Abstract
Aims
The response of vegetation productivity to global warming is becoming a worldwide concern. While most reports on responses to warming trends are based on measured increases in air temperature, few studies have evaluated long-term variation in soil temperature and its impacts on vegetation productivity. Such impacts are especially important for high-latitude or high-altitude regions, where low temperature is recognized as the most critical limitation for plant growth.
Methods
We used Partial Least Squares regression to correlate long-term aboveground net primary productivity (ANPP) data of an alpine grassland on the Qinghai-Tibetan Plateau with daily air and soil temperatures during 1997–2011. We also analyzed temporal trends for air temperature and soil temperature at different depths.
Results
Soil temperatures have steadily increased at a rate of 0.4–0.9 °C per decade, whereas air temperatures showed no significant trend between 1997 and 2011. While temperature increases during the growing season (May–August) promoted aboveground productivity, warming before the growing season (March–April) had a negative effect on productivity. The negative effect was amplified in the soil layers, especially at 15 cm depth, where variation in aboveground productivity was dominated by early-spring soil warming, rather than by increasing temperature during the growing season.
Conclusions
Future warming, especially in winter and spring, may further reduce soil water availability in early spring, which may slow down or even reverse the increases in grassland aboveground productivity that have widely been reported on the Qinghai-Tibetan Plateau.
Similar content being viewed by others
References
Barnard R, Leadley PW, Hungate BA (2005) Global change, nitrification, and denitrification: a review. Glob Biogeochem Cycles 19:GB1007
Bollero GA, Bullock DG, Hollinger SE (1996) Soil temperature and planting date effects on corn yield, leaf area, and plant development. Agron J 88:385–390
Che M, Chen B, Innes JL et al (2014) Spatial and temporal variations in the end date of the vegetation growing season throughout the Qinghai–Tibetan Plateau from 1982 to 2011. Agric For Meteorol 189-190:81–90
Chen J, Zhou X, Wang J et al (2016) Grazing exclusion reduced soil respiration but increased its temperature sensitivity in a meadow grassland on the Tibetan Plateau. Ecol Evol 6:675–687
Chen W, Zhang Y, Cihlar J, Smith SL, Riseborough DW (2003) Changes in soil temperature and active layer thickness during the twentieth century in a region in western Canada. J Geophys Res Atmos 108:4696
Cleland EE, Chiariello NR, Loarie SR, Mooney HA, Field CB (2006) Diverse responses of phenology to global changes in a grassland ecosystem. Proc Natl Acad Sci U S A 103:13740–13744
De Boeck HJ, Lemmens CMHM, Zavalloni C et al (2008) Biomass production in experimental grasslands of different species richness during three years of climate warming. Biogeosciences 5:585–594
Dieleman WI, Vicca S, Dijkstra FA et al (2012) Simple additive effects are rare: a quantitative review of plant biomass and soil process responses to combined manipulations of CO2 and temperature. Glob Chang Biol 18:2681–2693
Flanagan LB, Sharp EJ, Letts MG (2013) Response of plant biomass and soil respiration to experimental warming and precipitation manipulation in a Northern Great Plains grassland. Agric For Meteorol 173:40–52
Fu YH, Zhao H, Piao S et al (2015) Declining global warming effects on the phenology of spring leaf unfolding. Nature 526:104–107
Gao Y, Zhou X, Wang Q et al (2013) Vegetation net primary productivity and its response to climate change during 2001–2008 in the Tibetan Plateau. Sci Total Environ 444:356–362
García-Suárez AM, Butler CJ (2006) Soil temperatures at Armagh Observatory, Northern Ireland, from 1904 to 2002. Int J Climatol 26:1075–1089
Geng Y, Baumann F, Song C et al (2017) Increasing temperature reduces the coupling between available nitrogen and phosphorus in soils of Chinese grasslands. Sci Rep 7:43524
Gong S, Zhang T, Guo R, Cao H, Shi L, Guo J, Sun W (2015) Response of soil enzyme activity to warming and nitrogen addition in a meadow steppe. Soil Res 53:242–252
Han G, Wang Y, Fang S (2011) Climate change over the Qinghai-Tibet Plateau and its impacts on local agriculture and animal husbandry in the last 50 years. Resour Sci 33:1969–1975
Harte J, Shaw R (1995) Shifting dominance within a montane vegetation community: results of a climate-warming experiment. Science 267:876–880
Helama S, Tuomenvirta H, Venäläinen A (2011) Boreal and subarctic soils under climatic change. Glob Planet Chang 79:37–47
Hu Q, Feng S (2003) A daily soil temperature dataset and soil temperature climatology of the contiguous United States. J Appl Meteorol 42:1139–1156
IPCC (2013) Climate Change 2013: The Physical Science Basis. Working Group I Contribution to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA
Isard SA, Schaetzl RJ, Andresen JA (2007) Soils cool as climate warms in the Great Lakes Region: 1951–2000. Ann Assoc Am Geogr 97:467–476
Jacobs AFG, Heusinkveld BG, Holtslag AAM (2011) Long-term record and analysis of soil temperatures and soil heat fluxes in a grassland area, The Netherlands. Agric For Meteorol 151:774–780
La Pierre KJ, Yuan S, Chang CC, Avolio ML, Hallett LM, Schreck T, Smith MD (2011) Explaining temporal variation in above-ground productivity in a mesic grassland: the role of climate and flowering. J Ecol 99:1250–1262
Ladwig LM, Ratajczak ZR, Ocheltree TW et al (2016) Beyond arctic and alpine: the influence of winter climate on temperate ecosystems. Ecology 97:372–382
Lucht W, Prentice IC, Myneni RB et al (2002) Climatic control of the high-latitude vegetation greening trend and pinatubo effect. Science 296:1687–1689
Luedeling E (2017) chillR: Statistical Methods for Phenology Analysis in Temperate Fruit Trees. R Package Version 0.66. http://cran.r-project.org/package=chillR
Luedeling E, Gassner A (2012) Partial Least Squares regression for analyzing walnut phenology in California. Agric For Meteorol 158:43–52
Luedeling E, Guo L, Dai J, Leslie C, Blanke MM (2013) Differential responses of trees to temperature variation during the chilling and forcing phases. Agric For Meteorol 181:33–42
Luo Y, Zhou X (2010) Soil Respiration and the Environment. Academic press, San Diego
Melillo JM, Steudler PA, Aber JD et al (2002) Soil warming and carbon-cycle feedbacks to the climate system. Science 298:2173
Menzel A, Sparks TH, Estrella N et al (2006) European phenological response to climate change matches the warming pattern. Glob Chang Biol 12:1969–1976
Mevik BH, Wehrens R, Liland K (2016) PLS: Partial Least Squares and Principal Component Regression. R Package Version 2.6.0. http://cran.r-project.org/package=pls
Nychka D, Furrer R, Paige J, Sain S (2017) Fields: Tools for Spatial Data. R Package Version 9.0. http://cran.r-project.org/package=fields
Parmesan C, Yohe G (2003) A globally coherent fingerprint of climate change impacts across natural systems. Nature 421:37–42
Piao S, Fang J, He J (2006) Variations in vegetation net primary production in the Qinghai-Xizang Plateau, China, from 1982 to 1999. Clim Chang 74:253–267
Qian B, Gregorich EG, Gameda S, Hopkins DW, Wang XL (2011) Observed soil temperature trends associated with climate change in Canada. J Geophys Res Atmos 116:D02106
Core Team R (2017) R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna
Rustad L, Campbell J, Marion G et al (2001) A meta-analysis of the response of soil respiration, net nitrogen mineralization, and aboveground plant growth to experimental ecosystem warming. Oecologia 126:543–562
Scurlock JMO, Johnson K, Olson RJ (2002) Estimating net primary productivity from grassland biomass dynamics measurements. Glob Chang Biol 8:736–753
Shen M, Tang Y, Chen J, Zhu X, Zheng Y (2011) Influences of temperature and precipitation before the growing season on spring phenology in grasslands of the central and eastern Qinghai-Tibetan Plateau. Agric For Meteorol 151:1711–1722
Sun J, Cheng G, Li W (2013) Meta-analysis of relationships between environmental factors and aboveground biomass in the alpine grassland on the Tibetan Plateau. Biogeosciences 10:1707–1715
Tao F, Yokozawa M, Xu Y, Hayashi Y, Zhang Z (2006) Climate changes and trends in phenology and yields of field crops in China, 1981–2000. Agric For Meteorol 138:82–92
Wan S, Luo Y, Wallace LL (2002) Changes in microclimate induced by experimental warming and clipping in tallgrass prairie. Glob Chang Biol 8:754–768
Wold S (1995) PLS for multivariate linear modeling. In: van der Waterbeemd H (ed) Chemometric methods in molecular design: methods and principles in medicinal chemistry. Verlag-Chemie, Weinheim, pp 195–218
Wu Z, Dijkstra P, Koch GW, Hungate BA (2012) Biogeochemical and ecological feedbacks in grassland responses to warming. Nat Clim Chang 2:458–461
Xu M, Peng F, You Q, Guo J, Tian X, Liu M, Xue X (2015) Effects of warming and clipping on plant and soil properties of an alpine meadow in the Qinghai-Tibetan Plateau, China. J Arid Land 7:189–204
Xu W, Xin Y, Zhang J, Xiao R, Wang X (2014) Phenological variation of alpine grasses (Gramineae) in the northeastern Qinghai-Tibetan Plateau, China during the last 20 years. Acta Ecol Sin 34:1781–1793
Yang YH, Fang JY, Pan YD, Ji CJ (2009) Aboveground biomass in Tibetan grasslands. J Arid Environ 73:91–95
Yu H, Luedeling E, Xu J (2010) Winter and spring warming result in delayed spring phenology on the Tibetan Plateau. Proc Natl Acad Sci U S A 107:22151–22156
Yu H, Xu J, Okuto E, Luedeling E (2012) Seasonal response of grasslands to climate change on the Tibetan Plateau. PLoS One 7:e49230
Zhang G, Zhang Y, Dong J, Xiao X (2013) Green-up dates in the Tibetan Plateau have continuously advanced from 1982 to 2011. Proc Natl Acad Sci U S A 110:4309–4314
Zhang H, Wang E, Zhou D, Luo Z, Zhang Z (2016) Rising soil temperature in China and its potential ecological impact. Sci Rep 6:35530
Zhang T, Barry RG, Gilichinsky D, Bykhovets SS, Sorokovikov VA, Ye J (2001) An amplified signal of climatic change in soil temperatures during the last century at Irkutsk, Russia. Clim Chang 49:41–76
Zhang Y, Chen W, Smith SL, Riseborough DW, Cihlar J (2005) Soil temperature in Canada during the twentieth century: Complex responses to atmospheric climate change. J Geophys Res Atmos 110:D03112
Zhou L, Tucker CJ, Kaufmann RK, Slayback D, Shabanov NV, Myneni RB (2001) Variations in northern vegetation activity inferred from satellite data of vegetation index during 1981 to 1999. J Geophys Res Atmos 106:20069–20083
Acknowledgements
We thank the staff at the Haibei Grassland Ecological Monitoring Station on the Qinghai-Tibetan Plateau for collecting grassland aboveground productivity, weather and soil temperature data since 1997. This research was supported by the National Natural Science Foundation of China (41701606 & 41701292), the National Key Research Program of China (2016YFC0500700), the China Postdoctoral Science Foundation (2016 M590974 & 2017M610647), the Natural Science Basic Research Plan in Shaanxi Province (2017JQ3015 & 2017JQ3041), the West Light Foundation of the Chinese Academy of Sciences (K318021507), and the program from Northwest A&F University (2452016108). Further support was supplied by the Key Cultivation Project of the Chinese Academy of Sciences and Fundamental Research Funds for the Central Universities (3102016QD078). We also thank the field editor from Plant and Soil and four anonymous reviewers who provided constructive and thoughtful comments on earlier drafts of this paper.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors have no conflicts of interest or ethical issues to declare.
Additional information
Responsible Editor: Lucas Silva.
Electronic supplementary material
ESM 1
(DOCX 1584 kb)
Rights and permissions
About this article
Cite this article
Guo, L., Chen, J., Luedeling, E. et al. Early-spring soil warming partially offsets the enhancement of alpine grassland aboveground productivity induced by warmer growing seasons on the Qinghai-Tibetan Plateau. Plant Soil 425, 177–188 (2018). https://doi.org/10.1007/s11104-018-3582-0
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11104-018-3582-0