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Ma L, Li M, Li C, Mao Z, Wang C, Xu M, Zhu D, Si H, Liu S, Yu P. Responses of aggregate-associated carbon and their fractions to different positions in a karst valley of Southwest China. ENVIRONMENTAL MONITORING AND ASSESSMENT 2025; 197:524. [PMID: 40199773 DOI: 10.1007/s10661-025-13995-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2025] [Accepted: 04/03/2025] [Indexed: 04/10/2025]
Abstract
Changes in aggregate-associated carbon and their fractions are vital for soil organic carbon (SOC) sequestration. However, changes in SOC contents and their fractions in different soil aggregates under different landform positions in karst regions remain unclear. Soil samples were collected from the valley bottom (VAFL), dip slope (DIPS), and anti-dip slope (ANTD) in a karst valley of Southwest China. These soil samples were then divided into three aggregates including macroaggregate (> 0.25 mm), microaggregate (0.053-0.25 mm), and silt and clay (< 0.053 mm) using wet sieving methods. Contents of total SOC and their three oxidized carbon fractions (F1: easily oxidized carbon fraction, F2: oxidized carbon fraction, and F3: stable carbon fraction) were measured. Compared with ANTD, total SOC contents, microaggregate-associated carbon contents, and SOC contents in silt and clay fraction decreased by 37.90%, 38.41%, and 40.07%, respectively, under VAFL, and by 12.95%, 11.65%, and 15.60%, respectively, under DIPS. Contents of F1 and F2 fraction under VAFL were significantly lower than those under ANTD and DIPS in bulk soil, microaggregate, and silt and clay. The mean percentages of F2 in total SOC in bulk soil, macroaggregate, microaggregate, and silt and clay were 43.66%, 43.81%, 45.67%, and 41.70%, respectively, while the percentages of F1 were 25.08%, 25.04%, 25.68%, and 24.86%, respectively. Compared with DIPS, SOC stability under ANTD and VAFL increased by 6.59% and 8.44%, respectively. These findings emphasized the influence of landform positions on the carbon contents in different soil aggregates, and deepened the understanding of SOC accumulation mechanisms in Southwest China.
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Grants
- CSTB2022NSCQ-MSX0753, CSTB2022NSCQM SX1529, CSTB2022NSCQ-MSX1121 and CSTB2022NSCQ-MSX0280 Natural Science Foundation of Chongqing Municipality
- CSTB2022NSCQ-MSX0753, CSTB2022NSCQM SX1529, CSTB2022NSCQ-MSX1121 and CSTB2022NSCQ-MSX0280 Natural Science Foundation of Chongqing Municipality
- CSTB2022NSCQ-MSX0753, CSTB2022NSCQM SX1529, CSTB2022NSCQ-MSX1121 and CSTB2022NSCQ-MSX0280 Natural Science Foundation of Chongqing Municipality
- CSTB2022NSCQ-MSX0753, CSTB2022NSCQM SX1529, CSTB2022NSCQ-MSX1121 and CSTB2022NSCQ-MSX0280 Natural Science Foundation of Chongqing Municipality
- CSTB2022NSCQ-MSX0753, CSTB2022NSCQM SX1529, CSTB2022NSCQ-MSX1121 and CSTB2022NSCQ-MSX0280 Natural Science Foundation of Chongqing Municipality
- CSTB2022NSCQ-MSX0753, CSTB2022NSCQM SX1529, CSTB2022NSCQ-MSX1121 and CSTB2022NSCQ-MSX0280 Natural Science Foundation of Chongqing Municipality
- CSTB2022NSCQ-MSX0753, CSTB2022NSCQM SX1529, CSTB2022NSCQ-MSX1121 and CSTB2022NSCQ-MSX0280 Natural Science Foundation of Chongqing Municipality
- CSTB2022NSCQ-MSX0753, CSTB2022NSCQM SX1529, CSTB2022NSCQ-MSX1121 and CSTB2022NSCQ-MSX0280 Natural Science Foundation of Chongqing Municipality
- U2244216 National Natural Science Foundation of China
- U2244216 National Natural Science Foundation of China
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Affiliation(s)
- Lei Ma
- Observation and Research Station of Ecological Restoration for Chongqing Typical Mining Areas, Ministry of Natural Resources (Chongqing Institute of Geology and Mineral Resources), Chongqing, 401120, China
- College of Resources and Safety Engineering, Chongqing University, Chongqing, 400044, China
| | - Manyi Li
- Observation and Research Station of Ecological Restoration for Chongqing Typical Mining Areas, Ministry of Natural Resources (Chongqing Institute of Geology and Mineral Resources), Chongqing, 401120, China
- College of Resources and Safety Engineering, Chongqing University, Chongqing, 400044, China
| | - Cheng Li
- Observation and Research Station of Ecological Restoration for Chongqing Typical Mining Areas, Ministry of Natural Resources (Chongqing Institute of Geology and Mineral Resources), Chongqing, 401120, China
| | - Zheng Mao
- Observation and Research Station of Ecological Restoration for Chongqing Typical Mining Areas, Ministry of Natural Resources (Chongqing Institute of Geology and Mineral Resources), Chongqing, 401120, China
| | - Chen Wang
- Observation and Research Station of Ecological Restoration for Chongqing Typical Mining Areas, Ministry of Natural Resources (Chongqing Institute of Geology and Mineral Resources), Chongqing, 401120, China
| | - Mingze Xu
- Observation and Research Station of Ecological Restoration for Chongqing Typical Mining Areas, Ministry of Natural Resources (Chongqing Institute of Geology and Mineral Resources), Chongqing, 401120, China
| | - Dongxue Zhu
- Observation and Research Station of Ecological Restoration for Chongqing Typical Mining Areas, Ministry of Natural Resources (Chongqing Institute of Geology and Mineral Resources), Chongqing, 401120, China
| | - Hongtao Si
- Observation and Research Station of Ecological Restoration for Chongqing Typical Mining Areas, Ministry of Natural Resources (Chongqing Institute of Geology and Mineral Resources), Chongqing, 401120, China.
| | - Shiwei Liu
- School of Geographical Sciences, Southwest University, Chongqing, 400715, China.
| | - Pujia Yu
- School of Geographical Sciences, Southwest University, Chongqing, 400715, China
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Liu D, Chen M, Liu H, Qi J, Yang J, Lv M, Li C, Li C, Li C. The conversion of tropical natural forests alters soil carbon fractions in aggregates and reduces aggregates stability. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2025; 376:124455. [PMID: 39938298 DOI: 10.1016/j.jenvman.2025.124455] [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: 11/20/2024] [Revised: 01/22/2025] [Accepted: 02/03/2025] [Indexed: 02/14/2025]
Abstract
Tropical soils, which are characterized by high temperature and high humidity, play a significant role in the global carbon cycle. Soil aggregates are crucial for physically protecting soil organic carbon (SOC), and active organic carbon fractions exhibit a rapid response to changes in soil aggregates. Nevertheless, limited research has been conducted on the impacts of natural forest (NF) conversion on soil aggregates and aggregate-associated carbon fractions, particularly in tropical regions of China. In this study, we aimed to investigate the effects of converting NF to secondary forest (SF), feather pine (Podocarpus imbricatus) forest (FPF) and rubber tree (Hevea brasiliensis) forest (RF) in tropical regions on soil physicochemical properties, aggregate stability and aggregate-associated carbon fraction contents. The results indicated that the RF presented the lowest soil water content (SWC) and highest free iron oxide (Fed) concentration, as did aluminum oxide (Ald). Following the conversion of NF, the macroaggregate proportion exhibited a considerable decline across all soil depths, and there was an increase in the proportion of clay-sized aggregates, especially in FPF and RF. The mean weight diameter (MWD) and geometric mean diameter (GMD) decreased markedly after NF conversion. Additionally, the NF conversion caused a significant decrease in the aggregate-associated SOC and readily oxidizable organic carbon (ROC) contents at all aggregate sizes at all soil depths, especially in SF and RF. Pearson correlation and RDA revealed that Fed, Ald and SWC were the most important factors affecting aggregate stability and aggregate-associated carbon fractions, respectively, in macroaggregates, microaggregates and clay-sized aggregates. In summary, the conversion of NF not only reduced the stability of the soil aggregates, but also changed the state of the SOC and its fractions in the aggregates, resulting in the loss of soil aggregate-related carbon. These findings provide valuable references and recommendations following NF conversion in tropical regions. Therefore, proper policies must be implemented to standardize the utilization of NF resources and protect the soil carbon pool in tropical areas.
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Affiliation(s)
- Daquan Liu
- Sanya Institute of Breeding and Multiplication, School of Tropical Agriculture and Forestry, Hainan University, Haikou, 570228, Hainan, China
| | - Mingwan Chen
- Sanya Institute of Breeding and Multiplication, School of Tropical Agriculture and Forestry, Hainan University, Haikou, 570228, Hainan, China
| | - Hong Liu
- Sanya Institute of Breeding and Multiplication, School of Tropical Agriculture and Forestry, Hainan University, Haikou, 570228, Hainan, China
| | - Jincun Qi
- Sanya Institute of Breeding and Multiplication, School of Tropical Agriculture and Forestry, Hainan University, Haikou, 570228, Hainan, China
| | - Jiwei Yang
- Sanya Institute of Breeding and Multiplication, School of Tropical Agriculture and Forestry, Hainan University, Haikou, 570228, Hainan, China
| | - Meng Lv
- Sanya Institute of Breeding and Multiplication, School of Tropical Agriculture and Forestry, Hainan University, Haikou, 570228, Hainan, China
| | - Chen Li
- Sanya Institute of Breeding and Multiplication, School of Tropical Agriculture and Forestry, Hainan University, Haikou, 570228, Hainan, China
| | - Changjiang Li
- Sanya Institute of Breeding and Multiplication, School of Tropical Agriculture and Forestry, Hainan University, Haikou, 570228, Hainan, China
| | - Changzhen Li
- Sanya Institute of Breeding and Multiplication, School of Tropical Agriculture and Forestry, Hainan University, Haikou, 570228, Hainan, China.
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Zhang S, Hu W, Zhang J, Yu G, Liu Y, Kong Z, Wu L. Long-term cultivation reduces soil carbon storage by altering microbial network complexity and metabolism activity in macroaggregates. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 930:172788. [PMID: 38677431 DOI: 10.1016/j.scitotenv.2024.172788] [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: 01/24/2024] [Revised: 04/14/2024] [Accepted: 04/24/2024] [Indexed: 04/29/2024]
Abstract
Cultivation alters soil aggregation, microbial compositions and the potential for carbon sequestration in cropland soils. However, the specific effects of long-term cultivation and the underlying mechanisms on soil organic carbon (SOC) storage at different aggregate sizes remain poorly understood. We characterized the dynamics of SOC storage in macroaggregates (>0.25 mm) and microaggregates (<0.25 mm) across four paddy soils successively cultivated for 60, 100, 125, and 150 years. Microbial community compositions, network patterns, enzyme activities and carbon use efficiency (CUE) were examined to elucidate the underlying microbial pathways governing SOC storage. The results showed that prolonged cultivation led to an average reduction of 45 % in SOC storage, particularly in macroaggregates. Partial least squares path modeling revealed that shifts in microorganisms in macroaggregates explained almost 80 % of the variation in SOC storage. Specifically, variations in fungal composition and decreased complexity of microbial interaction networks were strongly correlated with SOC storage. Fungal community and microbial interactions also indirectly affected SOC storage by positively correlating with extracellular enzyme activity. Moreover, bacterial composition indirectly regulated SOC storage by positively correlating with carbon use efficiency. Our findings indicated that the macroaggregate-associated microbial interactions and the metabolism activities had significant implications for SOC sequestration in paddy fields. We suggest that implementation of management practices targeted at improvement of these microbial attributes could enhance agroecosystems sustainability.
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Affiliation(s)
- Shan Zhang
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Wanjin Hu
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Jinting Zhang
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Guanjun Yu
- Jiangxi Poyang Lake Nanji Wetland National Nature Reserve Authority, Nanchang 330038, China
| | - Yizhen Liu
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China.
| | - Zhaoyu Kong
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China
| | - Lan Wu
- School of Life Sciences, Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Nanchang University, Nanchang 330022, China.
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Liu S, Wang R, Yang Y, Shi W, Jiang K, Jia L, Zhang F, Liu X, Ma L, Li C, Yu P. Changes in soil aggregate stability and aggregate-associated carbon under different slope positions in a karst region of Southwest China. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 928:172534. [PMID: 38636852 DOI: 10.1016/j.scitotenv.2024.172534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Revised: 03/29/2024] [Accepted: 04/15/2024] [Indexed: 04/20/2024]
Abstract
Soil aggregates are crucial for reducing soil erosion and enhancing soil organic carbon sequestration. However, knowledge regarding influences of different slope positions on compositions and carbon content for different soil aggregates is limited. Soil samples were collected from various slope positions including dip slope, anti-dip slope and valley depression in the Longtan karst valley of Southwest China. Contents of macroaggregate (> 0.25 mm), microaggregate (0.053-0.25 mm) and silt and clay fraction (< 0.053 mm), and aggregate-associated carbon contents under the three slope positions were measured. Compared to the anti-dip slope, the mean weight diameter under the dip slope and valley depression decreased by 28.48 % and 58.79 %, respectively, while the geometric mean diameter decreased by 39.01 % and 62.57 %, respectively. The mean carbon content in silt and clay fraction was 27.59 % and 21.00 % lower than the macroaggregate- and microaggregate-associated carbon content, respectively. Under the valley depression and dip slope, soil organic carbon contents in bulk soil (37.67 % and 10.36 %, respectively), microaggregate (37.56 % and 4.95 %), and silt and clay fraction (39.99 % and 12.84 %, respectively) were significantly lower than those under the anti-dip slope. However, the difference in macroaggregate-associated carbon content among the three slope positions was not significant. The silt and clay fraction was the major contributor to soil carbon pool in bulk soil in the study area because of its high content. Compared to the anti-dip slope, contribution of macroaggregates to soil carbon pool under the dip slope and valley depression decreased by 25.53 % and 47.95 %, respectively, whereas the contribution of silt and clay fraction increased by 22.68 % and 42.66 %, respectively. These results suggested that the anti-dip slope surpassed both the dip slope and valley depression in carbon sequestration and soil and water conservation in karst regions.
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Affiliation(s)
- Shiwei Liu
- Chongqing Jinfo Mountain Karst Ecosystem National Observation and Research Station, School of Geographical Sciences, Southwest University, Chongqing 400715, China
| | - Rutong Wang
- Chongqing Jinfo Mountain Karst Ecosystem National Observation and Research Station, School of Geographical Sciences, Southwest University, Chongqing 400715, China
| | - Yan Yang
- Chongqing Jinfo Mountain Karst Ecosystem National Observation and Research Station, School of Geographical Sciences, Southwest University, Chongqing 400715, China; Chongqing Key Laboratory of Karst Environment, School of Geographical Sciences, Southwest University, Chongqing 400715, China
| | - Weiyu Shi
- Chongqing Jinfo Mountain Karst Ecosystem National Observation and Research Station, School of Geographical Sciences, Southwest University, Chongqing 400715, China; Chongqing Key Laboratory of Karst Environment, School of Geographical Sciences, Southwest University, Chongqing 400715, China
| | - Ke Jiang
- Chongqing Jinfo Mountain Karst Ecosystem National Observation and Research Station, School of Geographical Sciences, Southwest University, Chongqing 400715, China; Chongqing Key Laboratory of Karst Environment, School of Geographical Sciences, Southwest University, Chongqing 400715, China
| | - Luyao Jia
- Chongqing Jinfo Mountain Karst Ecosystem National Observation and Research Station, School of Geographical Sciences, Southwest University, Chongqing 400715, China
| | - Feng Zhang
- Chongqing Jinfo Mountain Karst Ecosystem National Observation and Research Station, School of Geographical Sciences, Southwest University, Chongqing 400715, China
| | - Xian Liu
- Chongqing Jinfo Mountain Karst Ecosystem National Observation and Research Station, School of Geographical Sciences, Southwest University, Chongqing 400715, China
| | - Lei Ma
- Observation and Research Station of Ecological Restoration for Chongqing Typical Mining Areas, Ministry of Natural Resources, Chongqing Institute of Geology and Mineral Resources, Chongqing 401120, China
| | - Cheng Li
- Observation and Research Station of Ecological Restoration for Chongqing Typical Mining Areas, Ministry of Natural Resources, Chongqing Institute of Geology and Mineral Resources, Chongqing 401120, China
| | - Pujia Yu
- Chongqing Jinfo Mountain Karst Ecosystem National Observation and Research Station, School of Geographical Sciences, Southwest University, Chongqing 400715, China; Chongqing Key Laboratory of Karst Environment, School of Geographical Sciences, Southwest University, Chongqing 400715, China.
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Tang S, Liu T, Hu R, Xu X, Wu Y, Meng L, Hattori S, Tawaraya K, Cheng W. Twelve-year conversion of rice paddy to wetland does not alter SOC content but decreases C decomposition and N mineralization in Japan. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024; 354:120319. [PMID: 38387348 DOI: 10.1016/j.jenvman.2024.120319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2023] [Revised: 01/31/2024] [Accepted: 02/07/2024] [Indexed: 02/24/2024]
Abstract
Land-use change worldwide has been driven by anthropogenic activities, which profoundly regulates terrestrial C and N cycles. However, it remains unclear how the dynamics and decomposition of soil organic C (SOC) and N respond to long-term conversion of rice paddy to wetland. Here, soil samples from five soil depths (0-25 cm, 5 cm/depth) were collected from a continuous rice paddy and an adjacent wetland (a rice paddy abandoned for 12 years) on Shonai Plain in northeastern Japan. A four-week anaerobic incubation experiment was conducted to investigate soil C decomposition and N mineralization. Our results showed that SOC in the wetland and rice paddy decreased with soil depth, from 31.02 to 19.66 g kg-1 and from 30.26 to 18.86 g kg-1, respectively. There was no significant difference in SOC content between wetland and rice paddy at any depth. Soil total nitrogen (TN) content in the wetland (2.61-1.49 g kg-1) and rice paddy (2.91-1.78 g kg-1) showed decreasing trend with depth; TN was significantly greater in the rice paddy than in the wetland at all depths except 20-25 cm. Paddy soil had significantly lower C/N ratios but significantly larger decomposed C (Dec-C, CO2 and CH4 production) and mineralized N (Min-N, net NH4+-N production) than wetland soil across all depths. Moreover, the Dec-C/Min-N ratio was significantly larger in wetland than in rice paddy across all depths. Rice paddy had higher exponential correlation between Dec-C and SOC, Min-N and TN than wetland. Although SOC did not change, TN decreased by 14.1% after the land-use conversion. The Dec-C and Min-N were decreased by 32.7% and 42.2%, respectively, after the12-year abandonment of rice paddy. Conclusively, long-term conversion of rice paddy to wetland did not distinctly alter SOC content but increased C/N ratio, and decreased C decomposition and N mineralization in 0-25 cm soil depth.
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Affiliation(s)
- Shuirong Tang
- School of Breeding and Multiplication (Sanya Institute of Breeding and Multiplication), Hainan University, Sanya, 572025, China; Faculty of Agriculture, Yamagata University, Tsuruoka, 997-8555, Japan; College of Resources and Environment, Huazhong Agricultural University, Wuhan, 430070, China
| | - Tian Liu
- Faculty of Agriculture, Yamagata University, Tsuruoka, 997-8555, Japan; College of Resources and Environment, Huazhong Agricultural University, Wuhan, 430070, China
| | - Ronggui Hu
- College of Resources and Environment, Huazhong Agricultural University, Wuhan, 430070, China
| | - Xingkai Xu
- State Key Laboratory of Atmospheric Boundary Layer Physics and Atmospheric Chemistry, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing, 100029, China; College of Earth and Planetary Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Yanzheng Wu
- School of Breeding and Multiplication (Sanya Institute of Breeding and Multiplication), Hainan University, Sanya, 572025, China
| | - Lei Meng
- School of Breeding and Multiplication (Sanya Institute of Breeding and Multiplication), Hainan University, Sanya, 572025, China
| | - Satoshi Hattori
- Faculty of Agriculture, Yamagata University, Tsuruoka, 997-8555, Japan
| | - Keitaro Tawaraya
- Faculty of Agriculture, Yamagata University, Tsuruoka, 997-8555, Japan
| | - Weiguo Cheng
- Faculty of Agriculture, Yamagata University, Tsuruoka, 997-8555, Japan.
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Liu S, Niu SH, Xiang L, Liao XD, Xing SC. Effects of the oversized microplastic pollution layer on soil aggregates and organic carbon at different soil depths. JOURNAL OF HAZARDOUS MATERIALS 2023; 450:131014. [PMID: 36842199 DOI: 10.1016/j.jhazmat.2023.131014] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2022] [Revised: 02/02/2023] [Accepted: 02/14/2023] [Indexed: 06/18/2023]
Abstract
Soil aggregates (SAs) are the main site for soil organic carbon (SOC) fixation, and land plastic pollution is increasingly causing many soil problems. The effects of plastic on SAs and SOC seem to be significant, but there is still a lack of relevant research. This study investigated the effects of the "plastic contamination layer" (PCL) formed by the microplastic precursors (namely, oversized microplastics (OMPs)) on the content and properties of SAs of different particle sizes at different soil depths. The results showed that the PCL had an effect on SAs of different sizes at different depths: Compared with the control group, PCL mainly increased the content of SAs in 0-5 cm soil depth, about 28.08 mg macroaggregates, 13.79 mg microaggregates and 59.82 mg silt and clay aggregates per gram of soil. The presence of the PCL mainly down-regulates the organic carbon (OC) content in 0-5 cm macroaggregates, which is about 9.59 g/kg, the OC content in 10-20 cm microaggregates, which is about 16.41 g/kg, and the OC content in 0-5 cm silt and clay aggregates, which is about 4.16 g /kg, downregulated the expression of the key carbon metabolism genes (CMGs) coxL, and inhibited the contribution of the potential CMGs host bacteria Sphaerimonospora and Bacteroides to soil organic matter. This paper emphasizes that the presence of PCL reduced SOC sequestration.
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Affiliation(s)
- Shuo Liu
- College of Animal Science, South China Agricultural University, Guangzhou 510642, Guangdong, China
| | - Shi-Hua Niu
- College of Animal Science, South China Agricultural University, Guangzhou 510642, Guangdong, China
| | - Lei Xiang
- Engineering Research Center of Tropical and Subtropical Aquatic Ecological Engineering, Ministry of Education, Guangzhou 510632, Guangdong, China
| | - Xin-Di Liao
- College of Animal Science, South China Agricultural University, Guangzhou 510642, Guangdong, China; Guangdong Provincial Key Lab of Agro-Animal Genomics and Molecular Breeding, and Key Laboratory of Chicken Genetics, Breeding and Reproduction, Ministry Agriculture, Guangzhou 510642, Guangdong, China; National-Local Joint Engineering Research Center for Livestock Breeding, Guangzhou 510642, Guangdong, China
| | - Si-Cheng Xing
- Integrative Microbiology Research Centre, South China Agricultural University, Guangzhou 510642, China; Guangdong Provincial Key Lab of Agro-Animal Genomics and Molecular Breeding, and Key Laboratory of Chicken Genetics, Breeding and Reproduction, Ministry Agriculture, Guangzhou 510642, Guangdong, China; National-Local Joint Engineering Research Center for Livestock Breeding, Guangzhou 510642, Guangdong, China.
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