Diverse Manures Shape Heavy Metal Accumulation and Microbial Communities in Long-Term Continuous Maize Cropping
Abstract
1. Introduction
2. Materials and Methods
2.1. Soil and Site Description
2.2. Experimental Design
2.3. Soil Samples Collection and Analysis
2.4. Soil DNA Extraction and Metagenomic Sequencing of Microbial Communities
2.5. Statistical Analysis
3. Results
3.1. Corn Yield and Heavy Metal Accumulation in Corn Grains After Long-Term Fertilization
3.2. Soil Properties and Heavy Metal Accumulation After Long-Term Fertilization
3.3. Microbial Community Structure in Soils After Long-Term Fertilization
3.4. Microbial Co-Occurrence Networks and Functional Profiles
3.5. Linkages Between Soil Properties and Microbial Communities
4. Discussion
4.1. Long-Term Application of Manure Fertilizer Improves Corn Yield and Soil Properties
4.2. Long-Term Application of Manure Fertilizer Increases Heavy Metals Accumulation in Soils
4.3. Long-Term Manure Application Modulates Microbial Communities Through Nutrient Supply and Heavy Metal Constraints
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Treatment | CK | NPK | NPKJ | NPKN | NPKD | NPKZ |
|---|---|---|---|---|---|---|
| Corn yield (t ha−1) | 6.91 ± 0.43 c | 11.98 ± 0.31 b | 12.30 ± 1.65 ab | 12.31 ± 0.29 ab | 13.02 ± 0.50 a | 12.24 ± 0.31 ab |
| Total Cr (mg kg−1) | 0.36 ± 0.05 bc | 0.40 ± 0.06 ab | 0.42 ± 0.06 ab | 0.44 ± 0.06 a | 0.34 ± 0.07 c | 0.30 ± 0.05 c |
| Total Cu (mg kg−1) | 1.53 ± 0.43 b | 2.00 ± 0.58 ab | 2.64 ± 0.69 a | 2.17 ± 0.67 ab | 2.62 ± 0.56 a | 2.20 ± 0.78 ab |
| Total Zn (mg kg−1) | 27.19 ± 2.11 c | 28.14 ± 3.12 c | 36.02 ± 3.35 a | 30.27 ± 3.76 bc | 30.76 ± 1.47 bc | 34.13 ± 4.16 ab |
| Total As (mg kg−1) | 0.020 ± 0.002 b | 0.041 ± 0.01 a | 0.020 ± 0.01 b | 0.017 ± 0.001 b | 0.017 ± 0.003 b | 0.017 ± 0.002 b |
| Total Cd (mg kg−1) | 0.010 ± 0.001 b | 0.011 ± 0.002 b | 0.013 ± 0.001 b | 0.006 ± 0.001 b | 0.012 ± 0.001 b | 0.08 ± 0.021 a |
| Total Pb (mg kg−1) | 0.060 ± 0.01 b | 0.077 ± 0.01 ab | 0.080 ± 0.021 ab | 0.093 ± 0.02 a | 0.076 ± 0.024 ab | 0.060 ± 0.015 b |
| Treatment | CK | NPK | NPKJ | NPKN | NPKD | NPKZ |
|---|---|---|---|---|---|---|
| pH | 6.1 ± 0.1 a | 5.3 ± 0.3 b | 5.8 ± 0.2 ab | 5.7 ± 0.2 ab | 5.7 ± 0.1 ab | 5.7 ± 0.4 b |
| Bulk density (g cm−3) | 1.2 ± 0.0 a | 1.3 ± 0.1 a | 1.2 ± 0.1 ab | 1.2 ± 0.0 ab | 1.0 ± 0.1 b | 1.2 ± 0.1 ab |
| TOC (g kg−1) | 14.4 ± 0.7 c | 15.2 ± 0.7 c | 17.6 ± 0.2 b | 18.1 ± 0.4 ab | 18.9 ± 0.8 a | 18.0 ± 0.8 ab |
| TN (g kg−1) | 1.2 ± 0.0 b | 1.4 ± 0.1 b | 1.7 ± 0.1 a | 1.7 ± 0.0 a | 1.7 ± 0.0 a | 1.7 ± 0.2 a |
| AN (mg kg−1) | 130.4 ± 10.1 a | 138.1 ± 18.9 a | 163.2 ± 27.0 a | 153.0 ± 5.6 a | 159.6 ± 6.1 a | 170.8 ± 40.4 a |
| AP (mg kg−1) | 6.6 ± 0.9 f | 24.6 ± 1.5 e | 122.5 ± 4.7 b | 66.2 ± 5.8 c | 47.8 ± 6.3 d | 148.3 ± 8.8 a |
| AK (mg kg−1) | 182.7 ± 15.0 c | 194.7 ± 40.5 c | 526.3 ± 128.9 a | 239.0 ± 29.5 bc | 247.0 ± 28.2 bc | 313.0 ± 80.6 b |
| Total Cr (mg kg−1) | 75.12 ± 4.26 bc | 76.82 ± 5.91 bc | 79.45 ± 4.50 a | 70.04 ± 0.60 c | 78.45 ± 9.65 ab | 71.73 ± 4.76 c |
| Total Cu (mg kg−1) | 23.2 ± 0.3 d | 25.0 ± 1.5 d | 32.7 ± 0.3 b | 27.1 ± 3.4 c | 26.7 ± 1.8 c | 53.0 ± 10.6 a |
| Total Zn (mg kg−1) | 80.6 ± 2.2 d | 84.7 ± 4.8 d | 145.6 ± 6.5 b | 89.7 ± 3.4 d | 103.2 ± 17.1 c | 209.5 ± 42.6 a |
| Total As (mg kg−1) | 20.5 ± 0.8 a | 22.0 ± 0.9 a | 21.1 ± 2.0 a | 21.3 ± 1.2 a | 20.6 ± 1.5 a | 21.1 ± 2.0 a |
| Total Cd (mg kg−1) | 0.2 ± 0.0 c | 0.2 ± 0.0 bc | 0.3 ± 0.1 a | 0.2 ± 0.0 c | 0.2 ± 0.0 ab | 0.2 ± 0.0 ab |
| Total Pb (mg kg−1) | 43.5 ± 0.6 b | 48.4 ± 2.6 a | 43.9 ± 2.1 b | 43.2 ± 1.8 b | 44.2 ± 2.3 b | 43.7 ± 3.3 b |
| Available Cr (mg kg−1) | 0.005 ± 0.00 c | 0.005 ± 0.00 d | 0.007 ± 0.00 a | 0.006 ± 0.00 b | 0.005 ± 0.00 c | 0.006 ± 0.00 b |
| Available Cu (mg kg−1) | 3.18 ± 0.15 d | 2.99 ± 0.11 d | 5.61 ± 0.14 a | 3.61 ± 0.12 c | 3.95 ± 0.07 c | 13.85 ± 2.56 b |
| Available Zn (mg kg−1) | 1.73 ± 0.25 d | 1.93 ± 0.14 d | 18.88 ± 0.18 a | 4.95 ± 0.33 c | 5.36 ± 1.19 c | 48.42 ± 16.94 b |
| Available As (mg kg−1) | 0.51 ± 0.014 a | 0.48 ± 0.031 b | 0.22 ± 0.007 d | 0.46 ± 0.021 b | 0.43 ± 0.077 c | 0.25 ± 0.073 e |
| Available Cd (mg kg−1) | 0.08 ± 0.00 b | 0.07 ± 0.00 c | 0.06 ± 0.00 d | 0.08 ± 0.00 b | 0.12 ± 0.02 a | 0.07 ± 0.00 c |
| Available Pb (mg kg−1) | 3.51 ± 0.22 b | 2.90 ± 0.14 c | 2.23 ± 0.02 d | 2.94 ± 0.19 c | 3.93 ± 0.39 a | 1.98 ± 0.22 e |
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Geng, Z.; Zhang, H.; Cai, H.; Liang, Y.; Lin, G.; Su, S. Diverse Manures Shape Heavy Metal Accumulation and Microbial Communities in Long-Term Continuous Maize Cropping. Agriculture 2026, 16, 814. https://doi.org/10.3390/agriculture16070814
Geng Z, Zhang H, Cai H, Liang Y, Lin G, Su S. Diverse Manures Shape Heavy Metal Accumulation and Microbial Communities in Long-Term Continuous Maize Cropping. Agriculture. 2026; 16(7):814. https://doi.org/10.3390/agriculture16070814
Chicago/Turabian StyleGeng, Zhixi, Huihong Zhang, Hongguang Cai, Yao Liang, Guolin Lin, and Shiming Su. 2026. "Diverse Manures Shape Heavy Metal Accumulation and Microbial Communities in Long-Term Continuous Maize Cropping" Agriculture 16, no. 7: 814. https://doi.org/10.3390/agriculture16070814
APA StyleGeng, Z., Zhang, H., Cai, H., Liang, Y., Lin, G., & Su, S. (2026). Diverse Manures Shape Heavy Metal Accumulation and Microbial Communities in Long-Term Continuous Maize Cropping. Agriculture, 16(7), 814. https://doi.org/10.3390/agriculture16070814

