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Kang M, Zhao C, Ma M, Li X. Characteristics of soil organic carbon fractions in four vegetation communities of an inland salt marsh. CARBON BALANCE AND MANAGEMENT 2024; 19:3. [PMID: 38282107 PMCID: PMC10823692 DOI: 10.1186/s13021-024-00248-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Accepted: 01/08/2024] [Indexed: 01/30/2024]
Abstract
BACKGROUND The study of soil organic carbon characteristics and its relationship with soil environment and vegetation types is of great significance to the evaluation of soil carbon sink provided by inland salt marshes. This paper reports the characteristics of soil organic carbon fractions in 0-50 cm soil layers at four vegetation communities of the Qinwangchuan salt marsh. RESULTS (1) The soil organic carbon content of Phragmites australis community (9.60 ± 0.32 g/kg) was found to be higher than that of Salicornia europae (7.75 ± 0.18 g/kg) and Tamarix ramosissima (4.96 ± 0.18 g/kg) and Suaeda corniculata community (4.55 ± 0.11 g/kg). (2) The soil dissolved organic carbon, particulate organic carbon and soil microbial biomass carbon in 0-50 cm soil layer of Phragmites australis community were higher, which were 0.46 ± 0.01 g/kg, 2.81 ± 0.06 g/kg and 0.31 ± 0.01 g/kg, respectively. (3) Soil organic carbon was positively correlated with dissolved organic carbon, particulate organic carbon, and microbial biomass carbon, and negatively correlated with easily oxidized organic carbon. (4) Above-ground biomass has a strong direct positive effect on soil organic carbon, total nitrogen and pH have a strong direct positive effect on microbial biomass carbon content, pH and average density have a strong direct negative effect on easily oxidized organic carbon, and particulate organic carbon. CONCLUSIONS The interaction between plant community characteristics and soil factors is an important driving factor for soil organic carbon accumulation in inland salt marshes.
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Affiliation(s)
- Manping Kang
- College of Geography and Environmental Science, Northwest Normal University, Lanzhou, 730070, China
| | - ChengZhang Zhao
- College of Geography and Environmental Science, Northwest Normal University, Lanzhou, 730070, China.
- College of Geography and Environmental Science, Research Center of Wetland Resources Protection and Industrial Development Engineering of Gansu Province, Northwest Normal University, Lanzhou, 730070, China.
| | - Min Ma
- College of Geography and Environmental Science, Northwest Normal University, Lanzhou, 730070, China
| | - Xiaoya Li
- College of Geography and Environmental Science, Northwest Normal University, Lanzhou, 730070, China
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Wang Y, Wu F, Li X, Li C, Zhao Y, Gao Y, Liu J. Effects of plants and soil microorganisms on organic carbon and the relationship between carbon and nitrogen in constructed wetlands. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2023; 30:62249-62261. [PMID: 36940031 DOI: 10.1007/s11356-023-26489-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Accepted: 03/13/2023] [Indexed: 05/10/2023]
Abstract
Constructed wetland is an ideal place for studying the effects of plants and microorganisms on the nutrient cycling and carbon-nitrogen coupling in wetland for their clear background. This study examined both bare plots and others with plants (Phragmites australis or Typha angustifolia) in constructed wetlands and vegetation and soil samples were collected to investigate the effects of plants and soil microorganisms on carbon and nitrogen content. Results showed that the soil organic carbon content was high in plots with high plant biomass, and the increase of soil organic carbon driven by plant biomass was mainly from light fraction organic carbon (LFOC). Correlation analysis and redundancy analysis (RDA) suggested that plants play an important role in the cycle of carbon and nitrogen elements in constructed wetland soils, and that plant nitrogen components were key factors influencing wetland soil carbon and nitrogen. In addition, this study found that most of the main microbial taxa were significantly correlated with dissolved organic carbon (DOC), ammonium nitrogen (NH4+), and nitrate and nitrite nitrogen (NOx-) indicating that microorganisms might play an important role in regulating soil element cycles in constructed wetlands by affecting the metabolism of activated carbon and reactive nitrogen. This study has implications for increasing the carbon sink of constructed wetlands to mitigate the effects of global warming.
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Affiliation(s)
- Yan Wang
- Environment Research Institute, Shandong University, Qingdao, 266237, China
| | - Fan Wu
- Jinan Environmental Research Academy, Jinan, 250000, China
| | - Xin Li
- Jinan Environmental Research Academy, Jinan, 250000, China
| | - Changchao Li
- Environment Research Institute, Shandong University, Qingdao, 266237, China
| | - Yongkang Zhao
- Environment Research Institute, Shandong University, Qingdao, 266237, China
| | - Yuxue Gao
- Jinan Environmental Research Academy, Jinan, 250000, China
| | - Jian Liu
- Environment Research Institute, Shandong University, Qingdao, 266237, China.
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3
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Zhao Y, Zheng G, Bo H, Wang Y, Dong J, Li C, Wang Y, Yan S, Liu K, Wang Z, Liu J. Habitats generated by the restoration of coal mining subsidence land differentially alter the content and composition of soil organic carbon. PLoS One 2023; 18:e0282014. [PMID: 36802401 PMCID: PMC9942981 DOI: 10.1371/journal.pone.0282014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2022] [Accepted: 02/06/2023] [Indexed: 02/23/2023] Open
Abstract
The content and composition of soil organic carbon (SOC) can characterize soil carbon storage capacity, which varies significantly between habitats. Ecological restoration in coal mining subsidence land forms a variety of habitats, which are ideal to study the effects of habitats on SOC storage capacity. Based on the analysis of the content and composition of SOC in three habitats (farmland, wetland and lakeside grassland) generated by different restoration time of the farmland which was destroyed by coal mining subsidence, we found that farmland had the highest SOC storage capacity among the three habitats. Both dissolved organic carbon (DOC) and heavy fraction organic carbon (HFOC) exhibited higher concentrations in the farmland (20.29 mg/kg, 6.96 mg/g) than in the wetland (19.62 mg/kg, 2.47 mg/g) or lakeside grassland (5.68 mg/kg, 2.31 mg/g), and the concentrations increased significantly over time, owing to the higher content of nitrogen in the farmland. The wetland and lakeside grassland needed more time than the farmland to recover the SOC storage capacity. The findings illustrate that the SOC storage capacity of farmland destroyed by coal mining subsidence could be restored through ecological restoration and indicate that the recovery rate depends on the reconstructed habitat types, among which farmland shows great advantages mainly due to the nitrogen addition.
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Affiliation(s)
- Yongkang Zhao
- Environment Research Institute, Shandong University, Qingdao, China
| | - Guodong Zheng
- Lunan Geo-engineering Exploration Institute, Jining, China
| | - Huaizhi Bo
- Lunan Geo-engineering Exploration Institute, Jining, China
| | - Yijing Wang
- Environment Research Institute, Shandong University, Qingdao, China
| | - Junyu Dong
- Environment Research Institute, Shandong University, Qingdao, China
| | - Changchao Li
- Environment Research Institute, Shandong University, Qingdao, China
| | - Yan Wang
- Environment Research Institute, Shandong University, Qingdao, China
| | - Shuwan Yan
- Environment Research Institute, Shandong University, Qingdao, China
| | - Kang Liu
- Lunan Geo-engineering Exploration Institute, Jining, China
| | - Zhiliang Wang
- Lunan Geo-engineering Exploration Institute, Jining, China
| | - Jian Liu
- Environment Research Institute, Shandong University, Qingdao, China
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4
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Dong J, Wang L, Quan Q, Zhang J, Li X, Zhao D, Fang J, Cao Q, Liu J. Factors controlling soil organic carbon content in wetlands at multiple scales and assessment of the universality of estimation equations: A mega-data study. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 827:154380. [PMID: 35271929 DOI: 10.1016/j.scitotenv.2022.154380] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 03/03/2022] [Accepted: 03/03/2022] [Indexed: 06/14/2023]
Abstract
The factors controlling soil organic carbon (SOC) content in wetlands need to be identified to estimate the global stores of SOC. Although there have been a large number of small-scale studies of the local patterns of SOC content, global studies are still required. We used a random forest algorithm and other statistical approaches to determine the controls on the SOC content in wetlands at global, continental, and national scales based on the Harmonized World Soil Database and field data. The results showed that, at the three scales explored, the soil cation exchange capacity and bulk density were the main controls on the SOC content in wetlands. Moreover, equations for estimating global SOC content were established. To assess the universality of SOC content estimation equations, the soil properties were considered as a "community" and the normalized stochasticity ratio (NST) was used to assess the stochasticity in the assembly of soil "communities". The results showed that, globally, the interaction of these factors was stochastic in the "community" composed of the controllers and SOC. The reason for this result might be that microbes were not considered in the equation. Therefore, the weighted abundance of related microbes (WARM) was therefore recommended in the estimation of SOC. With NST and WARM factors, we found that microbes play a key role in increasing the determinacy of SOC estimation equations in wetlands with less anthropogenic contamination. Our findings show that when microbial impacts are taken into account, the patterns of SOC content in pristine wetlands are more universal. Our newly established equations for estimating global SOC content are crucial in projecting changes in wetland SOC, and the two factors indicated in this study favor the universality for SOC content estimation.
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Affiliation(s)
- Junyu Dong
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Lifei Wang
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Quan Quan
- State Key Laboratory of Eco-hydraulics in Northwest Arid Region of China, Xi'an University of Technology, Xi'an 710048, China
| | - Jianguo Zhang
- Jinan Environmental Research Academy, Jinan 100875, China
| | - Xin Li
- Jinan Environmental Research Academy, Jinan 100875, China
| | - Di Zhao
- Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of Sciences, Nanjing 210008, China
| | - Jiaohui Fang
- School of Life Sciences, Qufu Normal University, Qufu 273100, China
| | - Qingqing Cao
- School of Architecture and Urban Planning, Shandong Jianzhu University, Jinan 250101, China
| | - Jian Liu
- Environment Research Institute, Shandong University, Qingdao 266237, China.
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Dong J, Wang W, Zhao D, Zhang C, Fang J, Wang L, Zhang Q, Liu J. A novel organic carbon accumulation mechanism in croplands in the Yellow River Delta, China. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 806:150629. [PMID: 34592299 DOI: 10.1016/j.scitotenv.2021.150629] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2021] [Revised: 09/23/2021] [Accepted: 09/23/2021] [Indexed: 06/13/2023]
Abstract
The trends and mechanisms of organic carbon changes in coastal delta croplands are not yet clear due to the complexity physicochemical processes in soil. In this study, combing powder x-ray diffraction (XRD), microbial analysis, and density functional theory in quantum mechanics, we proposed a novel mechanism underlying OC accumulation. We investigated changes of three kinds of organic carbon (OC)-dissolved organic carbon (DOC), light fraction organic carbon (LFOC), and heavy fraction organic carbon (HFOC) in the Yellow River Delta croplands. We found that HFOC, dominant in coastal delta cropland soil, formed at different ages and its density increased with increasing reclamation time. Yet, DOC and LFOC had no significant increase or decrease tendency. Moreover, in coastal delta croplands, HFOC accumulation might be a complex progress, including the loss of indigenous OC and the accumulation of newly input OC. Based on these results, we proposed that although root exudative DOC (organic acids) could cause the indigenous OC loss by forming a specific microbial community, it still was a source of HFOC and promoted the OC accumulation. More importantly, based on density functional theory, we verified that these root exudative organic acids could adsorb on SiO2 together with crystalline Fe oxides (Fec) to form aggregates. The finding could explain the phenomenon that the XRD results showed samples were compounds of SiO2, Fec, and OC and the accumulation of HFOC in coastal delta croplands. By revealing a new OC accumulation mechanism in coastal delta croplands, this study provides novel insights into the mechanism of OC dynamics in coastal delta croplands and the global carbon budget.
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Affiliation(s)
- Junyu Dong
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Wei Wang
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Di Zhao
- State Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of Sciences, Nanjing 210008, China
| | - Chao Zhang
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Jiaohui Fang
- School of Life Sciences, Qufu Normal University, Qufu 273100, China
| | - Lifei Wang
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Qingzhu Zhang
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Jian Liu
- Environment Research Institute, Shandong University, Qingdao 266237, China.
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6
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Yang F, Liu S, Jia C, Wang Y. Identification of groundwater microbial communities and their connection to the hydrochemical environment in southern Laizhou Bay, China. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:14263-14278. [PMID: 34608579 DOI: 10.1007/s11356-021-16812-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Accepted: 09/25/2021] [Indexed: 06/13/2023]
Abstract
The microbial community plays an important role in the biogeochemical cycle in coastal groundwater ecosystems. However, the composition and controlling factors of the microbial community in coastal closed groundwater systems (CCGSs) with high salinity have rarely been studied. Here, we investigated and analyzed the hydrochemical characteristics and microbial community composition of seven brine samples with high total dissolved solid (TDS) values ranging from 74.5 to 132.3 g/L within and across three coastal saltworks (Yangkou, Hanting, and Changyi) in southern Laizhou Bay (SLB). The bacterial diversity was independent of salinity. Compared with those of low-salinity groundwater, the diversity of the microbial community in brine was lower, but the richness was slightly higher. There was a significant correlation between the microbial community diversity and groundwater sources, which indicated that the microbial communities were affected by groundwater sources. A comparison of the microbial community compositions of the three saltworks showed that the Hanting and Changyi saltworks had similar microbial communities due to their similar sampling depths. In addition, the main force shaping the differences in the microbial communities in both coastal open groundwater systems (COGSs) and CCGSs was identified as the hydraulic connection with the seawater controlled by hydrogeological conditions formed throughout geological history. This study can help to elucidate the biogeochemical processes in coastal aquifers.
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Affiliation(s)
- Fan Yang
- Institute of Marine Science and Technology, Shandong University, Binhai Road No. 72, Qingdao, 266237, Shandong, China
| | - Sen Liu
- Institute of Marine Science and Technology, Shandong University, Binhai Road No. 72, Qingdao, 266237, Shandong, China.
- State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai, 200062, China.
| | - Chao Jia
- Institute of Marine Science and Technology, Shandong University, Binhai Road No. 72, Qingdao, 266237, Shandong, China.
| | - Yujue Wang
- State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai, 200062, China
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7
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Wang L, Li C, Dong J, Quan Q, Liu J. Magnitudes and environmental drivers of greenhouse gas emissions from natural wetlands in China based on unbiased data. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:44973-44986. [PMID: 33855665 DOI: 10.1007/s11356-021-13843-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Accepted: 04/05/2021] [Indexed: 06/12/2023]
Abstract
Whether natural wetlands serve as the source or sink of greenhouse gases (GHGs) remains uncertain. Wetlands in China are diverse in type and abundant in quantity and differ greatly in spatial distribution, environmental conditions, and GHG fluxes. However, few studies focused on the differences in GHG emissions from different types of natural wetlands. Here, we adopted strict data collection criteria to create comprehensive and detailed datasets of fluxes of carbon dioxide (CO2), methane (CH4), and nitrous oxide (N2O) from the marsh, coastal, lake, and river wetlands in China, and relevant environmental variables. Our study synthesized 265 field observations on GHGs that lasted at least one year (covering both the growing season and non-growing season) from 109 studies, among which CO2 measurements using the opaque chamber method were not included for eliminating the influence of absence of photosynthesis on net CO2 accounting. We found that CH4 contributed the largest warming effect among the three types of GHGs, and coastal and river wetlands respectively acted as the mitigators and motivators of global warming among the four types of wetlands. Correlation and regression analyses suggested that geographic location, soil moisture and organic carbon, and contents of nitrogen, phosphorus, and dissolved oxygen jointly drove wetland GHG fluxes. The comprehensive global warming potential of Chinese natural wetlands was estimated as 427 Tg CO2-equivalents year-1, which might result from increased wetland drainage, reclamation, and external nutrient inputs. This study highlights the incorporation of the full year-round GHG monitoring data without using opaque chambers to measure CO2 flux when extrapolating net GHG emissions and gives implications for natural wetland management and global warming mitigation strategies.
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Affiliation(s)
- Lifei Wang
- Environment Research Institute, Shandong University, Qingdao, 266237, China
| | - Changchao Li
- Environment Research Institute, Shandong University, Qingdao, 266237, China
| | - Junyu Dong
- Environment Research Institute, Shandong University, Qingdao, 266237, China
| | - Quan Quan
- State Key Laboratory of Eco-hydraulics in Northwest Arid Region of China, Xi'an University of Technology, Xi'an, 710048, China
| | - Jian Liu
- Environment Research Institute, Shandong University, Qingdao, 266237, China.
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Yang R, Fang J, Cao Q, Zhao D, Dong J, Wang R, Liu J. The content, composition, and influencing factors of organic carbon in the sediments of two types of constructed wetlands. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:49206-49219. [PMID: 33932213 DOI: 10.1007/s11356-021-14134-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Accepted: 04/22/2021] [Indexed: 06/12/2023]
Abstract
Constructed wetland is a common measure for water purification and biodiversity conservation, but the mechanism of carbon storage is still unclear. Here, we researched the content and composition of soil organic carbon (SOC) and the influencing factors in surface sediment in surface flow constructed wetlands (SFCW) and subsurface flow constructed wetlands (SSFCW). Results showed that the content and storage of SOC in SSFCW were significantly higher than those in SFCW. However, the higher proportion of light fraction organic carbon (LFOC) and lower proportion of heavy fraction organic carbon (HFOC) in SSFCW indicated that SSFCW had less stable organic carbon storage than SFCW. The composition of SOC in the two types of constructed wetlands was mainly affected by total nitrogen, which suggesting carbon-nitrogen coupling in constructed wetlands. The abundant microbial species in SSFCW and their positive correlation with SOC could explain the higher carbon storage in SSFCW than in SFCW. In addition, plant biomass was the principle factor limiting LFOC proportion in SFCW, while it was moisture content in SSFCW. The study has important implications for understanding and management of ecological function of carbon sequestration in contrasted wetlands, and also provides a special perspective to understand the carbon storage mechanism in wetlands.
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Affiliation(s)
- Ruirui Yang
- Environment Research Institute, Shandong University, Qingdao, 266237, China
| | - Jiaohui Fang
- Environment Research Institute, Shandong University, Qingdao, 266237, China
| | - Qingqing Cao
- School of Architecture and Urban Planning, Shandong Jianzhu University, Jinan, 250101, China
| | - Di Zhao
- Environment Research Institute, Shandong University, Qingdao, 266237, China
| | - Junyu Dong
- Environment Research Institute, Shandong University, Qingdao, 266237, China
| | - Renqing Wang
- Environment Research Institute, Shandong University, Qingdao, 266237, China
- School of Life Sciences, Shandong University, Qingdao, 266237, China
| | - Jian Liu
- Environment Research Institute, Shandong University, Qingdao, 266237, China.
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Dong J, Quan Q, Zhao D, Li C, Zhang C, Chen H, Fang J, Wang L, Liu J. A combined method for the source apportionment of sediment organic carbon in rivers. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 752:141840. [PMID: 32889276 DOI: 10.1016/j.scitotenv.2020.141840] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Revised: 08/17/2020] [Accepted: 08/19/2020] [Indexed: 06/11/2023]
Abstract
Organic carbon sources apportionment in river sediments is crucial to the output management of organic carbon. We conducted a source apportionment of sediment organic carbon in four rivers in Shaanxi Province, China, with a novel method that combined environmental scanning electron microscopy and energy dispersive X-ray spectrometry (ESEM-EDAX), principal component analysis (PCA), 16S rRNA sequencing, microbial community metabolic prediction, and positive matrix factorization (PMF). According to the ESEM-EDAX results, the sources of light fraction organic carbon (LFOC) were the vegetation residues and the organic carbon adsorbed on them; and the source of heavy fraction organic carbon (HFOC) was organic carbon wrapped in particles. Moreover, 16S rRNA sequencing results of LFOC and HFOC concerning microbes demonstrated that LFOC was mainly composed of carbohydrate, cellulose, and alky-aromatic compounds, and that carbohydrate with high molecular weight might be a part of HFOC. Based on the results of microbial community metabolic prediction, PCA, and PMF, we found dissolved organic carbon (DOC) was mainly from lipopolysaccharide biosynthesis, apoptosis, and decomposition of carboxylic acids. And it might be mainly composed of lipopolysaccharide, carbohydrates, and organic acid with low molecular. To reflect the appearance of a specific DOC type, three biomarkers were proposed based on the microbial relative abundance and specificity. This research proposed a new method to trace the sources of organic carbon and established microbial biomarkers for the appearance of specific DOC, which would promote the understanding of organic carbon sources into microbes. Thus, this research provides new perspectives in the source apportionment and the life cycle of organic carbon in rivers.
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Affiliation(s)
- Junyu Dong
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Quan Quan
- State Key Laboratory of Eco-hydraulics in Northwest Arid Region of China, Xi'an University of Technology, Xi'an 710048, China
| | - Di Zhao
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Changchao Li
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Chao Zhang
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Hao Chen
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Jiaohui Fang
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Lifei Wang
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Jian Liu
- Environment Research Institute, Shandong University, Qingdao 266237, China.
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