Metagenomic Analyses Reveal the Functional Potential of Vineyard Microbial Communities on Soil Carbon Cycling Under Mulching Conditions
Abstract
1. Introduction
2. Materials and Methods
2.1. Experimental Site and Materials
2.2. Experimental Design and Sample Collection
2.3. Determination of Soil Carbon Fractions
2.4. Metagenomic Sequence and Analysis
2.5. Statistical Analysis
3. Results
3.1. Effect of Mulching on Organic Carbon Fractions
3.2. Metagenomic Sequencing Analysis of Mulching Effects on Microbial Community Structure
3.3. KEGG Functional Analysis of Microbial Communities Under Mulching Conditions
3.4. Effects of Mulching on Functional Traits Related to Soil Microbial Carbon Cycling
4. Discussion
4.1. Changes in Soil Organic Carbon Fractions Under Mulching Conditions
4.2. Analysis of Soil Microbial Community Structure Under Mulching Conditions
4.3. Changes in Functional Traits Related to Soil Carbon Cycling Under Mulching Conditions
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Appendix A


References
- Vendrame, N.; Tezza, L.; Pitacco, A. Study of the carbon budget of a temperate-climate vineyard: Inter-annual variability of CO2 flux. Am. J. Enol. Vitic. 2019, 70, 34–41. [Google Scholar] [CrossRef] [Scilit]
- Liang, C.; Schimel, J.P.; Jastrow, J.D. The importance of anabolism in microbial control over soil carbon storage. Nat. Microbiol. 2017, 2, 17105. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Goward, J.W.M. Estimating and Predicting Carbon Sequestered in a Vineyard with Soil Surveys, Spatial Data and GIS Management. Master Thesis, University of New South Wales, Sydney, Australia, 2012; pp. 52–57. [Google Scholar]
- Jansson, J.K.; Hofmockel, K.S. Soil microbiomes and climate change. Nat. Rev. Microbiol. 2020, 18, 35–46. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Witzgall, K.; Vidal, A.; Schubert, D.I.; Höschen, C.; Schweizer, S.A.; Buegger, F.; Pouteau, V.; Chenu, C.; Mueller, C.W. Particulate organic matter as a functional soil component for persistent soil organic carbon. Nat. Commun. 2021, 12, 4115. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Kallenbach, C.M.; Frey, S.D.; Grandy, A.S. Direct evidence for microbial-derived soil organic matter formation and its ecophysiological controls. Nat. Commun. 2016, 7, 13630. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Liang, C.; Amelung, W.; Lehmann, J.; Kästner, M. Quantitative assessment of microbial necromass contribution to soil organic matter. Glob. Change Biol. 2019, 25, 3578–3590. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Bardgett, R.D.; Van Der Putten, W.H. Belowground biodiversity and ecosystem functioning. Nature 2014, 515, 505–511. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Dong, X.; Hao, Q.; Li, G.; Lin, Q.; Zhao, X. Contrast effect of long-term fertilization on SOC and SIC stocks and distribution in different soil particle-size fractions. J. Soils Sediments 2017, 17, 1054–1063. [Google Scholar] [CrossRef] [Scilit]
- Liu, Z.; Sun, Y.; Zhang, Y.; Feng, W.; Lai, Z.; Fa, K.; Qin, S. Metagenomic and 13C tracing evidence for autotrophic atmospheric carbon absorption in a semiarid desert. Soil Biol. Biochem. 2018, 125, 156–166. [Google Scholar] [CrossRef] [Scilit]
- Liu, Z.; Sun, Y.; Zhang, Y.; Feng, W.; Lai, Z.; Qin, S. Soil microbes transform inorganic carbon into organic carbon by dark fixation pathways in desert soil. J. Geophys. Res. Biogeosci. 2021, 126, e2020JG006047. [Google Scholar] [CrossRef] [Scilit]
- Don, A.; Böhme, I.H.; Dohrmann, A.B.; Poeplau, C.; Tebbe, C.C. Microbial community composition affects soil organic carbon turnover in mineral soils. Biol. Fertil. Soils 2017, 53, 445–456. [Google Scholar] [CrossRef] [Scilit]
- Liang, C.; Balser, T.C. Warming and nitrogen deposition lessen microbial residue contribution to soil carbon pool. Nat. Commun. 2012, 3, 1222. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- McBride, S.G.; Osburn, E.D.; Lucas, J.M.; Simpson, J.S.; Brown, T.; Barrett, J.E.; Strickland, M.S. Volatile and dissolved organic carbon sources have distinct effects on microbial activity, nitrogen content, and bacterial communities in soil. Microb. Ecol. 2023, 85, 659–668. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Rodrigo, E.; Mairata, A.; Martínez-Vidaurre, J.M.; Pou, A. Evaluating the role of organic mulches in reducing soil CO2 emissions and improving soil conditions in a commercial vineyard. Sci. Total Environ. 2025, 1000, 180441. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Baiamonte, G.; Minacapilli, M.; Novara, A.; Gristina, L. Time scale effects and interactions of rainfall erosivity and cover management factors on vineyard soil loss erosion in the semi-arid area of southern sicily. Water 2019, 11, 978. [Google Scholar] [CrossRef] [Scilit]
- Garcia, L.; Celette, F.; Gary, C.; Ripoche, A.; Valdés-Gómez, H.; Metay, A. Management of service crops for the provision of ecosystem services in vineyards: A review. Agric. Ecosyst. Environ. 2018, 251, 158–170. [Google Scholar] [CrossRef] [Scilit]
- Liu, Y.; Teng, Y.; Zheng, J.; Khan, A.; Li, X.; Cui, J.; Verma, K.K.; Guo, Q.; Zhu, K. The impact of long-term mulching cultivation on soil quality, microbial community structure, and fruit quality in “Wanzhou Red Mandarin” citrus orchard. Front. Microbiol. 2025, 16, 1616151. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Capó-Bauçà, S.; Marqués, A.; Llopis-Vidal, N.; Bota, J.; Baraza, E. Long-term establishment of natural green cover provides agroecosystem services by improving soil quality in a Mediterranean vineyard. Ecol. Eng. 2019, 127, 285–291. [Google Scholar] [CrossRef] [Scilit]
- Rocha, F.I.; Rodriguez-Ramos, J.C.; Fernando, M.; Hale, L. Interrow cover crops in a semi-arid vineyard increase plant beneficial functional potential of the soil microbiome, both in vine rows and interrows, a benefit that increases with cover crop duration. Environ. Microbiome 2025, 20, 66. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zumkeller, M.; Yu, R.; Torres, N.; Marigliano, L.E.; Zaccaria, D.; Kurtural, S.K. Site characteristics determine the effectiveness of tillage and cover crops on the net ecosystem carbon balance in California vineyard agroecosystems. Front. Plant Sci. 2022, 13, 1024606. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Marks, J.N.J.; Lines, T.E.P.; Penfold, C.; Cavagnaro, T.R. Cover crops and carbon stocks: How under-vine management influences SOC inputs and turnover in two vineyards. Sci. Total Environ. 2022, 831, 154800. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Duan, X.; Luo, T.; Ding, Y.; Han, X.; Li, H.; Wang, H. The impact of vineyard mulch on soil quality and biological diversity. Agriculture 2025, 15, 927. [Google Scholar] [CrossRef] [Scilit]
- Zhao, Z.; Zhang, J.; Liu, R. Application of overground rock film mulching (ORFM) technology in Karst Rocky Desertification farmland: Improving soil moisture environment and crop root growth. Agronomy 2024, 14, 1265. [Google Scholar] [CrossRef] [Scilit]
- Xue, T.; Cheng, C.; Yang, F.; Zhang, L.; Xu, G.; Li, R.; Wang, J.; Zhang, L.; Liang, Z.; Zhou, J. Effect of organic mulching practices on soil properties in vineyards: A review. J. China Agric. Univ. 2024, 29, 206–218. [Google Scholar] [CrossRef]
- Zhang, H.; Yu, S.; Lv, W.; Wang, X.; Lu, P.; Zhang, H.; Zhang, J.; Bai, N.; Xu, C.; Zhu, X.; et al. Biodegradable mulch films divergently regulate soil carbon cycle by reshaping microbial communities and functional genes. J. Hazard. Mater. 2026, 506, 141616. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ji, M.; Li, L.; Xu, J.; Gao, L.; Liu, H.; Yao, Y.; Niu, G.; Zhang, L.; Hao, B. Mulching with orchard pruning branches exerts positive effects on improving the soil micro-ecological environment and enhancing fruit quality. Plant Soil 2026. [Google Scholar] [CrossRef] [Scilit]
- Ghani, A.; Dexter, M.; Perrott, K.W. Hot-water extractable carbon in soils: A sensitive measurement for determining impacts of fertilisation, grazing and cultivation. Soil Biol. Biochem. 2003, 35, 1231–1243. [Google Scholar] [CrossRef] [Scilit]
- Blair, G.J.; Lefroy, R.D.B.; Lisle, L. Soil carbon fractions based on their degree of oxidation, and the development of a carbon management index for agricultural systems. Aust. J. Agric. Res. 1995, 46, 1459–1466. [Google Scholar] [CrossRef] [Scilit]
- Cambardella, C.A.; Elliott, E. Particulate soil organic-matter changes across a grassland cultivation sequence. Soil Sci. Soc. Am. J. 1992, 56, 777–783. [Google Scholar] [CrossRef] [Scilit]
- Heanes, D.L. Determination of total organic-C in soils by an improved chromic acid digestion and spectrophotometric procedure. Commun. Soil Sci. Plant Anal. 1984, 15, 1191–1213. [Google Scholar] [CrossRef] [Scilit]
- Motsi, H.; Clarke, C.E.; Hardie, A.G.; Francis, M.L.; Potts, A.J. Comparison of alternative chemical density and physical methods for isolating soil organic matter fractions in high carbon soils. CATENA 2026, 264, 109788. [Google Scholar] [CrossRef] [Scilit]
- Vance, E.D.; Brookes, P.C.; Jenkinson, D.S. Microbial biomass measurements in forest soils: The use of the chloroform fumigation-incubation method in strongly acid soils. Soil Biol. Biochem. 1987, 19, 697–702. [Google Scholar] [CrossRef] [Scilit]
- Menzel, P.; Ng, K.L.; Krogh, A. Fast and sensitive taxonomic classification for metagenomics with Kaiju. Nat. Commun. 2016, 7, 11257. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zhu, W.; Lomsadze, A.; Borodovsky, M. Ab initio gene identification in metagenomic sequences. Nucleic Acids Res. 2010, 38, e132. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Chen, S.; Zhou, Y.; Chen, Y.; Gu, J. fastp: An ultra-fast all-in-one FASTQ preprocessor. Bioinformatics 2018, 34, i884–i890. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Fu, L.; Niu, B.; Zhu, Z.; Wu, S.; Li, W. CD-HIT: Accelerated for clustering the next-generation sequencing data. Bioinformatics 2012, 28, 3150–3152. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Langmead, B.; Salzberg, S.L. Fast gapped-read alignment with Bowtie 2. Nat. Methods 2012, 9, 357–359. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Hong, C.; Manimaran, S.; Shen, Y.; Perez-Rogers, J.F.; Byrd, A.L.; Castro-Nallar, E.; Crandall, K.A.; Johnson, W.E. PathoScope 2.0: A complete computational framework for strain identification in environmental or clinical sequencing samples. Microbiome 2014, 2, 33. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Qin, J.; Li, Y.; Cai, Z.; Li, S.; Zhu, J.; Zhang, F.; Liang, S.; Zhang, W.; Guan, Y.; Shen, D.; et al. A metagenome-wide association study of gut microbiota in type 2 diabetes. Nature 2012, 490, 55–60. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Shi, C.H.; Wang, X.Q.; Jiang, S.; Zhang, L.Q.; Luo, J. Revealing the role of the rhizosphere microbiota in reproductive growth for fruit productivity when inorganic fertilizer is partially replaced by organic fertilizer in pear orchard fields. Microb. Biotechnol. 2023, 16, 1373–1392. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Xu, M.; Lou, Y.; Sun, X.; Wang, W.; Baniyamuddin, M.; Zhao, K. Soil organic carbon active fractions as early indicators for total carbon change under straw incorporation. Biol. Fertil. Soils 2011, 47, 745–752. [Google Scholar] [CrossRef] [Scilit]
- Biederbeck, V.; Janzen, H.; Campbell, C.; Zentner, R. Labile soil organic matter as influenced by cropping practices in an arid environment. Soil Biol. Biochem. 1994, 26, 1647–1656. [Google Scholar] [CrossRef] [Scilit]
- Wendling, B.; Jucksch, I.; Mendonca, E.; Alvarenga, R. Organic-matter pools of soil under pines and annual cultures. Commun. Soil Sci. Plant Anal. 2010, 41, 1707–1722. [Google Scholar] [CrossRef] [Scilit]
- Puget, P.; Drinkwater, L.E. Short-term dynamics of root-and shoot-derived carbon from a leguminous green manure. Soil Sci. Soc. Am. J. 2001, 65, 771–779. [Google Scholar] [CrossRef] [Scilit]
- Purakayastha, T.; Rudrappa, L.; Singh, D.; Swarup, A.; Bhadraray, S. Long-term impact of fertilizers on soil organic carbon pools and sequestration rates in maize–wheat–cowpea cropping system. Geoderma 2008, 144, 370–378. [Google Scholar] [CrossRef] [Scilit]
- Hassan, W.; Bashir, S.; Ahmed, N.; Tanveer, M.; Shah, A.N.; Bano, R.; David, J. Labile organic carbon fractions, regulator of CO2 emission: Effect of plant residues and water regimes. Clean–Soil Air Water 2016, 44, 1358–1367. [Google Scholar] [CrossRef] [Scilit]
- Campbell, B.J.; Polson, S.W.; Hanson, T.E.; Mack, M.C.; Schuur, E.A. The effect of nutrient deposition on bacterial communities in Arctic tundra soil. Environ. Microbiol. 2010, 12, 1842–1854. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Das, B.; Chakraborty, D.; Singh, V.; Aggarwal, P.; Singh, R.; Dwivedi, B.; Mishra, R. Effect of integrated nutrient management practice on soil aggregate properties, its stability and aggregate-associated carbon content in an intensive rice–wheat system. Soil Tillage Res. 2014, 136, 9–18. [Google Scholar] [CrossRef] [Scilit]
- Yang, F.; Tang, J.; Yang, D.; Yang, T.; Liu, H.; Luo, W.; Wu, J.; Jianqiang, W.; Wang, L. Jasmonoyl-l-isoleucine and allene oxide cyclase-derived jasmonates differently regulate gibberellin metabolism in herbivory-induced inhibition of plant growth. Plant Sci. Int. J. Exp. Plant Biol. 2020, 300, 110627. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Guo, X.; Rossel, R.A.V.; Wang, G.; Xiao, L.; Wang, M.; Zhang, S.; Luo, Z. Particulate and mineral-associated organic carbon turnover revealed by modelling their long-term dynamics. Soil Biol. Biochem. 2022, 173, 108780. [Google Scholar] [CrossRef] [Scilit]
- Yuan, Z.; Jin, H.; Wang, Q.; Wu, Q.; Li, G.; Jin, X.; Ma, Q. Profile distributions of soil organic carbon fractions in a permafrost region of the Qinghai–Tibet Plateau. Permafr. Periglac. Process. 2020, 31, 538–547. [Google Scholar] [CrossRef] [Scilit]
- Zhang, X.; Wang, M.; Zhang, D.; Zhang, Y.; Wang, X. Increasing soil organic carbon pools and wheat yields by optimising tillage and fertilisation on the Loess Plateau in China. Eur. J. Soil Sci. 2022, 73, e13197. [Google Scholar] [CrossRef] [Scilit]
- Rodrigo, E.; Litskas, V.D.; Mairata, A.; Martínez Vidaurre, J.M.; Pou, A. Effect of organic mulches in vineyards: CH4 and N2O emissions and their contribution to the GWP and carbon balance. Front. Environ. Sci. 2026, 14, 1846259. [Google Scholar] [CrossRef] [Scilit]
- Duan, X.; Yan, Y.; Han, X.; Wang, Y.; Li, R.; Gao, F.; Zhang, L.; Wei, R.; Li, H.; Wang, H. Effects of biodegradable liquid film on the soil and fruit quality of Vitis Franco-american L. Hutai-8 berries. Horticulturae 2022, 8, 418. [Google Scholar] [CrossRef] [Scilit]
- Mairata, A.; Labarga, D.; Puelles, M.; Rivacoba, L.; Martin, I.; Portu, J.; Pou, A. Impact of organic mulches on grapevine health, growth and grape composition in nutrient-poor vineyard soils. OENO One 2024, 58, 4. [Google Scholar] [CrossRef] [Scilit]
- Fahey, T.J.; Heinz, A.K.; Mathisson, R.; Fahey, C.; Yavitt, J.B. How Much Soil Carbon is Derived from Woody Detritus? A Ten-Year Study of 13C Incorporation into Soil Organic Matter. Ecosystems 2024, 27, 867–878. [Google Scholar] [CrossRef] [Scilit]
- Xue, T.; Han, X.; Zhang, H.; Wang, Y.; Wang, H.; Li, H. Effects of a biodegradable liquid film on winter chill protection of winegrape cultivars. Sci. Hortic. 2019, 246, 398–406. [Google Scholar] [CrossRef] [Scilit]
- Zhang, X.; Lu, S.; Wang, C.; Zhang, A.; Wang, X. Optimization of tillage rotation and fertilization increased the soil organic carbon pool and crop yield in a semiarid region. Land Degrad. Dev. 2021, 32, 5241–5252. [Google Scholar] [CrossRef] [Scilit]
- Ferrando, L.; Rariz, G.; Martínez-Pereyra, A.; Fernández-Scavino, A. Endophytic diazotrophic communities from rice roots are diverse and weakly associated with soil diazotrophic community composition and soil properties. J. Appl. Microbiol. 2024, 135, lxae157. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Li, H.; Yang, S.; Semenov, M.V.; Yao, F.; Ye, J.; Bu, R.; Ma, R.; Lin, J.; Kurganova, I.; Wang, X.; et al. Temperature sensitivity of SOM decomposition is linked with a K-selected microbial community. Glob. Change Biol. 2021, 27, 2763–2779. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Mbuthia, L.W.; Acosta-Martínez, V.; DeBruyn, J.; Schaeffer, S.; Tyler, D.; Odoi, E.; Mpheshea, M.; Walker, F.; Eash, N. Long term tillage, cover crop, and fertilization effects on microbial community structure, activity: Implications for soil quality. Soil Biol. Biochem. 2015, 89, 24–34. [Google Scholar] [CrossRef] [Scilit]
- Zhang, H.; Chen, M.Q.; Qiao, R.Q.; Ding, F.; Feng, H.; Jiang, R. Agronomic performances of biodegradable and non-biodegradable plastic film mulching on a maize cropping system in the semi-arid Loess Plateau, China. Pedosphere 2024, 34, 88–96. [Google Scholar] [CrossRef] [Scilit]
- Xiong, X.; Wang, P.; Zhao, Z.; Wang, J.; Liu, S.; Mei, F.; Wang, W.; Wang, Y.; Fang, X.; Zhu, Y.; et al. Can biodegradable film replace polyethylene film to obtain similar mulching effects on soil functions and maize productivity in irrigation region? A three-year experimental appraisal. J. Clean. Prod. 2025, 486, 144473. [Google Scholar] [CrossRef] [Scilit]
- Taguas, E.V.; Marin-Moreno, V.; Diez, C.M.; Mateos, L.; Barranco, D.; Mesas-Carrascosa, F.J.; Perez, R.; Garcia-Ferrer, A.; Quero, J.L. Opportunities of super high-density olive orchard to improve soil quality: Management guidelines for application of pruning residues. J. Environ. Manag. 2021, 293, 112785. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Manzoni, S.; Čapek, P.; Mooshammer, M.; Lindahl, B.D.; Richter, A.; Santrůčková, H. Optimal metabolic regulation along resource stoichiometry gradients. Ecol. Lett. 2017, 20, 1182–1191. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Chaves, B.; Redin, M.; Giacomini, S.J.; Schmatz, R.; Léonard, J.; Ferchaud, F.; Recous, S. The combination of residue quality, residue placement and soil mineral N content drives C and N dynamics by modifying N availability to microbial decomposers. Soil Biol. Biochem. 2021, 163, 108434. [Google Scholar] [CrossRef] [Scilit]
- Mooshammer, M.; Wanek, W.; Hämmerle, I.; Fuchslueger, L.; Hofhansl, F.; Knoltsch, A.; Schnecker, J.; Takriti, M.; Watzka, M.; Wild, B.; et al. Adjustment of microbial nitrogen use efficiency to carbon:nitrogen imbalances regulates soil nitrogen cycling. Nat. Commun. 2014, 5, 3694. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Mooshammer, M.; Wanek, W.; Zechmeister-Boltenstern, S.; Richter, A. Stoichiometric imbalances between terrestrial decomposer communities and their resources: Mechanisms and implications of microbial adaptations to their resources. Front. Microbiol. 2014, 5, 22. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Phukongchai, W.; Kaewpradit, W.; Rasche, F. Enhanced Nitrogen Release from Sugarcane Straw in a Sandy Soil Via Microbial Inoculants Efficient in Decomposing High C/N Ratio Organic Matter. J. Soil Sci. Plant Nutr. 2025, 25, 4385–4396. [Google Scholar] [CrossRef] [Scilit]
- Wang, X.; He, P.; Xu, X.; Qiu, S.; Zhao, S. Characteristics of rice straw decomposition and bacterial community succession for 2 consecutive years in a paddy field in southeastern China. Sci. Rep. 2022, 12, 20893. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Mastný, J.; Bárta, J.; Kaštovská, E.; Picek, T. Decomposition of peatland DOC affected by root exudates is driven by specific r and K strategic bacterial taxa. Sci. Rep. 2021, 11, 18677. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Tiwari, R.; Kumar, K.; Singh, S.; Nain, L.; Shukla, P. Molecular Detection and Environment-Specific Diversity of Glycosyl Hydrolase Family 1 β-Glucosidase in Different Habitats. Front. Microbiol. 2016, 7, 1597. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Rui, J.; Li, J.; Wang, S.; An, J.; Liu, W.T.; Lin, Q.; Yang, Y.; He, Z.; Li, X. Responses of Bacterial Communities to Simulated Climate Changes in Alpine Meadow Soil of the Qinghai-Tibet Plateau. Appl. Environ. Microbiol. 2015, 81, 6070–6077. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Malik, A.A.; Martiny, J.B.H.; Brodie, E.L.; Martiny, A.C.; Treseder, K.K.; Allison, S.D. Defining trait-based microbial strategies with consequences for soil carbon cycling under climate change. ISME J. 2020, 14, 1–9. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Roller, B.R.; Schmidt, T.M. The physiology and ecological implications of efficient growth. ISME J. 2015, 9, 1481–1487. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Averill, C. Divergence in plant and microbial allocation strategies explains continental patterns in microbial allocation and biogeochemical fluxes. Ecol. Lett. 2014, 17, 1202–1210. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Soong, J.L.; Fuchslueger, L.; Marañon-Jimenez, S.; Torn, M.S.; Janssens, I.A.; Penuelas, J.; Richter, A. Microbial carbon limitation: The need for integrating microorganisms into our understanding of ecosystem carbon cycling. Glob. Change Biol. 2020, 26, 1953–1961. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Manzoni, S.; Porporato, A. Soil carbon and nitrogen mineralization: Theory and models across scales. Soil Biol. Biochem. 2009, 41, 1355–1379. [Google Scholar] [CrossRef] [Scilit]
- Billings, S.A.; Ziegler, S.E. Altered patterns of soil carbon substrate usage and heterotrophic respiration in a pine forest with elevated CO2 and N fertilization. Glob. Change Biol. 2008, 14, 1025–1036. [Google Scholar] [CrossRef] [Scilit]
- Carney, K.M.; Hungate, B.A.; Drake, B.G.; Megonigal, J.P. Altered soil microbial community at elevated CO2 leads to loss of soil carbon. Proc. Natl. Acad. Sci. USA 2007, 104, 4990–4995. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Yang, C.; Zhang, N.; Zhao, F.; Wang, J. Mulching practices decreased soil microbial carbon degradation potential under spring maize in the Loess Plateau of China. Agric. Ecosyst. Environ. 2025, 381, 109465. [Google Scholar] [CrossRef] [Scilit]
- Fierer, N. Embracing the unknown: Disentangling the complexities of the soil microbiome. Nat. Rev. Microbiol. 2017, 15, 579–590. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Contesini, F.J.; de Alencar Figueira, J.; Kawaguti, H.Y.; de Barros Fernandes, P.C.; de Oliveira Carvalho, P.; da Graça Nascimento, M.; Sato, H.H. Potential applications of carbohydrases immobilization in the food industry. Int. J. Mol. Sci. 2013, 14, 1335–1369. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Tan, H.; Barret, M.; Mooij, M.J.; Rice, O.; Morrissey, J.P.; Dobson, A.; Griffiths, B.; O’Gara, F. Long-term phosphorus fertilisation increased the diversity of the total bacterial community and the phoD phosphorus mineraliser group in pasture soils. Biol. Fertil. Soils 2013, 49, 661–672. [Google Scholar] [CrossRef] [Scilit]
- Tu, Q.; He, Z.; Wu, L.; Xue, K.; Xie, G.; Chain, P.; Reich, P.B.; Hobbie, S.E.; Zhou, J. Metagenomic reconstruction of nitrogen cycling pathways in a CO2-enriched grassland ecosystem. Soil Biol. Biochem. 2017, 106, 99–108. [Google Scholar] [CrossRef] [Scilit]
- Zhong, Y.; Yan, W.; Wang, R.; Wang, W.; Shangguan, Z. Decreased occurrence of carbon cycle functions in microbial communities along with long-term secondary succession. Soil Biol. Biochem. 2018, 123, 207–217. [Google Scholar] [CrossRef] [Scilit]











| Category | Source of Variation | Sum of Squares (SS) | df | Mean-Square (MS) | F | p |
|---|---|---|---|---|---|---|
| TOC | Year | 29.12 | 1 | 29.12 | 8419 | p < 0.0001 |
| Treatment | 63.30 | 2 | 31.65 | 2279 | p < 0.0001 | |
| Interaction | 14.41 | 2 | 7.206 | 2084 | p < 0.0001 | |
| Residual | 0.02075 | 6 | 0.003485 | |||
| DOC | Year | 300 | 1 | 300.5 | 92.63 | p < 0.0001 |
| Treatment | 1066 | 2 | 533.2 | 99.85 | p < 0.0001 | |
| Interaction | 439.5 | 2 | 219.7 | 67.74 | p < 0.0001 | |
| Residual | 19.46 | 6 | 3.244 | |||
| ROC | Year | 2.176 | 1 | 2.176 | 145.4 | p < 0.0001 |
| Treatment | 5.760 | 2 | 2.880 | 192.4 | p < 0.0001 | |
| Interaction | 1.634 | 2 | 0.8168 | 54.58 | p < 0.0001 | |
| Residual | 0.1796 | 6 | 0.01497 | |||
| POC | Year | 16.67 | 1 | 16.67 | 1721 | p < 0.0001 |
| Treatment | 10.80 | 2 | 5.400 | 557.5 | p < 0.0001 | |
| Interaction | 3.690 | 2 | 1.845 | 190.5 | p < 0.0001 | |
| Residual | 0.1162 | 6 | 0.009686 | |||
| LFOC | Year | 2.162 | 1 | 2.162 | 513.3 | p < 0.0001 |
| Treatment | 2.152 | 2 | 1.076 | 255.5 | p < 0.0001 | |
| Interaction | 1.444 | 2 | 0.7218 | 171.3 | p < 0.0001 | |
| Residual | 0.05055 | 6 | 0.004213 | |||
| MBC | Year | 10165 | 1 | 10165 | 55.99 | p = 0.0003 |
| Treatment | 17706 | 2 | 8853 | 79.52 | p < 0.0001 | |
| Interaction | 7143 | 2 | 3572 | 19.67 | p = 0.0023 | |
| Residual | 1089 | 6 | 181.6 | |||
| HOC | Year | 15.37 | 1 | 15.37 | 901.6 | p < 0.0001 |
| Treatment | 72 | 2 | 36 | 2112 | p < 0.0001 | |
| Interaction | 31.64 | 2 | 15.82 | 928 | p < 0.0001 | |
| Residual | 0.2046 | 6 | 0.01705 | |||
| MOC | Year | 1.726 | 1 | 1.726 | 123.5 | p < 0.0001 |
| Treatment | 21.82 | 2 | 10.91 | 780.9 | p < 0.0001 | |
| Interaction | 3.675 | 2 | 1.838 | 131.6 | p < 0.0001 | |
| Residual | 0.1676 | 6 | 0.0137 | |||
| HFOC | Year | 15.41 | 1 | 15.41 | 1538 | p < 0.0001 |
| Treatment | 42.25 | 2 | 21.12 | 2109 | p < 0.0001 | |
| Interaction | 6.890 | 2 | 3.445 | 343.9 | p < 0.0001 | |
| Residual | 0.1202 | 6 | 0.01002 |
| Proportion/(%) | Year | Treatment | ||
|---|---|---|---|---|
| Control | BLF | GBM | ||
| DOC/TOC | 2021 | 0.62 ± 0.01 a | 0.64 ± 0.02 a | 0.55 ± 0.01 b |
| 2022 | 0.56 ± 0.02 a | 0.57 ± 0.04 a | 0.52 ± 0.02 a | |
| ROC/TOC | 2021 | 25.56 ± 0.47 a | 25.25 ± 0.92 a | 25.74 ± 0.73 a |
| 2022 | 23.99 ± 1.52 b | 25.78 ± 0.93 ab | 27.14 ± 1.29 a | |
| POC/TOC | 2021 | 24.97 ± 1.09 a | 24.63 ± 0.85 a | 26.42 ± 1.12 a |
| 2022 | 32.96 ± 1.05 c | 36.02 ± 0.71 b | 37.91 ± 0.63 a | |
| LFOC/TOC | 2021 | 9.2 ± 0.22 b | 9.97 ± 0.14 a | 9.02 ± 0.64 ab |
| 2022 | 11.72 ± 0.08 b | 10.9 ± 0.46 b | 15.56 ± 0.8 a | |
| MBC/TOC | 2021 | 1.46 ± 0.17 a | 1.54 ± 0.11 a | 1.43 ± 0.1 a |
| 2022 | 1.48 ± 0.12 a | 1.52 ± 0.13 a | 1.63 ± 0.08 a | |
| HOC/TOC | 2021 | 74.44 ± 0.47 a | 74.75 ± 0.92 a | 74.26 ± 0.73 a |
| 2022 | 76.01 ± 1.52 a | 74.22 ± 0.93 ab | 72.86 ± 1.29 b | |
| MOC/TOC | 2021 | 75.03 ± 1.09 a | 75.37 ± 0.85 a | 73.58 ± 1.12 a |
| 2022 | 67.04 ± 1.05 a | 63.98 ± 0.71 b | 62.09 ± 0.63 c | |
| HFOC/TOC | 2021 | 90.8 ± 0.22 ab | 90.03 ± 0.14 b | 90.98 ± 0.64 a |
| 2022 | 88.28 ± 0.08 a | 89.1 ± 0.46 a | 84.44 ± 0.8 b | |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Han, X.; Li, Y.; Wei, Y.; Duan, X.; Yuan, L. Metagenomic Analyses Reveal the Functional Potential of Vineyard Microbial Communities on Soil Carbon Cycling Under Mulching Conditions. Horticulturae 2026, 12, 901. https://doi.org/10.3390/horticulturae12070901
Han X, Li Y, Wei Y, Duan X, Yuan L. Metagenomic Analyses Reveal the Functional Potential of Vineyard Microbial Communities on Soil Carbon Cycling Under Mulching Conditions. Horticulturae. 2026; 12(7):901. https://doi.org/10.3390/horticulturae12070901
Chicago/Turabian StyleHan, Xing, Yihan Li, Yanfeng Wei, Xinyao Duan, and Lifang Yuan. 2026. "Metagenomic Analyses Reveal the Functional Potential of Vineyard Microbial Communities on Soil Carbon Cycling Under Mulching Conditions" Horticulturae 12, no. 7: 901. https://doi.org/10.3390/horticulturae12070901
APA StyleHan, X., Li, Y., Wei, Y., Duan, X., & Yuan, L. (2026). Metagenomic Analyses Reveal the Functional Potential of Vineyard Microbial Communities on Soil Carbon Cycling Under Mulching Conditions. Horticulturae, 12(7), 901. https://doi.org/10.3390/horticulturae12070901
