Skip to main content

Advertisement

Log in

How environmental and vegetation factors affect spatial patterns of soil carbon and nitrogen in a subtropical mixed forest in Central China

  • 2015 International Symposium on Forest Soils
  • Published:
Journal of Soils and Sediments Aims and scope Submit manuscript

Abstract

Purpose

Soil properties are highly heterogeneous in forest ecosystems, which poses difficulties in estimating soil carbon (C) and nitrogen (N) pools. However, little is known about the relative contributions of environmental factors and vegetation to spatial variations in soil C and N, especially in highly diverse mixed forests. Here, we examined the spatial variations of soil organic carbon (SOC) and total nitrogen (TN) in a subtropical mixed forest in central China, and then quantified the main drivers.

Materials and methods

Soil samples (n = 972) were collected from a 25-ha forest dynamic plot in Badagonshan Nature Reserve, central China. All trees with diameter at breast height (DBH) ≥1 cm and topography data in the plot were surveyed in detail. Geostatistical analyses were used to characterize the spatial variability of SOC and TN, while variation partitioning combined with Mantel’s test were used to quantify the relative contribution of each type of factors.

Results and discussion

Both surface soil (0–10 cm) and subsurface soil (10–30 cm) exhibited moderate spatial autocorrelation with explainable fractions ranged from 31 to 47 %. The highest contribution to SOC and TN variation came from soil variables (including soil pH and available phosphorus), followed by vegetation and topographic variables. Although the effect of topography was weak, Mantel’s test still showed a significant relationship between topography and SOC. Strong interactions among these variables were discovered. Compared with surface soil, the explanatory power of environmental variables was much lower for subsurface soil.

Conclusions

The differences in relative contributions between surface and subsurface soils suggest that the dominating ecological process are likely different in the two soil depths. The large unexplained variation emphasized the importance of fine-scale variations and ecological processes. The large variations in soil C and N and their controlling mechanisms should be taken into account when evaluating how forest managements may affect C and N cycles.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Adu-Bredu S, Yokota T, Ogawa K, Hagihara A (1997) Tree size dependence of litter production, and above-ground net production in a young hinoki (Chamaecyparis obtusa) stand. J Forest Res 2:31–37

    Article  Google Scholar 

  • Blanchet FG, Legendre P, Borcard D (2008) Forward selection of explanatory variables. Ecology 89:2623–2632

    Article  Google Scholar 

  • Borcard D, Legendre P (2002) All-scale spatial analysis of ecological data by means of principal coordinates of neighbour matrices. Ecol Model 153:51–68

    Article  Google Scholar 

  • Borcard D, Legendre P, Drapeau P (1992) Partialling out the spatial component of ecological variation. Ecology 73:1045–1055

    Article  Google Scholar 

  • Bradford JB, Birdsey RA, Joyce LA, Ryan MG (2008) Tree age, disturbance history, and carbon stocks and fluxes in subalpine Rocky Mountain forests. Glob Chang Biol 14:2882–2897

    Article  Google Scholar 

  • Chen HYH, Shrestha BM (2012) Stand age, fire and clearcutting affect soil organic carbon and aggregation of mineral soils in boreal forests. Soil Biol Biochem 50:149–157

    Article  CAS  Google Scholar 

  • Chung H, Zak DR, Reich PB, Ellsworth DS (2007) Plant species richness, elevated CO2, and atmospheric nitrogen deposition alter soil microbial community composition and function. Glob Chang Biol 13:980–989

    Article  Google Scholar 

  • Cleveland CC, Reed SC, Townsend AR (2006) Nutrient regulation of organic matter decomposition in a tropical rain forest. Ecology 87:492–503

    Article  Google Scholar 

  • Condit R (1998) Tropical forest census plots: methods and results from Barro Colorado Island, Panama and a comparison with other plots. Springer, Heidelberg

    Book  Google Scholar 

  • Cong WF, van Ruijven J, Mommer L, De Deyn GB, Berendse F, Hoffland E (2014) Plant species richness promotes soil carbon and nitrogen stocks in grasslands without legumes. J Ecol 102:1163–1170

    Article  CAS  Google Scholar 

  • Curtin D, Campbell CA, Jalil A (1998) Effects of acidity on mineralization: pH-dependence of organic matter mineralization in weakly acidic soils. Soil Biol Biochem 30:57–64

    Article  CAS  Google Scholar 

  • Davidson EA, Janssens IA (2006) Temperature sensitivity of soil carbon decomposition and feedbacks to climate change. Nature 440:165–173

    Article  CAS  Google Scholar 

  • De Deyn GB, Cornelissen JHC, Bardgett RD (2008) Plant functional traits and soil carbon sequestration in contrasting biomes. Ecol Lett 11:516–531

    Article  Google Scholar 

  • Díaz S, Cabido M (2001) Vive la difference: plant functional diversity matters to ecosystem processes. Trends Ecol Evol 16:646–655

    Article  Google Scholar 

  • Díaz-Pinés E, Rubio A, van Miegroet H, Benito M, Montes F (2011) Does tree species composition control soil organic carbon pools in Mediterranean mountain forests? For Ecol Manag 262:1895–1904

    Article  Google Scholar 

  • Ding J, Wu Q, Yan H, Zhang SR (2011) Effects of topographic variations and soil characteristics on plant functional traits in a subtropical evergreen broad-leaved forest. Biodivers Sci 19:158–167 (in Chinese)

  • Dray S (2011) Pack for: Forward Selected with Multivariate Y by Permutation Under Reduced Model. Laboratoire Biométrie et Biologie Évolutive, Lyon

    Google Scholar 

  • Ettema CH, Wardle DA (2002) Spatial soil ecology. Trends Ecol Evol 17:177–183

    Article  Google Scholar 

  • Fornara DA, Tilman D (2008) Plant functional composition influences rates of soil carbon and nitrogen accumulation. J Ecol 96:314–322

    Article  CAS  Google Scholar 

  • Gallardo A (2003) Spatial variability of soil properties in a floodplain forest in northwest Spain. Ecosys 6:564–576

    Article  CAS  Google Scholar 

  • Gallardo A, Paramá R (2007) Spatial variability of soil elements in two plant communities of NW Spain. Geoderma 139:199–208

    Article  CAS  Google Scholar 

  • Goovaerts P (1998) Geostatistical tools for characterizing the spatial variability of microbiological and physico-chemical soil properties. Biol Fert Soils 27:315–334

    Article  CAS  Google Scholar 

  • Guo YL, Lu JM, Franklin SB, Wang QG, Xu YZ, Zhang KH, Bao DC, Qiao XJ, Huang HD, Lu ZJ, Jiang MX (2013) Spatial distribution of tree species in a species-rich subtropical mountain forest in central China. Can J For Res 43:826–835

    Article  Google Scholar 

  • Hicks RR, Frank PS (1984) Relationship of aspect to soil nutrients, species importance and biomass in a forested watershed in West Virginia. For Ecol Manag 8:281–291

    Article  CAS  Google Scholar 

  • Hobbie SE, Vitousek PM (2000) Nutrient limitation of decomposition in Hawaiian forests. Ecology 81:1867–1877

    Article  Google Scholar 

  • Hook PB, Burke IC (2000) Biogeochemistry in a shortgrass landscape: control by topography, soil texture, and microclimate. Ecology 81:2686–2703

    Article  Google Scholar 

  • Huang ZQ, Wan XH, He ZM, Yu ZP, Wang MH, Hu ZH, Yang YS (2013) Soil microbial biomass, community composition and soil nitrogen cycling in relation to tree species in humid subtropical China. Soil Biol Biochem 62:68–75

    Article  CAS  Google Scholar 

  • Huang ZQ, Yu ZP, Wang MH (2014) Environmental controls and the influence of tree species on temporal variation in soil respiration in subtropical China. Plant Soil 382:75–87

    Article  CAS  Google Scholar 

  • Jobbágy EG, Jackson RB (2000) The vertical distribution of soil organic carbon and its relation to climate and vegetation. Ecol Appl 10:423–436

    Article  Google Scholar 

  • Kaspari M, Garcia MN, Harms KE, Santana M, Wright SJ, Yavitt JB (2008) Multiple nutrients limit litterfall and decomposition in a tropical forest. Ecol Lett 11:35–43

    Google Scholar 

  • Kleb HR, Wilson SD (1997) Vegetation effects on soil resource heterogeneity in prairie and forest. Am Natural 150:283–298

    Article  CAS  Google Scholar 

  • Legendre P, Dale MRT, Fortin M-J, Gurevitch J, Hohn M, Myers D (2002) The consequences of spatial structure for the design and analysis of ecological field surveys. Ecography 25:601–615

    Article  Google Scholar 

  • Liski J (1995) Variation in soil organic carbon and thickness of soil horizons within a boreal forest stand-effect of trees and implications for sampling. Silva Fenn 29:255–266

    Article  Google Scholar 

  • Liu BX (1983) The soil in the Badagongshan National Nature Reserve. J Central South For Inst 3:141–158 (in Chinese)

    Google Scholar 

  • Mills RTE, Tipping E, Bryant CL, Emmett BA (2014) Long-term organic carbon turnover rates in natural and semi-natural topsoils. Biogeochemistry 118:257–272

    Article  CAS  Google Scholar 

  • Mueller KE, Hobbie SE, Oleksyn J, Reich PB, Eissenstat DM (2012) Do evergreen and deciduous trees have different effects on net N mineralization in soil? Ecology 93:1463–1472

    Article  Google Scholar 

  • Muukkonen P, Häkkinen M, Mäkipää R (2009) Spatial variation in soil carbon in the organic layer of managed boreal forest soil—implications for sampling design. Environ Monit Assess 158:67–76

    Article  CAS  Google Scholar 

  • O’Rourke SM, Angers DA, Holden NM, McBratney AB (2015) Soil organic carbon across scales. Glob Chang Biol 21:3561–3574

    Article  Google Scholar 

  • Oksanen J, Blanchet FG, Kindt R, Legendre P, O’Hara RB, Simpson GL, Solymos P, Stevens MHH, Wagner H (2016) Vegan: community ecology package, version 2.3–5. URL http://CRAN.R-project.org

  • Ortiz CA, Liski J, Gärdenäs AI, Lehtonen A, Lundblad M, Stendahl J, Ågren GI, Karltun E (2013) Soil organic carbon stock changes in Swedish forest soils—a comparison of uncertainties and their sources through a national inventory and two simulation models. Ecol Model 251:221–231

    Article  CAS  Google Scholar 

  • Peri PL, Ladd B, Pepper DA, Bonser SP, Laffan SW, Amelung W (2012) Carbon (δ13C) and nitrogen (δ15N) stable isotope composition in plant and soil in southern Patagonia’s native forests. Glob Chang Biol 18:311–332

    Article  Google Scholar 

  • Pregitzer KS, Euskirchen ES (2004) Carbon cycling and storage in world forests: biome patterns related to forest age. Glob Chang Biol 10:2052–2077

    Article  Google Scholar 

  • Qiao XJ, Li QX, Jiang QH, Lu JM, Franklin S, Tang ZY, Wang QG, Zhang JX, Lu ZJ, Bao DC, Guo YL, Liu HB, Xu YZ, Jiang MX (2015) Beta diversity determinants in Badagongshan, a subtropical forest in central China. Sci Rep 5:17043

    Article  CAS  Google Scholar 

  • R Development Core Team (2016) R: A language and environment for statistical computing. Vienna, Austria. URL http://www.R-project.org

  • Rousk J, Brookes PC, Bååth E (2009) Contrasting soil pH effects on fungal and bacterial growth suggest functional redundancy in carbon mineralization. Appl Environ Microbiol 75:1589–1596

    Article  CAS  Google Scholar 

  • Rumpel C, Kögel-Knabner I (2011) Deep soil organic matter—a key but poorly understood component of terrestrial C cycle. Plant Soil 338:143–158

    Article  CAS  Google Scholar 

  • Ryżak M, Bieganowski A (2011) Methodological aspects of determining soil particle-size distribution using the laser diffraction method. J Plant Nutr Soil Sci 174:624–633

    Article  Google Scholar 

  • Seibert J, Stendahl J, Sørensen R (2007) Topographical influences on soil properties in boreal forests. Geoderma 141:139–148

    Article  CAS  Google Scholar 

  • Silver WL, Neff J, McGroddy M, Veldkamp E, Keller M, Cosme R (2000) Effects of soil texture on belowground carbon and nutrient storage in a lowland Amazonian forest ecosystem. Ecosys 3:193–209

    Article  CAS  Google Scholar 

  • Soil Survey Staff (1999) Soil taxonomy: A basic system of soil classification for making and interpreting soil surveys. 2nd edition. Natural Resources Conservation Service. U.S. Department of Agriculture Handbook 436. Washington DC, USA

  • Stockmann U, Adams MA, Crawford JW, Field DJ, Henakaarchchi N, Jenkins M, Minasny B, McBratney AB, de Courcelles V, Singh K, Wheeler I, Abbott L, Angers DA, Baldock J, Bird M, Brookes PC, Chenu C, Jastrow JD, Lal R, Lehmann J, O’Donnell AG, Parton WJ, Whitehead D, Zimmermann M (2013) The knowns, known unknowns and unknowns of sequestration of soil organic carbon. Agric Ecosyst Environ 164:80–99

    Article  CAS  Google Scholar 

  • Townsend AR, Asner GP, Cleveland CC (2008) The biogeochemical heterogeneity of tropical forests. Trends Ecol Evol 23:424–431

    Article  Google Scholar 

  • Tsui CC, Chen ZS, Hsieh CF (2004) Relationships between soil properties and slope position in a lowland rain forest of southern Taiwan. Geoderma 123:131–142

    Article  Google Scholar 

  • Vogel C, Mueller CW, Höschen C, Buegger F, Heister K, Schulz S, Schloter M, Kögel-Knabner I (2014) Submicron structures provide preferential spots for carbon and nitrogen sequestration in soils. Nat Commun 5:149–168

    Article  Google Scholar 

  • Von Lützow M, Kögel-Knabner I (2009) Temperature sensitivity of soil organic matter decomposition—what do we know? Biol Fertil Soils 46:1–15

    Article  Google Scholar 

  • Wiesmeier M, Hübner R, Barthold F, Spörleind P, Geußd U, Hangend E, Reischld A, Schillingd B, Von Lützowa M, Kögel-Knabner I (2013) Amount, distribution and driving factors of soil organic carbon and nitrogen in cropland and grassland soils of southeast Germany (Bavaria). Agric Ecosyst Environ 176:39–52

    Article  CAS  Google Scholar 

  • Xu ZH, Ward S, Chen CR, Blumfield T, Prasolova NV, Liu JX (2008) Soil carbon and nutrient pools, microbial properties and gross nitrogen transformations in adjacent natural forest and hoop pine plantations of subtropical Australia. J Soils Sediments 8:99–105

    Article  CAS  Google Scholar 

  • Yuan ZQ, Li BH, Bai XJ, Lin F, Shi S, Ye J, Wang XG, Hao ZQ (2010) Composition and seasonal dynamics of litter falls in a broad-leaved Korean pine mixed forest in Changbai Mountains, Northeast China. Chin J Appl Ecol 21:2171–2178 (in Chinese)

    Google Scholar 

  • Yuan ZQ, Gazol A, Lin F, Ye J, Shi S, Wang XG, Wang M, Hao ZQ (2013) Soil organic carbon in an old-growth temperate forest: spatial pattern, determinants and bias in its quantification. Geoderma 195:48–55

    Article  Google Scholar 

  • Zhang LW, Mi XC, Shao HB, Ma KP (2011) Strong plant-soil associations in a heterogeneous subtropical broad-leaved forest. Plant Soil 347:211–220

    Article  CAS  Google Scholar 

Download references

Acknowledgments

This study was funded by the National Basic Research Program of China (grant no. 2014CB954004) and the National Natural Science Foundation (grant nos. 31270515 and 31400463). We thank the Badagongshan National Nature Reserve for field assistance and support. We are grateful for constructive comments and suggestions from anonymous reviewers and the Editor.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Feng Liu.

Additional information

Responsible editor: Zhiqun Huang

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Li, Q., Wang, X., Jiang, M. et al. How environmental and vegetation factors affect spatial patterns of soil carbon and nitrogen in a subtropical mixed forest in Central China. J Soils Sediments 17, 2296–2304 (2017). https://doi.org/10.1007/s11368-016-1491-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11368-016-1491-5

Keywords

Navigation