oxidation is the rate-limiting first step of nitrification and a key process in the nitrogen cycle that results in the formation of nitrite (NO2 -), which can be further oxidized to nitrate (NO3 -). In the Amazonian floodplains, soils are subjected to extended seasons of flooding during the rainy season, in which they can become anoxic and produce a significant amount of methane (CH4). Various microorganisms in this anoxic environment can couple the reduction of different ions, such as NO2 - and NO3 -, with the oxidation of CH4 for energy production and effectively link the carbon and nitrogen cycle. Here, we addressed the composition of ammonium (NH4 +) and NO3 --and NO2 --dependent CH4-oxidizing microbial communities in an Amazonian floodplain. In addition, we analyzed the influence of environmental and geochemical factors on these microbial communities. Soil samples were collected from different layers of forest and agroforest land-use systems during the flood and non-flood seasons in the floodplain of the Tocantins River, and next-generation sequencing of archaeal and bacterial 16S rRNA amplicons was performed, coupled with chemical characterization of the soils. We found that ammonia-oxidizing archaea (AOA) were more abundant than ammonia-oxidizing bacteria (AOB) during both flood and non-flood seasons. Nitrogen-dependent anaerobic methane oxidizers (N-DAMO) from both the archaeal and bacterial domains were also found in both seasons, with higher abundance in the flood season. The different seasons, land uses, and depths analyzed had a significant influence on the soil chemical factors and also affected the abundance and composition of AOA, AOB, and N-DAMO. During the flood season, there was a significant correlation between ammonia oxidizers and N-DAMO, indicating the possible role of these oxidizers in providing oxidized nitrogen species for methanotrophy under anaerobic conditions, which is essential for nitrogen removal in these soils.
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Affiliation(s)
| | - Dayane J. Barros
- Graduate Program in Biodiversity and Biotechnology (BIONORTE), Federal University of Tocantins (UFT), Palmas, Brazil
| | - Gabriele V. M. Gabriel
- Graduate Program in Biotechnology and Environmental Monitoring, Federal University of São Carlos (UFSCar), Sorocaba, Brazil
| | - Andressa M. Venturini
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo (USP), Piracicaba, Brazil
- Princeton Institute for International and Regional Studies, Princeton University, Princeton, NJ, United States
| | - Tomás G. R. Veloso
- Graduate Program in Agricultural Microbiology, Federal University of Viçosa, Viçosa, Brazil
| | - Gisele H. Vazquez
- Graduate Program in Environmental Sciences, University Brazil, Fernandópolis, Brazil
| | - Luciana C. Oliveira
- Department of Physics, Chemistry, and Mathematics, Federal University of São Carlos (UFSCar), Sorocaba, Brazil
| | - Vania Neu
- Federal Rural University of Amazonia (UFRA), Belém, Brazil
| | - Paul L. E. Bodelier
- Department of Microbial Ecology, Netherlands Institute of Ecology (NIOO-KNAW), Wageningen, Netherlands
| | | | - Siu M. Tsai
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo (USP), Piracicaba, Brazil
| | - Acacio A. Navarrete
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo (USP), Piracicaba, Brazil
- Graduate Program in Environmental Sciences, University Brazil, Fernandópolis, Brazil
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12
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Goss-Souza D, Tsai SM, Rodrigues JLM, Klauberg-Filho O, Sousa JP, Baretta D, Mendes LW. Biogeographic responses and niche occupancy of microbial communities following long-term land-use change. Antonie Van Leeuwenhoek 2022; 115:1129-1150. [DOI: 10.1007/s10482-022-01761-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Accepted: 06/29/2022] [Indexed: 10/17/2022]
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13
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Kroeger ME, Meredith LK, Meyer KM, Webster KD, de Camargo PB, de Souza LF, Tsai SM, van Haren J, Saleska S, Bohannan BJM, Rodrigues JLM, Berenguer E, Barlow J, Nüsslein K. Rainforest-to-pasture conversion stimulates soil methanogenesis across the Brazilian Amazon. THE ISME JOURNAL 2021; 15:658-672. [PMID: 33082572 PMCID: PMC8027882 DOI: 10.1038/s41396-020-00804-x] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/09/2020] [Revised: 09/03/2020] [Accepted: 10/02/2020] [Indexed: 01/30/2023]
Abstract
The Amazon rainforest is a biodiversity hotspot and large terrestrial carbon sink threatened by agricultural conversion. Rainforest-to-pasture conversion stimulates the release of methane, a potent greenhouse gas. The biotic methane cycle is driven by microorganisms; therefore, this study focused on active methane-cycling microorganisms and their functions across land-use types. We collected intact soil cores from three land use types (primary rainforest, pasture, and secondary rainforest) of two geographically distinct areas of the Brazilian Amazon (Santarém, Pará and Ariquemes, Rondônia) and performed DNA stable-isotope probing coupled with metagenomics to identify the active methanotrophs and methanogens. At both locations, we observed a significant change in the composition of the isotope-labeled methane-cycling microbial community across land use types, specifically an increase in the abundance and diversity of active methanogens in pastures. We conclude that a significant increase in the abundance and activity of methanogens in pasture soils could drive increased soil methane emissions. Furthermore, we found that secondary rainforests had decreased methanogenic activity similar to primary rainforests, and thus a potential to recover as methane sinks, making it conceivable for forest restoration to offset greenhouse gas emissions in the tropics. These findings are critical for informing land management practices and global tropical rainforest conservation.
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Affiliation(s)
- Marie E. Kroeger
- grid.266683.f0000 0001 2184 9220Department of Microbiology, University of Massachusetts Amherst, Amherst, MA USA ,grid.148313.c0000 0004 0428 3079Present Address: Bioenergy and Biome Sciences, Los Alamos National Laboratory, Los Alamos, NM USA
| | - Laura K. Meredith
- grid.134563.60000 0001 2168 186XSchool of Natural Resources and the Environment, University of Arizona, Tucson, AZ USA ,grid.134563.60000 0001 2168 186XBiosphere 2, University of Arizona, Tucson, AZ USA
| | - Kyle M. Meyer
- grid.170202.60000 0004 1936 8008Institute of Ecology and Evolution, University of Oregon, Eugene, OR USA ,grid.47840.3f0000 0001 2181 7878Department of Integrative Biology, University of California–Berkeley, Berkeley, CA USA
| | - Kevin D. Webster
- grid.423138.f0000 0004 0637 3991Planetary Science Institute, Tucson, AZ USA
| | - Plinio Barbosa de Camargo
- grid.11899.380000 0004 1937 0722Center for Nuclear Energy in Agriculture, University of São Paulo, São Paulo, SP Brazil
| | - Leandro Fonseca de Souza
- grid.11899.380000 0004 1937 0722Center for Nuclear Energy in Agriculture, University of São Paulo, São Paulo, SP Brazil
| | - Siu Mui Tsai
- grid.11899.380000 0004 1937 0722Center for Nuclear Energy in Agriculture, University of São Paulo, São Paulo, SP Brazil
| | - Joost van Haren
- grid.134563.60000 0001 2168 186XBiosphere 2, University of Arizona, Tucson, AZ USA ,grid.134563.60000 0001 2168 186XHonors College, University of Arizona, Tucson, AZ USA
| | - Scott Saleska
- grid.134563.60000 0001 2168 186XDepartment of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ USA
| | - Brendan J. M. Bohannan
- grid.170202.60000 0004 1936 8008Institute of Ecology and Evolution, University of Oregon, Eugene, OR USA
| | - Jorge L. Mazza Rodrigues
- grid.27860.3b0000 0004 1936 9684Department of Land, Air and Water Resources, University of California, Davis, CA USA
| | - Erika Berenguer
- grid.9835.70000 0000 8190 6402Lancaster Environment Centre, Lancaster University, Lancaster, UK ,grid.4991.50000 0004 1936 8948Environmental Change Institute, University of Oxford, Oxford, UK
| | - Jos Barlow
- grid.9835.70000 0000 8190 6402Lancaster Environment Centre, Lancaster University, Lancaster, UK
| | - Klaus Nüsslein
- grid.266683.f0000 0001 2184 9220Department of Microbiology, University of Massachusetts Amherst, Amherst, MA USA
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14
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Meyer KM, Morris AH, Webster K, Klein AM, Kroeger ME, Meredith LK, Brændholt A, Nakamura F, Venturini A, Fonseca de Souza L, Shek KL, Danielson R, van Haren J, Barbosa de Camargo P, Tsai SM, Dini-Andreote F, de Mauro JMS, Barlow J, Berenguer E, Nüsslein K, Saleska S, Rodrigues JLM, Bohannan BJM. Belowground changes to community structure alter methane-cycling dynamics in Amazonia. ENVIRONMENT INTERNATIONAL 2020; 145:106131. [PMID: 32979812 DOI: 10.1016/j.envint.2020.106131] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Revised: 08/31/2020] [Accepted: 09/08/2020] [Indexed: 06/11/2023]
Abstract
Amazonian rainforest is undergoing increasing rates of deforestation, driven primarily by cattle pasture expansion. Forest-to-pasture conversion has been associated with increases in soil methane (CH4) emission. To better understand the drivers of this change, we measured soil CH4 flux, environmental conditions, and belowground microbial community structure across primary forests, cattle pastures, and secondary forests in two Amazonian regions. We show that pasture soils emit high levels of CH4 (mean: 3454.6 ± 9482.3 μg CH4 m-2 d-1), consistent with previous reports, while forest soils on average emit CH4 at modest rates (mean: 9.8 ± 120.5 μg CH4 m-2 d-1), but often act as CH4 sinks. We report that secondary forest soils tend to consume CH4 (mean: -10.2 ± 35.7 μg CH4 m-2 d-1), demonstrating that pasture CH4 emissions can be reversed. We apply a novel computational approach to identify microbial community attributes associated with flux independent of soil chemistry. While this revealed taxa known to produce or consume CH4 directly (i.e. methanogens and methanotrophs, respectively), the vast majority of identified taxa are not known to cycle CH4. Each land use type had a unique subset of taxa associated with CH4 flux, suggesting that land use change alters CH4 cycling through shifts in microbial community composition. Taken together, we show that microbial composition is crucial for understanding the observed CH4 dynamics and that microorganisms provide explanatory power that cannot be captured by environmental variables.
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Affiliation(s)
- Kyle M Meyer
- Department of Integrative Biology, University of California - Berkeley, Berkeley, CA, USA; Institute of Ecology and Evolution, University of Oregon, Eugene, OR, USA.
| | - Andrew H Morris
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, USA
| | | | - Ann M Klein
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, USA; College of the Siskiyous, Weed, CA, USA
| | - Marie E Kroeger
- Department of Microbiology, University of Massachusetts Amherst, MA, USA
| | - Laura K Meredith
- School of Natural Resources and the Environment, Tucson, AZ, USA; Biosphere 2, University of Arizona, Tucson, AZ, USA
| | - Andreas Brændholt
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, USA
| | - Fernanda Nakamura
- Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, São Paulo, Brazil
| | - Andressa Venturini
- Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, São Paulo, Brazil
| | - Leandro Fonseca de Souza
- Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, São Paulo, Brazil
| | - Katherine L Shek
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, USA
| | - Rachel Danielson
- Department of Land, Air, and Water Resources, University of California - Davis, Davis, CA, USA
| | - Joost van Haren
- Biosphere 2, University of Arizona, Tucson, AZ, USA; Honors College, University of Arizona, Tucson, AZ, USA
| | | | - Siu Mui Tsai
- Center for Nuclear Energy in Agriculture, University of São Paulo, Piracicaba, São Paulo, Brazil
| | - Fernando Dini-Andreote
- Department of Soil Science, 'Luiz de Queiroz' College of Agriculture, University of São Paulo, Piracicaba, São Paulo, Brazil
| | - José M S de Mauro
- Universidade Federal do Oeste do Pará, Santarém-Tapajós, Pará, Brazil
| | - Jos Barlow
- Lancaster Environmental Centre, Lancaster University, Lancaster, UK
| | - Erika Berenguer
- Lancaster Environmental Centre, Lancaster University, Lancaster, UK; Environmental Change Institute, University of Oxford, Oxford, UK
| | - Klaus Nüsslein
- Department of Microbiology, University of Massachusetts Amherst, MA, USA
| | - Scott Saleska
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, USA
| | - Jorge L M Rodrigues
- Department of Land, Air, and Water Resources, University of California - Davis, Davis, CA, USA
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15
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Wu J, Chen Q, Jia W, Long C, Liu W, Liu G, Cheng X. Asymmetric response of soil methane uptake rate to land degradation and restoration: Data synthesis. GLOBAL CHANGE BIOLOGY 2020; 26:6581-6593. [PMID: 32798325 DOI: 10.1111/gcb.15315] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Revised: 08/07/2020] [Accepted: 08/10/2020] [Indexed: 06/11/2023]
Abstract
Land degradation and restoration profoundly affect soil CH4 uptake capacity in terrestrial ecosystems. However, a comprehensive assessment of the response of soil CH4 uptake to land degradation and restoration at global scale is not available. Here, we present a global meta-analysis with a database of 228 observations from 83 studies to investigate the effects of land degradation and restoration on the capacity of soil CH4 uptake. We found that land degradation significantly decreased the capacity of soil CH4 uptake, except the conversion of pasture to cropland where the soil CH4 uptake rate showed no response. In contrast, all types of land restoration significantly increased the capacity of soil CH4 uptake. Interestingly, the response of soil CH4 uptake rate to land degradation and restoration was asymmetric: the increased soil CH4 uptake rate in response to the land restoration was smaller compared to the decrease in CH4 uptake rate induced by the land degradation. The effect of land degradation on soil CH4 uptake rate was not dependent on the time since land use change, but the CH4 sink strength increased with the time since land restoration. The response of soil CH4 uptake rate to both land degradation and restoration was predominantly regulated by changes in the soil water-filled pore space, soil bulk density, and pH, whereas alterations in the substrate quantity and quality had negligible effect. Additionally, the effects of land degradation and restoration on soil CH4 uptake were strongly related to the mean annual precipitation and soil texture. Overall, our results provide novel insights for understanding of how land degradation and restoration can affect the CH4 sink strength of upland soils, and more importantly, our findings are beneficial to take measures to enhance the potential of soil CH4 uptake in response to global land use change.
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Affiliation(s)
- Junjun Wu
- Key Laboratory of Aquatic Botany and Watershed Ecology, Wuhan Botanical Garden, Chinese Academy of Sciences (CAS), Wuhan, P. R. China
| | - Qiong Chen
- School of Ecology and Environmental Sciences, Yunnan University, Kunming, P. R. China
| | - Wei Jia
- Key Laboratory of Aquatic Botany and Watershed Ecology, Wuhan Botanical Garden, Chinese Academy of Sciences (CAS), Wuhan, P. R. China
- Graduate University of Chinese Academy of Sciences, Beijing, China
| | - Chunyan Long
- School of Ecology and Environmental Sciences, Yunnan University, Kunming, P. R. China
| | - Wenzhi Liu
- Key Laboratory of Aquatic Botany and Watershed Ecology, Wuhan Botanical Garden, Chinese Academy of Sciences (CAS), Wuhan, P. R. China
| | - Guihua Liu
- Key Laboratory of Aquatic Botany and Watershed Ecology, Wuhan Botanical Garden, Chinese Academy of Sciences (CAS), Wuhan, P. R. China
| | - Xiaoli Cheng
- School of Ecology and Environmental Sciences, Yunnan University, Kunming, P. R. China
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16
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Santos-Júnior CD, Sarmento H, de Miranda FP, Henrique-Silva F, Logares R. Uncovering the genomic potential of the Amazon River microbiome to degrade rainforest organic matter. MICROBIOME 2020; 8:151. [PMID: 33126925 PMCID: PMC7597016 DOI: 10.1186/s40168-020-00930-w] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Accepted: 10/06/2020] [Indexed: 06/11/2023]
Abstract
BACKGROUND The Amazon River is one of the largest in the world and receives huge amounts of terrestrial organic matter (TeOM) from the surrounding rainforest. Despite this TeOM is typically recalcitrant (i.e. resistant to degradation), only a small fraction of it reaches the ocean, pointing to a substantial TeOM degradation by the river microbiome. Yet, microbial genes involved in TeOM degradation in the Amazon River were barely known. Here, we examined the Amazon River microbiome by analysing 106 metagenomes from 30 sampling points distributed along the river. RESULTS We constructed the Amazon River basin Microbial non-redundant Gene Catalogue (AMnrGC) that includes ~ 3.7 million non-redundant genes, affiliating mostly to bacteria. We found that the Amazon River microbiome contains a substantial gene-novelty compared to other relevant known environments (rivers and rainforest soil). Genes encoding for proteins potentially involved in lignin degradation pathways were correlated to tripartite tricarboxylates transporters and hemicellulose degradation machinery, pointing to a possible priming effect. Based on this, we propose a model on how the degradation of recalcitrant TeOM could be modulated by labile compounds in the Amazon River waters. Our results also suggest changes of the microbial community and its genomic potential along the river course. CONCLUSIONS Our work contributes to expand significantly our comprehension of the world's largest river microbiome and its potential metabolism related to TeOM degradation. Furthermore, the produced gene catalogue (AMnrGC) represents an important resource for future research in tropical rivers. Video abstract.
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Affiliation(s)
- Célio Dias Santos-Júnior
- Molecular Biology Laboratory, Department of Genetics and Evolution – DGE, Universidade Federal de São Carlos – UFSCar, Rod. Washington Luis KM 235 - Monjolinho, São Carlos, SP 13565-905 Brazil
- Institute of Science and Technology for Brain-Inspired Intelligence – ISTBI, Fudan University, Handan Rd 220, Wu Jiao Chang, Yangpu, Shanghai, 200433 China
| | - Hugo Sarmento
- Laboratory of Microbial Processes & Biodiversity, Department of Hydrobiology – DHB, Universidade Federal de São Carlos – UFSCar, Via Washington Luis KM 235 - Monjolinho, São Carlos, SP 13565-905 Brazil
| | - Fernando Pellon de Miranda
- Centro de Pesquisas e Desenvolvimento Leopoldo Américo Miguez de Mello, Petróleo Brasileiro S.A. (Petrobras), Av. Horácio Macedo 950, Rio de Janeiro, RJ 21941-915 Brazil
| | - Flávio Henrique-Silva
- Molecular Biology Laboratory, Department of Genetics and Evolution – DGE, Universidade Federal de São Carlos – UFSCar, Rod. Washington Luis KM 235 - Monjolinho, São Carlos, SP 13565-905 Brazil
| | - Ramiro Logares
- Institute of Marine Sciences (ICM), CSIC, Passeig Marítim de la Barceloneta 37-49, ES08003, Barcelona, Catalonia Spain
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17
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Monteiro DA, Fonseca EDS, Rodrigues RDAR, da Silva JJN, da Silva EP, Balieiro FDC, Alves BJR, Rachid CTCDC. Structural and functional shifts of soil prokaryotic community due to Eucalyptus plantation and rotation phase. Sci Rep 2020; 10:9075. [PMID: 32493970 PMCID: PMC7270125 DOI: 10.1038/s41598-020-66004-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2020] [Accepted: 04/27/2020] [Indexed: 11/09/2022] Open
Abstract
Agriculture, forestry and other land uses are currently the second highest source of anthropogenic greenhouse gases (GHGs) emissions. In soil, these gases derive from microbial activity, during carbon (C) and nitrogen (N) cycling. To investigate how Eucalyptus land use and growth period impact the microbial community, GHG fluxes and inorganic N levels, and if there is a link among these variables, we monitored three adjacent areas for 9 months: a recently planted Eucalyptus area, fully developed Eucalyptus forest (final of rotation) and native forest. We assessed the microbial community using 16S rRNA gene sequencing and qPCR of key genes involved in C and N cycles. No considerable differences in GHG flux were evident among the areas, but logging considerably increased inorganic N levels. Eucalyptus areas displayed richer and more diverse communities, with selection for specific groups. Land use influenced communities more extensively than the time of sampling or growth phase, although all were significant modulators. Several microbial groups and genes shifted temporally, and inorganic N levels shaped several of these changes. No correlations among microbial groups or genes and GHG were found, suggesting no link among these variables in this short-rotation Eucalyptus study.
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Affiliation(s)
- Douglas Alfradique Monteiro
- LABEM - Laboratory of Biotechnology and Microbial Ecology, Institute of Microbiology Paulo de Góes, Department of General Microbiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
| | - Eduardo da Silva Fonseca
- LABEM - Laboratory of Biotechnology and Microbial Ecology, Institute of Microbiology Paulo de Góes, Department of General Microbiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
| | | | | | | | | | | | - Caio Tavora Coelho da Costa Rachid
- LABEM - Laboratory of Biotechnology and Microbial Ecology, Institute of Microbiology Paulo de Góes, Department of General Microbiology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil.
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18
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Venturini AM, Nakamura FM, Gontijo JB, da França AG, Yoshiura CA, Mandro JA, Tsai SM. Robust DNA protocols for tropical soils. Heliyon 2020; 6:e03830. [PMID: 32426533 PMCID: PMC7226647 DOI: 10.1016/j.heliyon.2020.e03830] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2018] [Revised: 09/06/2019] [Accepted: 04/21/2020] [Indexed: 12/14/2022] Open
Abstract
Studies in the Amazon are being intensified to evaluate the alterations in the microbial communities of soils and sediments in the face of increasing deforestation and land-use changes in the region. However, since these environments present highly heterogeneous physicochemical properties, including contaminants that hinder nucleic acids isolation and downstream techniques, the development of best molecular practices is crucial. This work aimed to optimize standard protocols for DNA extraction and gene quantification by quantitative real-time PCR (qPCR) based on natural and anthropogenic soils and sediments (primary forest, pasture, Amazonian Dark Earth, and várzea, a seasonally flooded area) of the Eastern Amazon. Our modified extraction protocol increased the fluorometric DNA concentration by 48%, reaching twice the original amount for most of the pasture and várzea samples, and the 260/280 purity ratio by 15% to values between 1.8 to 2.0, considered ideal for DNA. The addition of bovine serum albumin in the qPCR reaction improved the quantification of the 16S rRNA genes of Archaea and Bacteria and its precision among technical replicates, as well as allowed their detection in previously non-amplifiable samples. It is concluded that the changes made in the protocols improved the parameters of the DNA samples and their amplification, thus increasing the reliability of microbial communities' analysis and its ecological interpretations.
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Affiliation(s)
- Andressa Monteiro Venturini
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Avenida Centenário, 303, Piracicaba, SP, 13416-000, Brazil
| | - Fernanda Mancini Nakamura
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Avenida Centenário, 303, Piracicaba, SP, 13416-000, Brazil
| | - Júlia Brandão Gontijo
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Avenida Centenário, 303, Piracicaba, SP, 13416-000, Brazil
| | - Aline Giovana da França
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Avenida Centenário, 303, Piracicaba, SP, 13416-000, Brazil
| | - Caio Augusto Yoshiura
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Avenida Centenário, 303, Piracicaba, SP, 13416-000, Brazil
| | - Jéssica Adriele Mandro
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Avenida Centenário, 303, Piracicaba, SP, 13416-000, Brazil
| | - Siu Mui Tsai
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture, University of São Paulo, Avenida Centenário, 303, Piracicaba, SP, 13416-000, Brazil
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19
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Khan MAW, Bohannan BJM, Nüsslein K, Tiedje JM, Tringe SG, Parlade E, Barberán A, Rodrigues JLM. Deforestation impacts network co-occurrence patterns of microbial communities in Amazon soils. FEMS Microbiol Ecol 2019; 95:5211045. [PMID: 30481288 PMCID: PMC6294608 DOI: 10.1093/femsec/fiy230] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2018] [Accepted: 11/26/2018] [Indexed: 01/28/2023] Open
Abstract
Co-occurrence networks allow for the identification of potential associations among species, which may be important for understanding community assembly and ecosystem functions. We employed this strategy to examine prokaryotic co-occurrence patterns in the Amazon soils and the response of these patterns to land use change to pasture, with the hypothesis that altered microbial composition due to deforestation will mirror the co-occurrence patterns across prokaryotic taxa. In this study, we calculated Spearman correlations between operational taxonomic units (OTUs) as determined by 16S rRNA gene sequencing, and only robust correlations were considered for network construction (-0.80 ≥ P ≥ 0.80, adjusted P < 0.01). The constructed network represents distinct forest and pasture components, with altered compositional and topological features. A comparative analysis between two representative modules of these contrasting ecosystems revealed novel information regarding changes to metabolic pathways related to nitrogen cycling. Our results showed that soil physicochemical properties such as temperature, C/N and H++Al3+ had a significant impact on prokaryotic communities, with alterations to network topologies. Taken together, changes in co-occurrence patterns and physicochemical properties may contribute to ecosystem processes including nitrification and denitrification, two important biogeochemical processes occurring in tropical forest systems.
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Affiliation(s)
- M A Wadud Khan
- Department of Biology, University of Texas, Arlington, TX 76019, USA
| | | | - Klaus Nüsslein
- Department of Microbiology, University of Massachusetts, Amherst, MA 01003, USA
| | - James M Tiedje
- Center for Microbial Ecology, Michigan State University, East Lansing, MI 48824, USA
| | - Susannah G Tringe
- Joint Genome Institute, United States Department of Energy, Walnut Creek, CA 94598, USA.,Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
| | - Eloi Parlade
- Department of Land, Air and Water Resources, University of California - Davis, Davis, CA 95616, USA
| | - Albert Barberán
- Department of Soil, Water and Environmental Science, University of Arizona, Tucson, AZ 85721, USA
| | - Jorge L M Rodrigues
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.,Department of Land, Air and Water Resources, University of California - Davis, Davis, CA 95616, USA
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20
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Farhan Ul Haque M, Crombie AT, Murrell JC. Novel facultative Methylocella strains are active methane consumers at terrestrial natural gas seeps. MICROBIOME 2019; 7:134. [PMID: 31585550 PMCID: PMC6778391 DOI: 10.1186/s40168-019-0741-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Accepted: 08/20/2019] [Indexed: 06/10/2023]
Abstract
BACKGROUND Natural gas seeps contribute to global climate change by releasing substantial amounts of the potent greenhouse gas methane and other climate-active gases including ethane and propane to the atmosphere. However, methanotrophs, bacteria capable of utilising methane as the sole source of carbon and energy, play a significant role in reducing the emissions of methane from many environments. Methylocella-like facultative methanotrophs are a unique group of bacteria that grow on other components of natural gas (i.e. ethane and propane) in addition to methane but a little is known about the distribution and activity of Methylocella in the environment. The purposes of this study were to identify bacteria involved in cycling methane emitted from natural gas seeps and, most importantly, to investigate if Methylocella-like facultative methanotrophs were active utilisers of natural gas at seep sites. RESULTS The community structure of active methane-consuming bacteria in samples from natural gas seeps from Andreiasu Everlasting Fire (Romania) and Pipe Creek (NY, USA) was investigated by DNA stable isotope probing (DNA-SIP) using 13C-labelled methane. The 16S rRNA gene sequences retrieved from DNA-SIP experiments revealed that of various active methanotrophs, Methylocella was the only active methanotrophic genus common to both natural gas seep environments. We also isolated novel facultative methanotrophs, Methylocella sp. PC1 and PC4 from Pipe Creek, able to utilise methane, ethane, propane and various non-gaseous multicarbon compounds. Functional and comparative genomics of these new isolates revealed genomic and physiological divergence from already known methanotrophs, in particular, the absence of mxa genes encoding calcium-containing methanol dehydrogenase. Methylocella sp. PC1 and PC4 had only the soluble methane monooxygenase (sMMO) and lanthanide-dependent methanol dehydrogenase (XoxF). These are the first Alphaproteobacteria methanotrophs discovered with this reduced functional redundancy for C-1 metabolism (i.e. sMMO only and XoxF only). CONCLUSIONS Here, we provide evidence, using culture-dependent and culture-independent methods, that Methylocella are abundant and active at terrestrial natural gas seeps, suggesting that they play a significant role in the biogeochemical cycling of these gaseous alkanes. This might also be significant for the design of biotechnological strategies for controlling natural gas emissions, which are increasing globally due to unconventional exploitation of oil and gas.
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Affiliation(s)
- Muhammad Farhan Ul Haque
- School of Environmental Sciences, University of East Anglia, Norwich, NR4 7TJ, UK.
- School of Biological Sciences, University of the Punjab, Lahore, Pakistan.
| | - Andrew T Crombie
- School of Biological Sciences, University of East Anglia, Norwich, NR4 7TJ, UK.
| | - J Colin Murrell
- School of Environmental Sciences, University of East Anglia, Norwich, NR4 7TJ, UK
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21
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Meyer KM, Petersen IAB, Tobi E, Korte L, Bohannan BJM. Use of RNA and DNA to Identify Mechanisms of Bacterial Community Homogenization. Front Microbiol 2019; 10:2066. [PMID: 31572314 PMCID: PMC6749020 DOI: 10.3389/fmicb.2019.02066] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2019] [Accepted: 08/22/2019] [Indexed: 12/26/2022] Open
Abstract
Biotic homogenization, i.e., the increase in community similarity through time or space, is a commonly observed response following conversion of native ecosystems to agriculture, but our understanding of the ecological mechanisms underlying this process is limited for bacterial communities. Identifying mechanisms of bacterial community homogenization following rapid environmental change may be complicated by the fact only a minority of taxa is active at any time. Here we used RNA- and DNA-based metabarcoding to distinguish putatively active taxa in the bacterial community from inactive taxa. We asked how soil bacterial communities respond to land use change following a rapid transition from rainforest to agriculture in the Congo Basin using a chronosequence that spans from roughly 1 week following slash-and-burn to an active plantation roughly 1.5 years post-conversion. Our results indicate that the magnitude of community homogenization is larger in the RNA-inferred community than the DNA-inferred perspective. We show that as the soil environment changes, the RNA-inferred community structure tracks environmental variation and loses spatial structure. The DNA-inferred community does not respond to environmental variability to the same degree, and is instead homogenized by a subset of taxa that is shared between forest and conversion sites. Our results suggest that complementing DNA-based surveys with RNA can provide insights into the way bacterial communities respond to environmental change.
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Affiliation(s)
- Kyle M. Meyer
- Department of Biology, Institute of Ecology and Evolution, University of Oregon, Eugene, OR, United States
| | - Ian A. B. Petersen
- Department of Biology, Institute of Ecology and Evolution, University of Oregon, Eugene, OR, United States
| | - Elie Tobi
- Smithsonian Institute, Gabon Biodiversity Program, Gamba, Gabon
| | - Lisa Korte
- Smithsonian Institute, Gabon Biodiversity Program, Gamba, Gabon
| | - Brendan J. M. Bohannan
- Department of Biology, Institute of Ecology and Evolution, University of Oregon, Eugene, OR, United States
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22
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Zhang Y, Li Q, Dai Q, Kang Y. Microbial mechanism underlying high and stable methane oxidation rates during mudflat reclamation with long-term rice cultivation: Illumina high-throughput sequencing-based data analysis. JOURNAL OF HAZARDOUS MATERIALS 2019; 371:332-341. [PMID: 30856444 DOI: 10.1016/j.jhazmat.2019.03.032] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2018] [Revised: 02/10/2019] [Accepted: 03/06/2019] [Indexed: 06/09/2023]
Abstract
This study aimed to determine the methane oxidation rates (MOR), pmoA gene abundance and diversity, and microbial community composition using Illumina high-throughput sequencing. Mudflats located within Yancheng City, divided into different plots with 0-, 11-, and 20-year successive rice planting histories, were selected and sampled. The study found that the relative MOR (normalized with the 16S rRNA gene) increased dramatically after 11-year cultivation and remained stable in 20-year treatment, indicating that long-term rice cultivation in mudflats promoted MOR. The sequencing data analysis revealed that high MOR was related to the synergistic growth of methane-producing archaea (MPA) and aerobic and facultative methane-consuming bacteria (MCB) mainly belonging to Proteobacteria. Redundancy and correlation analyses showed that Methylophilaceae and Methylococcaceae affiliated within β- and γ-Proteobacterial methanotrophs were closely related to the relative MOR. Methane-oxidizing archaea (MOA) coupled to sulfate and nitrite reductions contributed more to the high and stable MOR compared with Proteobacterial MCB. Chloroflexi and Geobacter were the potential hydrogen donors for hydrogenotrophic MPA. The results showed that long-term rice cultivation in mudflats promoted the relative MOR. The unknown MOA coupled to sulfate and nitrite reductions, besides the necessary hydrogenotrophic MPA and their hydrogen donors (Chloroflexi and Geobacter) collectively contributed to methane cycling.
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Affiliation(s)
- Yang Zhang
- Jiangsu Key Laboratory of Crop Genetics and Physiology/Co-Innovation Center for Modern Production Technology of Grain Crops, Research Institute of Rice Industry Engineering Technology, Yangzhou University, Yangzhou, 225009, PR China
| | - Qing Li
- Jiangsu Key Laboratory of Crop Genetics and Physiology/Co-Innovation Center for Modern Production Technology of Grain Crops, Research Institute of Rice Industry Engineering Technology, Yangzhou University, Yangzhou, 225009, PR China
| | - Qigen Dai
- Jiangsu Key Laboratory of Crop Genetics and Physiology/Co-Innovation Center for Modern Production Technology of Grain Crops, Research Institute of Rice Industry Engineering Technology, Yangzhou University, Yangzhou, 225009, PR China.
| | - Yijun Kang
- College of Marine and Bio-engineering, Yancheng Teachers University, Yancheng, Jiangsu, PR China.
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23
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Improved Methanogenic Communities for Biogas Production. BIOFUEL AND BIOREFINERY TECHNOLOGIES 2019. [DOI: 10.1007/978-3-030-10516-7_4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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24
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Pedrinho A, Mendes LW, Merloti LF, da Fonseca MDC, Cannavan FDS, Tsai SM. Forest-to-pasture conversion and recovery based on assessment of microbial communities in Eastern Amazon rainforest. FEMS Microbiol Ecol 2018; 95:5245175. [DOI: 10.1093/femsec/fiy236] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2018] [Accepted: 12/12/2018] [Indexed: 11/13/2022] Open
Affiliation(s)
- Alexandre Pedrinho
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture CENA, University of Sao Paulo USP, Piracicaba, SP 13416-000, Brazil
| | - Lucas William Mendes
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture CENA, University of Sao Paulo USP, Piracicaba, SP 13416-000, Brazil
| | - Luis Fernando Merloti
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture CENA, University of Sao Paulo USP, Piracicaba, SP 13416-000, Brazil
| | - Mariley de Cassia da Fonseca
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture CENA, University of Sao Paulo USP, Piracicaba, SP 13416-000, Brazil
| | - Fabiana de Souza Cannavan
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture CENA, University of Sao Paulo USP, Piracicaba, SP 13416-000, Brazil
| | - Siu Mui Tsai
- Cell and Molecular Biology Laboratory, Center for Nuclear Energy in Agriculture CENA, University of Sao Paulo USP, Piracicaba, SP 13416-000, Brazil
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25
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Uritskiy GV, DiRuggiero J, Taylor J. MetaWRAP-a flexible pipeline for genome-resolved metagenomic data analysis. MICROBIOME 2018; 6:158. [PMID: 30219103 PMCID: PMC6138922 DOI: 10.1186/s40168-018-0541-1] [Citation(s) in RCA: 938] [Impact Index Per Article: 156.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/06/2018] [Accepted: 08/29/2018] [Indexed: 05/18/2023]
Abstract
BACKGROUND The study of microbiomes using whole-metagenome shotgun sequencing enables the analysis of uncultivated microbial populations that may have important roles in their environments. Extracting individual draft genomes (bins) facilitates metagenomic analysis at the single genome level. Software and pipelines for such analysis have become diverse and sophisticated, resulting in a significant burden for biologists to access and use them. Furthermore, while bin extraction algorithms are rapidly improving, there is still a lack of tools for their evaluation and visualization. RESULTS To address these challenges, we present metaWRAP, a modular pipeline software for shotgun metagenomic data analysis. MetaWRAP deploys state-of-the-art software to handle metagenomic data processing starting from raw sequencing reads and ending in metagenomic bins and their analysis. MetaWRAP is flexible enough to give investigators control over the analysis, while still being easy-to-install and easy-to-use. It includes hybrid algorithms that leverage the strengths of a variety of software to extract and refine high-quality bins from metagenomic data through bin consolidation and reassembly. MetaWRAP's hybrid bin extraction algorithm outperforms individual binning approaches and other bin consolidation programs in both synthetic and real data sets. Finally, metaWRAP comes with numerous modules for the analysis of metagenomic bins, including taxonomy assignment, abundance estimation, functional annotation, and visualization. CONCLUSIONS MetaWRAP is an easy-to-use modular pipeline that automates the core tasks in metagenomic analysis, while contributing significant improvements to the extraction and interpretation of high-quality metagenomic bins. The bin refinement and reassembly modules of metaWRAP consistently outperform other binning approaches. Each module of metaWRAP is also a standalone component, making it a flexible and versatile tool for tackling metagenomic shotgun sequencing data. MetaWRAP is open-source software available at https://github.com/bxlab/metaWRAP .
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Affiliation(s)
- Gherman V. Uritskiy
- Department of Biology, Johns Hopkins University, 3400 N Charles St., Baltimore, MD 21218 USA
| | - Jocelyne DiRuggiero
- Department of Biology, Johns Hopkins University, 3400 N Charles St., Baltimore, MD 21218 USA
| | - James Taylor
- Department of Biology, Johns Hopkins University, 3400 N Charles St., Baltimore, MD 21218 USA
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26
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Kroeger ME, Delmont TO, Eren AM, Meyer KM, Guo J, Khan K, Rodrigues JLM, Bohannan BJM, Tringe SG, Borges CD, Tiedje JM, Tsai SM, Nüsslein K. New Biological Insights Into How Deforestation in Amazonia Affects Soil Microbial Communities Using Metagenomics and Metagenome-Assembled Genomes. Front Microbiol 2018; 9:1635. [PMID: 30083144 PMCID: PMC6064768 DOI: 10.3389/fmicb.2018.01635] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Accepted: 06/30/2018] [Indexed: 11/17/2022] Open
Abstract
Deforestation in the Brazilian Amazon occurs at an alarming rate, which has broad effects on global greenhouse gas emissions, carbon storage, and biogeochemical cycles. In this study, soil metagenomes and metagenome-assembled genomes (MAGs) were analyzed for alterations to microbial community composition, functional groups, and putative physiology as it related to land-use change and tropical soil. A total of 28 MAGs were assembled encompassing 10 phyla, including both dominant and rare biosphere lineages. Amazon Acidobacteria subdivision 3, Melainabacteria, Microgenomates, and Parcubacteria were found exclusively in pasture soil samples, while Candidatus Rokubacteria was predominant in the adjacent rainforest soil. These shifts in relative abundance between land-use types were supported by the different putative physiologies and life strategies employed by the taxa. This research provides unique biological insights into candidate phyla in tropical soil and how deforestation may impact the carbon cycle and affect climate change.
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Affiliation(s)
- Marie E Kroeger
- Department of Microbiology, University of Massachusetts Amherst, Amherst, MA, United States
| | - Tom O Delmont
- Department of Medicine, University of Chicago, Chicago, IL, United States
| | - A M Eren
- Department of Medicine, University of Chicago, Chicago, IL, United States.,Josephine Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, United States
| | - Kyle M Meyer
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, United States
| | - Jiarong Guo
- Center for Microbial Ecology, Michigan State University, East Lansing, MI, United States
| | - Kiran Khan
- Department of Microbiology, University of Massachusetts Amherst, Amherst, MA, United States
| | - Jorge L M Rodrigues
- Department of Land, Air, and Water Resources, University of California, Davis, Davis, CA, United States
| | - Brendan J M Bohannan
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, United States
| | | | - Clovis D Borges
- Centro de Energia Nuclear na Agricultura, University of São Paulo, Piracicaba, Brazil
| | - James M Tiedje
- Center for Microbial Ecology, Michigan State University, East Lansing, MI, United States
| | - Siu M Tsai
- Centro de Energia Nuclear na Agricultura, University of São Paulo, Piracicaba, Brazil
| | - Klaus Nüsslein
- Department of Microbiology, University of Massachusetts Amherst, Amherst, MA, United States
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27
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Farhan Ul Haque M, Crombie AT, Ensminger SA, Baciu C, Murrell JC. Facultative methanotrophs are abundant at terrestrial natural gas seeps. MICROBIOME 2018; 6:118. [PMID: 29954460 PMCID: PMC6022506 DOI: 10.1186/s40168-018-0500-x] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2018] [Accepted: 06/13/2018] [Indexed: 05/02/2023]
Abstract
BACKGROUND Natural gas contains methane and the gaseous alkanes ethane, propane and butane, which collectively influence atmospheric chemistry and cause global warming. Methane-oxidising bacteria, methanotrophs, are crucial in mitigating emissions of methane as they oxidise most of the methane produced in soils and the subsurface before it reaches the atmosphere. Methanotrophs are usually obligate, i.e. grow only on methane and not on longer chain alkanes. Bacteria that grow on the other gaseous alkanes in natural gas such as propane have also been characterised, but they do not grow on methane. Recently, it was shown that the facultative methanotroph Methylocella silvestris grew on ethane and propane, other components of natural gas, in addition to methane. Therefore, we hypothesised that Methylocella may be prevalent at natural gas seeps and might play a major role in consuming all components of this potent greenhouse gas mixture before it is released to the atmosphere. RESULTS Environments known to be exposed to biogenic methane emissions or thermogenic natural gas seeps were surveyed for methanotrophs. 16S rRNA gene amplicon sequencing revealed that Methylocella were the most abundant methanotrophs in natural gas seep environments. New Methylocella-specific molecular tools targeting mmoX (encoding the soluble methane monooxygenase) by PCR and Illumina amplicon sequencing were designed and used to investigate various sites. Functional gene-based assays confirmed that Methylocella were present in all of the natural gas seep sites tested here. This might be due to its ability to use methane and other short chain alkane components of natural gas. We also observed the abundance of Methylocella in other environments exposed to biogenic methane, suggesting that Methylocella has been overlooked in the past as previous ecological studies of methanotrophs often used pmoA (encoding the alpha subunit of particulate methane monooxygenase) as a marker gene. CONCLUSION New biomolecular tools designed in this study have expanded our ability to detect, and our knowledge of the environmental distribution of Methylocella, a unique facultative methanotroph. This study has revealed that Methylocella are particularly abundant at natural gas seeps and may play a significant role in biogeochemical cycling of gaseous hydrocarbons.
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Affiliation(s)
- Muhammad Farhan Ul Haque
- School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, NR4 7TJ, UK
| | - Andrew T Crombie
- School of Biological Sciences, University of East Anglia, Norwich Research Park, Norwich, NR4 7TJ, UK
| | | | - Calin Baciu
- Faculty of Environmental Science and Engineering, Babeş-Bolyai University, Cluj-Napoca, Romania
| | - J Colin Murrell
- School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, NR4 7TJ, UK.
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28
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Impact of Peat Mining and Restoration on Methane Turnover Potential and Methane-Cycling Microorganisms in a Northern Bog. Appl Environ Microbiol 2018; 84:AEM.02218-17. [PMID: 29180368 DOI: 10.1128/aem.02218-17] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2017] [Accepted: 11/16/2017] [Indexed: 11/20/2022] Open
Abstract
Ombrotrophic peatlands are a recognized global carbon reservoir. Without restoration and peat regrowth, harvested peatlands are dramatically altered, impairing their carbon sink function, with consequences for methane turnover. Previous studies determined the impact of commercial mining on the physicochemical properties of peat and the effects on methane turnover. However, the response of the underlying microbial communities catalyzing methane production and oxidation have so far received little attention. We hypothesize that with the return of Sphagnum spp. postharvest, methane turnover potential and the corresponding microbial communities will converge in a natural and restored peatland. To address our hypothesis, we determined the potential methane production and oxidation rates in natural (as a reference), actively mined, abandoned, and restored peatlands over two consecutive years. In all sites, the methanogenic and methanotrophic population sizes were enumerated using quantitative PCR (qPCR) assays targeting the mcrA and pmoA genes, respectively. Shifts in the community composition were determined using Illumina MiSeq sequencing of the mcrA gene and a pmoA-based terminal restriction fragment length polymorphism (t-RFLP) analysis, complemented by cloning and sequence analysis of the mmoX gene. Peat mining adversely affected methane turnover potential, but the rates recovered in the restored site. The recovery in potential activity was reflected in the methanogenic and methanotrophic abundances. However, the microbial community composition was altered, being more pronounced for the methanotrophs. Overall, we observed a lag between the recovery of the methanogenic/methanotrophic activity and the return of the corresponding microbial communities, suggesting that a longer duration (>15 years) is needed to reverse mining-induced effects on the methane-cycling microbial communities.IMPORTANCE Ombrotrophic peatlands are a crucial carbon sink, but this environment is also a source of methane, an important greenhouse gas. Methane emission in peatlands is regulated by methane production and oxidation catalyzed by methanogens and methanotrophs, respectively. Methane-cycling microbial communities have been documented in natural peatlands. However, less is known of their response to peat mining and of the recovery of the community after restoration. Mining exerts an adverse impact on potential methane production and oxidation rates and on methanogenic and methanotrophic population abundances. Peat mining also induced a shift in the methane-cycling microbial community composition. Nevertheless, with the return of Sphagnum spp. in the restored site after 15 years, methanogenic and methanotrophic activity and population abundance recovered well. The recovery, however, was not fully reflected in the community composition, suggesting that >15 years are needed to reverse mining-induced effects.
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29
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Fonseca JP, Hoffmann L, Cabral BCA, Dias VHG, Miranda MR, de Azevedo Martins AC, Boschiero C, Bastos WR, Silva R. Contrasting the microbiomes from forest rhizosphere and deeper bulk soil from an Amazon rainforest reserve. Gene 2017; 642:389-397. [PMID: 29155257 DOI: 10.1016/j.gene.2017.11.039] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2016] [Revised: 10/31/2017] [Accepted: 11/13/2017] [Indexed: 02/07/2023]
Abstract
Pristine forest ecosystems provide a unique perspective for the study of plant-associated microbiota since they host a great microbial diversity. Although the Amazon forest is one of the hotspots of biodiversity around the world, few metagenomic studies described its microbial community diversity thus far. Understanding the environmental factors that can cause shifts in microbial profiles is key to improving soil health and biogeochemical cycles. Here we report a taxonomic and functional characterization of the microbiome from the rhizosphere of Brosimum guianense (Snakewood), a native tree, and bulk soil samples from a pristine Brazilian Amazon forest reserve (Cuniã), for the first time by the shotgun approach. We identified several fungi and bacteria taxon significantly enriched in forest rhizosphere compared to bulk soil samples. For archaea, the trend was the opposite, with many archaeal phylum and families being considerably more enriched in bulk soil compared to forest rhizosphere. Several fungal and bacterial decomposers like Postia placenta and Catenulispora acidiphila which help maintain healthy forest ecosystems were found enriched in our samples. Other bacterial species involved in nitrogen (Nitrobacter hamburgensis and Rhodopseudomonas palustris) and carbon cycling (Oligotropha carboxidovorans) were overrepresented in our samples indicating the importance of these metabolic pathways for the Amazon rainforest reserve soil health. Hierarchical clustering based on taxonomic similar microbial profiles grouped the forest rhizosphere samples in a distinct clade separated from bulk soil samples. Principal coordinate analysis of our samples with publicly available metagenomes from the Amazon region showed grouping into specific rhizosphere and bulk soil clusters, further indicating distinct microbial community profiles. In this work, we reported significant shifts in microbial community structure between forest rhizosphere and bulk soil samples from an Amazon forest reserve that are probably caused by more than one environmental factors such as rhizosphere and soil depth.
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Affiliation(s)
- Jose Pedro Fonseca
- Universidade Federal do Rio de Janeiro, Instituto de Biofísica Carlos Chagas Filho, Rio de Janeiro, RJ 21941-902, Brazil; The Noble Research Institute, Ardmore, OK 73401, USA.
| | - Luisa Hoffmann
- Universidade Federal do Rio de Janeiro, Instituto de Biofísica Carlos Chagas Filho, Rio de Janeiro, RJ 21941-902, Brazil.
| | - Bianca Catarina Azeredo Cabral
- Universidade Federal do Rio de Janeiro, Instituto de Biofísica Carlos Chagas Filho, Rio de Janeiro, RJ 21941-902, Brazil.
| | - Victor Hugo Giordano Dias
- Universidade Federal do Rio de Janeiro, Instituto de Biofísica Carlos Chagas Filho, Rio de Janeiro, RJ 21941-902, Brazil
| | - Marcio Rodrigues Miranda
- Universidade Federal de Rondônia, Núcleo de Ciência e Tecnologia, Porto Velho, RO 76815800, Brazil
| | - Allan Cezar de Azevedo Martins
- Universidade Federal do Rio de Janeiro, Instituto de Biofísica Carlos Chagas Filho, Rio de Janeiro, RJ 21941-902, Brazil.
| | | | | | - Rosane Silva
- Universidade Federal do Rio de Janeiro, Instituto de Biofísica Carlos Chagas Filho, Rio de Janeiro, RJ 21941-902, Brazil.
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