Chen, Z., Xu, Y., Castellano, M. J., Fontaine, S., Wang, W., and Ding, W.: Soil Respiration Components and their Temperature Sensitivity Under Chemical Fertilizer and Compost Application: The Role of Nitrogen Supply and Compost Substrate Quality, J. Geophys. Res.-Biogeo., 124, 556–571, https://doi.org/10.1029/2018JG004771, 2019.
Coleman, K. and Jenkinson, D.: RothC-26.3A Model for the turnover of carbon in soil, in: Evaluation of soil organic matter models: Using existing long-term datasets, Springer, 237–246, https://doi.org/10.1007/978-3-642-61094-3_17, 1996.
Conant, R. T., Ryan, M. G., Ågren, G. I., Birge, H. E., Davidson, E. A., Eliasson, P. E., Evans, S. E., Frey, S. D., Giardina, C. P., and Hopkins, F. M.: Temperature and soil organic matter decomposition rates – synthesis of current knowledge and a way forward, Glob. Change Biol., 17, 3392–3404, https://doi.org/10.1111/j.1365-2486.2011.02496.x, 2011.
Craine, J. M., Fierer, N., and McLauchlan, K. K.: Widespread coupling between the rate and temperature sensitivity of organic matter decay, Nat. Geosci., 3, 854–857, https://doi.org/10.1038/ngeo1009, 2010.
Crowther, T. W., Todd-Brown, K. E., Rowe, C. W., Wieder, W. R., Carey, J. C., Machmuller, M. B., Snoek, B., Fang, S., Zhou, G., and Allison, S. D.: Quantifying global soil carbon losses in response to warming, Nature, 540, 104–108, https://doi.org/10.1038/nature20150, 2016.
Davidson, E. A. and Janssens, I. A.: Temperature sensitivity of soil carbon decomposition and feedbacks to climate change, Nature, 440, 165–173, https://doi.org/10.1038/nature04514, 2006.
Dungait, J. A. J., Hopkins, D. W., Gregory, A. S., and Whitmore, A. P.: Soil organic matter turnover is governed by accessibility not recalcitrance, Glob. Change Biol., 18, 1781–1796, https://doi.org/10.1111/j.1365-2486.2012.02665.x, 2012.
Emmons, L., Schwantes, R., Orlando, J., Tyndall, G., Kinnison, D., Lamarque, J., Marsh, D., Mills, M., Tilmes, S., and Bardeen, C.: The Chemistry Mechanism 590 in the Community Earth System Model Version 2 (CESM2), J. Adv. Model. Earth Sy., 12, e2019MS001882, https://doi.org/10.1029/2019MS001882, 2020.
Fang, Y., Singh, B. P., Matta, P., Cowie, A. L., and Van Zwieten, L.: Temperature sensitivity and priming of organic matter with different stabilities in a Vertisol with aged biochar, Soil Biol. Biochem., 115, 346–356, https://doi.org/10.1016/j.soilbio.2017.09.004, 2017.
Fick, S. E. and Hijmans, R. J.: WorldClim 2: new 1‐km spatial resolution climate surfaces for global land areas, Int. J. Climatol., 37, 4302–4315, https://doi.org/10.1002/joc.5086, 2017.
Fierer, N., Colman, B. P., Schimel, J. P., and Jackson, R. B.: Predicting the temperature dependence of microbial respiration in soil: A continental-scale analysis, Glob. Biogeochem. Cy., 20, https://doi.org/10.1029/2005GB002644, 2006.
Franko, U., Oelschlägel, B., and Schenk, S.: Simulation of temperature-, water- and nitrogen dynamics using the model CANDY, Ecol. Model., 81, 213–222, https://doi.org/10.1016/0304-3800(94)00172-E, 1995.
Georgiou, K., Koven, C. D., Wieder, W. R., Hartman, M. D., Riley, W. J., Pett-Ridge, J., Bouskill, N. J., Abramoff, R. Z., Slessarev, E. W., and Ahlström, A.: Emergent temperature sensitivity of soil organic carbon driven by mineral associations, Nat. Geosci., 17, 205–212, https://doi.org/10.1038/s41561-024-01384-7, 2024.
Gershenson, A., Bader, N. E., and Cheng, W.: Effects of substrate availability on the temperature sensitivity of so
il organic matter decomposition, Glob. Change Biol., 15, 176–183, https://doi.org/10.1111/j.1365-2486.2008.01827.x, 2009.
Gillooly, J. F., Brown, J. H., West, G. B., Savage, V. M., and Charnov, E. L.: Effects of Size and Temperature on Metabolic Rate, Science, 293, 2248–2251, https://doi.org/10.1126/science.1061967, 2001.
Good, P., Sellar, A., Tang, Y., Rumbold, S., Ellis, R., Kelley, D., and Kuhlbrodt, T.: MOHC UKESM1.0-LL model output prepared for CMIP6 ScenarioMIP ssp585, https://doi.org/10.22033/esgf/cmip6.6405, 2019.
Grömping, U.: Relative importance for linear regression in R: the package relaimpo, J. Stat. Softw., 17, 1–27, https://doi.org/10.18637/jss.v017.i01, 2007.
Guan, X., Jiang, J., Jing, X., Feng, W., Luo, Z., Wang, Y., Xu, X., and Luo, Y.: Optimizing duration of incubation experiments for understanding soil carbon decomposition, Geoderma, 428, 116225, https://doi.org/10.1016/j.geoderma.2022.116225, 2022.
Haaf, D., Six, J., and Doetterl, S.: Global patterns of geo-ecological controls on the response of soil respiration to warming, Nat. Clim. Change, 11, 623–627, https://doi.org/10.1038/s41558-021-01068-9, 2021.
Haddix, M. L., Plante, A. F., Conant, R. T., Six, J., Steinweg, J. M., Magrini-Bair, K., Drijber, R. A., Morris, S. J., and Paul, E. A.: The role of soil characteristics on temperature sensitivity of soil organic matter, Soil Sci. Soc. Am. J., 75, 56–68, https://doi.org/10.2136/sssaj2010.0118, 2011.
Hamdi, S., Moyano, F., Sall, S., Bernoux, M., and Chevallier, T.: Synthesis analysis of the temperature sensitivity of soil respiration from laboratory studies in relation to incubation methods and soil conditions, Soil Biol. Biochem., 58, 115–126, https://doi.org/10.1016/j.soilbio.2012.11.012, 2013.
Hartley, I. P., Hill, T. C., Chadburn, S. E., and Hugelius, G.: Temperature effects on carbon storage are controlled by soil stabilisation capacities, Nat. Commun., 12, 6713, https://doi.org/10.1038/s41467-021-27101-1, 2021.
Hicks Pries, C. E., Castanha, C., Porras, R., and Torn, M.: The whole-soil carbon flux in response to warming, Science, 355, 1420–1423, https://doi.org/10.1126/science.aal1319, 2017.
Hicks Pries, C. E., Ryals, R., Zhu, B., Min, K., Cooper, A., Goldsmith, S., Pett-Ridge, J., Torn, M., and Berhe, A. A.: The deep soil organic carbon response to global change, Annu. Rev. Ecol. Evol. S., 54, 375–401, https://doi.org/10.1146/annurev-ecolsys-102320-085332, 2023.
IPCC: Climate Change 2023: Synthesis Report. Contribution of Working Groups I, II and III to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change [Core Writing Team, Lee, H. and Romero, J. (Eds.)]. IPCC, Geneva, Switzerland, https://doi.org/10.59327/IPCC/AR6-9789291691647.001, 2023.
Ji, J. and Yu, L.: A simulation study of coupled feedback mechanism between physical and biogeochemical processes at the surface, Chin. J. Atmos. Sci., 23, 448–459, https://doi.org/10.3878/j.issn.1006-9895.1999.04.07, 1999.
Jia, J., Cao, Z., Liu, C., Zhang, Z., Lin, L., Wang, Y., Haghipour, N., Wacker, L., Bao, H., and Dittmar, T.: Climate warming alters subsoil but not topsoil carbon dynamics in alpine grassland, Glob. Change Biol., 25, 4383–4393, https://doi.org/10.1111/gcb.14823, 2019.
Jobbágy, E. G. and Jackson, R. B.: The vertical distribution of soil organic carbon and its relation to climate and vegetation, Ecol. Appl., 10, 423–436, https://doi.org/10.1890/1051-0761(2000)010[0423:TVDOSO]2.0.CO;2, 2000.
Jones, C. D., Cox, P., and Huntingford, C.: Uncertainty in climate'carbon-cycle projections associated with the sensitivity of soil respiration to temperature, Tellus B, 55, 642–648, https://doi.org/10.3402/tellusb.v55i2.16760, 2003.
Karhu, K., Auffret, M. D., Dungait, J. A., Hopkins, D. W., Prosser, J. I., Singh, B. K., Subke, J.-A., Wookey, P. A., Ågren, G. I., and Sebastia, M.-T.: Temperature sensitivity of soil respiration rates enhanced by microbial community response, Nature, 513, 81–84, https://doi.org/10.1038/nature13604, 2014.
Kirschbaum, M. U.: Will changes in soil organic carbon act as a positive or negative feedback on global warming?, Biogeochemistry, 48, 21–51, https://doi.org/10.1023/A:1006238902976, 2000.
Kirschbaum, M. U. F.: The temperature dependence of organic-matter decomposition – still a topic of debate, Soil Biol. Biochem., 38, 2510–2518, https://doi.org/10.1016/j.soilbio.2006.01.030, 2006.
Lei, J., Guo, X., Zeng, Y., Zhou, J., Gao, Q., and Yang, Y.: Temporal changes in global soil respiration since 1987, Nat. Commun., 12, 403, https://doi.org/10.1038/s41467-020-20616-z, 2021.
Li, J., Pei, J., Pendall, E., Fang, C., and Nie, M.: Spatial heterogeneity of temperature sensitivity of soil respiration: A global analysis of field observations, Soil Biol. Biochem., 141, 107675, https://doi.org/10.1016/j.soilbio.2019.107675, 2020.
Liu, L., Zhou, W., Guan, K., Peng, B., Xu, S., Tang, J., Zhu, Q., Till, J., Jia, X., Jiang, C., Wang, S., Qin, Z., Kong, H., Grant, R., Mezbahuddin, S., Kumar, V., and Jin, Z.: Knowledge-guided machine learning can improve carbon cycle quantification in agroecosystems, Nat. Commun., 15, 357, https://doi.org/10.1038/s41467-023-43860-5, 2024.
Luo, Y., Ahlström, A., Allison, S. D., Batjes, N. H., Brovkin, V., Carvalhais, N., Chappell, A., Ciais, P., Davidson, E. A., and Finzi, A.: Toward more realistic projections of soil carbon dynamics by Earth system models, Glob. Biogeochem. Cy., 30, 40–56, https://doi.org/10.1002/2015GB005239, 2016.
Luo, Z., Luo, Y., Wang, G., Xia, J., and Peng, C.: Warming-induced global soil carbon loss attenuated by downward carbon movement, Glob. Change Biol., 26, 7242–7254, https://doi.org/10.1111/gcb.15370, 2020.
Melillo, J. M., Frey, S. D., DeAngelis, K. M., Werner, W. J., Bernard, M. J., Bowles, F. P., Pold, G., Knorr, M. A., and Grandy, A. S.: Long-term pattern and magnitude of soil carbon feedback to the climate system in a warming world, Science, 358, 101–105, https://doi.org/10.1126/science.aan2874, 2017.
Parton, W. J., Schimel, D. S., Cole, C. V., and Ojima, D. S.: Analysis of factors controlling soil organic matter levels in Great Plains grasslands, Soil Sci. Soc. Am. J., 51, 1173–1179, https://doi.org/10.2136/sssaj1987.03615995005100050015x, 1987.
Patel, K. F., Bond-Lamberty, B., Jian, J., Morris, K. A., McKever, S. A., Norris, C. G., Zheng, J., and Bailey, V. L.: Carbon flux estimates are sensitive to data source: a comparison of field and lab temperature sensitivity data, Environ. Res. Lett., 17, 113003, https://doi.org/10.1088/1748-9326/ac9aca, 2022.
Ren, S., Ding, J., Yan, Z., Cao, Y., Li, J., Wang, Y., Liu, D., Zeng, H., and Wang, T.: Higher temperature sensitivity of soil C relea
se to atmosphere from northern permafrost soils as indicated by a meta-analysis, Glob. Biogeochem. Cy., 34, e2020GB006688, https://doi.org/10.1029/2020GB006688, 2020.
Schädel, C., Luo, Y., David Evans, R., Fei, S., and Schaeffer, S. M.: Separating soil
CO2 efflux into C-pool-specific decay rates via inverse analysis of soil incubation data, Oecologia, 171, 721–732, https://doi.org/10.1007/s00442-012-2577-4, 2013.
Schädel, C., Beem-Miller, J., Aziz Rad, M., Crow, S. E., Hicks Pries, C. E., Ernakovich, J., Hoyt, A. M., Plante, A., Stoner, S., Treat, C. C., and Sierra, C. A.: Decomposability of soil organic matter over time: the Soil Incubation Database (SIDb, version 1.0) and guidance for incubation procedures, Earth Syst. Sci. Data, 12, 1511–1524, https://doi.org/10.5194/essd-12-1511-2020, 2020.
Schmidt, M. W. I., Torn, M. S., Abiven, S., Dittmar, T., Guggenberger, G., Janssens, I. A., Kleber, M., Kögel-Knabner, I., Lehmann, J., Manning, D. A. C., Nannipieri, P., Rasse, D. P., Weiner, S., and Trumbore, S. E.: Persistence of soil organic matter as an ecosystem property, Nature, 478, 49–56, https://doi.org/10.1038/nature10386, 2011.
Schuur, E. A., Vogel, J. G., Crummer, K. G., Lee, H., Sickman, J. O., and Osterkamp, T.: The effect of permafrost thaw on old carbon release and net carbon exchange from tundra, Nature, 459, 556–559, https://doi.org/10.1038/nature08031, 2009.
Séférian, R., Nabat, P., Michou, M., Saint-Martin, D., Voldoire, A., Colin, J., Decharme, B., Delire, C., Berthet, S., and Chevallier, M.: Evaluation of CNRM Earth system model, CNRM-ESM2–1: Role of Earth system processes in present-day and future climate, J. Adv. Model. Earth Sy., 11, 4182–4227, https://doi.org/10.1029/2019MS001791, 2019.
Shevliakova, E., Pacala, S. W., Malyshev, S., Hurtt, G. C., Milly, P., Caspersen, J. P., Sentman, L. T., Fisk, J. P., Wirth, C., and Crevoisier, C.: Carbon cycling under 300 years of land use change: Importance of the secondary vegetation sink, Glob. Biogeochem. Cy., 23, https://doi.org/10.1029/2007GB003176, 2009.
Šimůnek, J. and Suarez, D. L.: Modeling of carbon dioxide transport and production in soil: 1. Model development, Water Resour. Res., 29, 487–497, https://doi.org/10.1029/92WR02225, 1993.
Smith, B., Wårlind, D., Arneth, A., Hickler, T., Leadley, P., Siltberg, J., and Zaehle, S.: Implications of incorporating N cycling and N limitations on primary production in an individual-based dynamic vegetation model, Biogeosciences, 11, 2027–2054, https://doi.org/10.5194/bg-11-2027-2014, 2014.
Soong, J. L., Castanha, C., Hicks Pries, C. E., Ofiti, N., Porras, R. C., Riley, W. J., Schmidt, M. W., and Torn, M. S.: Five years of whole-soil warming led to loss of subsoil carbon stocks and increased
CO2 efflux, Sci. Adv., 7, eabd1343, https://doi.org/10.1126/sciadv.abd1343, 2021.
Swart, N. C., Cole, J. N. S., Kharin, V. V., Lazare, M., Scinocca, J. F., Gillett, N. P., Anstey, J., Arora, V., Christian, J. R., Hanna, S., Jiao, Y., Lee, W. G., Majaess, F., Saenko, O. A., Seiler, C., Seinen, C., Shao, A., Sigmond, M., Solheim, L., von Salzen, K., Yang, D., and Winter, B.: The Canadian Earth System Model version 5 (CanESM5.0.3), Geosci. Model Dev., 12, 4823–4873, https://doi.org/10.5194/gmd-12-4823-2019, 2019.
Tang, X., Fan, S., Du, M., Zhang, W., Gao, S., Liu, S., Chen, G., Yu, Z., and Yang, W.: Spatial and temporal patterns of global soil heterotrophic respiration in terrestrial ecosystems, Earth Syst. Sci. Data, 12, 1037–1051, https://doi.org/10.5194/essd-12-1037-2020, 2020.
Turetsky, M. R., Abbott, B. W., Jones, M. C., Anthony, K. W., Olefeldt, D., Schuur, E. A., Grosse, G., Kuhry, P., Hugelius, G., and Koven, C.: Carbon release through abrupt permafrost thaw, Nat. Geosci., 13, 138–143, https://doi.org/10.1038/s41561-019-0526-0, 2020.
Volodin, E., Mortikov, E., Kostrykin, S., Galin, V. Y., Lykossov, V., Gritsun, A., Diansky, N., Gusev, A., and Iakovlev, N.: Simulation of the present-day climate with the climate model INMCM5, Clim. Dynam., 49, 3715–3734, https://doi.org/10.1007/s00382-017-3539-7, 2017.
Wang, C., Morrissey, E. M., Mau, R. L., Hayer, M., Piñeiro, J., Mack, M. C., Marks, J. C., Bell, S. L., Miller, S. N., and Schwartz, E.: The temperature sensitivity of soil: microbial biodiversity, growth, and carbon mineralization, ISME J., 15, 2738–2747, https://doi.org/10.1038/s41396-021-00959-1, 2021.
Wang, M., Guo, X., Zhang, S., Xiao, L., Mishra, U., Yang, Y., Zhu, B., Wang, G., Mao, X., and Qian, T.: Global soil profiles indicate depth-dependent soil carbon losses under a warmer climate, Nat. Commun., 13, 5514, https://doi.org/10.1038/s41467-022-33278-w, 2022.
Wang, Q., Zhao, X., Chen, L., Yang, Q., Chen, S., and Zhang, W.: Global synthesis of temperature sensitivity of soil organic carbon decomposition: Latitudinal patterns and mechanisms, Funct. Ecol., 33, 514–523, https://doi.org/10.1111/1365-2435.13256, 2019.
Wang, Y., Wang, H., He, J.-S., and Feng, X.: Iron-mediated soil carbon response to water-table decline in an alpine wetland, Nat. Commun., 8, 15972, https://doi.org/10.1038/ncomms15972, 2017.
Xiao, K.-Q., Zhao, Y., Liang, C., Zhao, M., Moore, O. W., Otero-Fariña, A., Zhu, Y.-G., Johnson, K., and Peacock, C. L.: Introducing the soil mineral carbon pump, Nat. Rev. Earth Env., 4, 135–136, https://doi.org/10.1038/s43017-023-00396-y, 2023.
Xu, M., Li, X., Kuyper, T. W., Xu, M., Li, X., and Zhang, J.: High microbial diversity stabilizes the responses of soil organic carbon decomposition to warming in the subsoil on the Tibetan Plateau, Glob. Change Biol., 27, 2061–2075, https://doi.org/10.1111/gcb.15553, 2021.
Yukimoto, S., Kawai, H., Koshiro, T., Oshima, N., Yoshida, K., Urakawa, S., Tsujino, H., Deushi, M., Tanaka, T., and Hosaka, M.: The Meteorological Research Institute Earth System Model version 2.0, MRI-ESM2. 0: Description and basic evaluation of the physical component, J. Meteorol. Soc. Jpn. Ser. II, 97, 931–965, https://doi.org/10.2151/jmsj.2019-051, 2019.
Zhang, S., Yu, Z., Lin, J., and Zhu, B.: Responses of soil carbon decomposition to drying-rewetting cycles: a meta-analysis, Geoderma, 361, 114069, https://doi.org/10.1016/j.geoderma.2019.114069, 2020.
Zhang, S., Wang, M., Xiao, L., Guo, X., Zheng, J., Zhu, B., and Luo, Z.: Reconciling carbon quality with availability predicts temperature sensitivity of global soil carbon mineralization, P. Natl. Acad. Sci. USA, 121, e2313842121, https://doi.org/10.1073/pnas.2313842121, 2024.
Zhang, S., Wang, M., Zheng, J., and Luo, Z.: A global dataset of soil organic carbon mineralization in response to incubation temperature changes, Figshare [data set], https://doi.org/10.6084/m9.figshare.25808698, 2025.
Zheng, J., van Groenigen, K. J., Hartley, I. P., Xue, R., Wang, M., Zhang, S., Sun, T., Yu, W., Ma, B., Luo, Y., Shi, Z., and Luo, Z.: Temperature sensitivity of bacterial species-level preferences of soil carbon pools, Geoderma, 456, 117268, https://doi.org/10.1016/j.geoderma.2025.117268, 2025.
Ziehn, T., Chamberlain, M., Lenton, A., Law, R., Bodman, R., Dix, M., Wang, Y., Dobrohotoff, P., Srbinovsky, J., and Stevens, L.: CSIRO ACCESS-ESM1. 5 model output prepared for CMIP6 ScenarioMIP, https://doi.org/10.22033/esgf/cmip6.4333, 2019.
