Research Progress in the Response of Soil Microbial Traits to Warming and Their Integration into Carbon Cycle Models

doi:10.11733/j.issn.1007-0435.2026.03.001

Acta Agrestia Sinica ›› 2026, Vol. 34 ›› Issue (3): 745-760.DOI: 10.11733/j.issn.1007-0435.2026.03.001

Research Progress in the Response of Soil Microbial Traits to Warming and Their Integration into Carbon Cycle Models

HE Meng-yue^1,2, ZHONG Yang-quan-wei³, ZHAO Fa-zhu⁴, LIU Ji¹, YANG Yang¹, LIU Lei¹, ZHOU Jia-cong¹, ZHANG Yi-xuan¹, SUN Si-yi¹, CHEN Xin¹, HAN Yong-ming¹, CHEN Ji¹

1. State Key Laboratory of Loess Science, Institute of Earth Environment, Chinese Academy of Sciences, Xi'an, Shaanxi Province 710061, China;
2. University of Chinese Academy of Sciences, Beijing 100049, China;
3. School of Ecology and Environment, Northwestern Polytechnical University, Xi'an, Shaanxi Province 710129, China;
4. College of Urban and Environmental Sciences, Northwest University, Xi'an, Shaanxi Province 710127, China

Received:2025-08-21 Revised:2025-10-27 Published:2026-03-23

土壤微生物性状对增温的响应及其在碳循环模型中的应用研究进展

何梦月^1,2, 钟杨权威³, 赵发珠⁴, 刘济¹, 杨阳¹, 刘雷¹, 周嘉聪¹, 张怡晅¹, 孙思怡¹, 陈欣¹, 韩永明¹, 陈骥¹

1. 中国科学院地球环境研究所黄土科学全国重点实验室, 陕西西安 710061;
2. 中国科学院大学, 北京 100049;
3. 西北工业大学生态环境学院, 陕西西安 710129;
4. 西北大学城市与环境学院, 陕西西安 710127

通讯作者: 陈骥，E-mail：chenji@ieecas.cn
作者简介:何梦月（2002-），女，汉族，河南周口人，硕士研究生，主要从事陆地生态系统碳循环研究，E-mail：hemengyue2024@163.com；
基金资助:
国家自然科学基金项目（32471685，42361144886）；陕西省杰出青年科学基金项目（2024JC-JCQN-32）资助

Abstract

Abstract: Soil microorganisms serve as key drivers of biogeochemical cycling processes and are essential for maintaining the structure and stability of terrestrial ecosystems. Although existing studies have made progress in understanding the patterns and mechanisms of microbial responses to warming， there remains insufficient integration of microbial response mechanisms and the scientific application of their trait parameters in ecosystem models. Therefore， this paper focused on five core microbial traits： microbial community structure， biomass， extracellular enzyme activity， respiration， and carbon use efficiency. We systematically expounded the response mechanisms of these core traits driven by warming， clarifying the regulatory effects of relevant environmental variables on them. Meanwhile， this paper outlined current research progress in integrating microbial traits into the carbon cycle models， aiming to enhance the accuracy of assessing changes in ecosystem functioning under climate warming. Based on current research progress， we advocated that future studies should focus on long-term field monitoring and multi-ecosystem， large-scale comprehensive investigation. This would enable accurate prediction of the effects of warming on microbial communities， thereby enhancing model prediction capabilities for microbial-driven ecosystem functions. This will advance mechanistic understanding of soil microbial responses to climate warming and provide theoretical support for sustainable ecosystem management.

Key words: Warming, Soil microbial community, Ecosystem carbon cycle model, Microbial traits, Driving factors

摘要： 土壤微生物是生物地球化学元素循环过程的主要驱动者，对维持陆地生态系统结构和稳定性具有重要作用。尽管已有研究在微生物响应增温的规律与机制方面取得重要进展，但针对微生物响应机制的系统性整合及其性状参数在生态系统模型的科学应用仍显不足。因此，本文聚焦微生物群落结构、生物量、胞外酶活性、呼吸作用及碳利用效率5个核心性状，系统阐述了增温下微生物核心性状的动态变化及响应机制，明确了相关环境变量对其的调控作用。同时，本文概述了目前微生物性状整合入碳循环模型的研究进展，以提升气候变暖下生态系统功能变化的评估精度。基于现有研究进展，本文进一步建议未来研究应着重开展长期定位监测和多生态系统、大尺度的综合研究，以准确预测增温对微生物群落的影响，进而增强微生物驱动生态系统功能的模型预测能力。这将有助于深入解析土壤微生物对气候变暖的响应机制，为生态系统可持续发展提供理论支撑。

关键词: 增温, 土壤微生物, 生态系统碳循环模型, 微生物性状, 驱动因素

CLC Number:

S154.3

HE Meng-yue, ZHONG Yang-quan-wei, ZHAO Fa-zhu, LIU Ji, YANG Yang, LIU Lei, ZHOU Jia-cong, ZHANG Yi-xuan, SUN Si-yi, CHEN Xin, HAN Yong-ming, CHEN Ji. Research Progress in the Response of Soil Microbial Traits to Warming and Their Integration into Carbon Cycle Models[J]. Acta Agrestia Sinica, 2026, 34(3): 745-760.

何梦月, 钟杨权威, 赵发珠, 刘济, 杨阳, 刘雷, 周嘉聪, 张怡晅, 孙思怡, 陈欣, 韩永明, 陈骥. 土壤微生物性状对增温的响应及其在碳循环模型中的应用研究进展[J]. 草地学报, 2026, 34(3): 745-760.

References

[1] MASSON-DELMOTTE V P，ZHAI A，PIRANI S L，et al. IPCC， 2021： summary for policymakers [M]. Cambridge：Cambridge University Press，2021：3-32
[2] ZHU E X，CAO Z J，JIA J，et al. Inactive and inefficient： warming and drought effect on microbial carbon processing in alpine grassland at depth [J]. Global Change Biology，2021，27（10）：2241-2253
[3] ZHOU J Z，DENG Y，SHEN L N，et al. Temperature mediates continental-scale diversity of microbes in forest soils [J]. Nature Communications，2016，7：12083
[4] HAGERTY S B，VAN GROENIGEN K J，ALLISON S D，et al. Accelerated microbial turnover but constant growth efficiency with warming in soil [J]. Nature Climate Change，2014，4（10）：903-906
[5] HU Y L，GANJURJAV H，HU G Z，et al. Seasonal patterns of soil microbial community response to warming and increased precipitation in a semiarid steppe [J]. Applied Soil Ecology，2023，182：104712
[6] BARDGETT R D，FREEMAN C，OSTLE N J. Microbial contributions to climate change through carbon cycle feedbacks [J]. The ISME Journal，2008，2（8）：805-814
[7] QIN S Q，ZHANG D Y，WEI B，et al. Dual roles of microbes in mediating soil carbon dynamics in response to warming [J]. Nature Communications，2024，15：6439
[8] GUO X，ZHOU X S，HALE L，et al. Climate warming accelerates temporal scaling of grassland soil microbial biodiversity [J]. Nature Ecology & Evolution，2019，3（4）：612-619
[9] LUO L，GUO M，WANG E T，et al. Effects of mycorrhiza and hyphae on the response of soil microbial community to warming in eastern Tibetan Plateau [J]. Science of the Total Environment，2022，837：155498
[10] LIU X F，TIAN Y，HEINZLE J，et al. Long-term soil warming decreases soil microbial necromass carbon by adversely affecting its production and decomposition [J]. Global Change Biology，2024，30（6）：e17379
[11] GUO X，GAO Q，YUAN M T，et al. Gene-informed decomposition model predicts lower soil carbon loss due to persistent microbial adaptation to warming [J]. Nature Communications，2020，11：4897
[12] WASNER D，SCHNECKER J，HAN X G，et al. Environment and microbiome drive different microbial traits and functions in the macroscale soil organic carbon cycle [J]. Global Change Biology，2024，30（8）：e17465
[13] HU J X，HUANG C D，ZHOU S X，et al. Nitrogen addition to soil affects microbial carbon use efficiency： meta-analysis of similarities and differences in ¹³C and ¹⁸O approaches [J]. Global Change Biology，2022，28（16）：4977-4988
[14] LEI J S，SU Y L，JIAN S Y，et al. Warming effects on grassland soil microbial communities are amplified in cool months [J]. The ISME Journal，2024，18（1）：wrae088
[15] PEI J M，LI J Q，LUO Y Q，et al. Patterns and drivers of soil microbial carbon use efficiency across soil depths in forest ecosystems [J]. Nature Communications，2025，16：5218
[16] WANG X D，WU W A，AO G，et al. Minor effects of warming on soil microbial diversity，richness and community structure[J]. Global Change Biology，2025，31（3）：e70104
[17] LI T，LU L L，KANG Z Q，et al. Warming enhances soil microbial respiration through divergent mechanisms in a tropical forest and a temperate forest[J]. Geoderma，2025，459：117380
[18] LI G L，KIM S，HAN S H，et al. Precipitation affects soil microbial and extracellular enzymatic responses to warming[J]. Soil Biology and Biochemistry，2018，120：212-221
[19] DELGADO-BAQUERIZO M，MAESTRE F T，REICH P B，et al. Microbial diversity drives multifunctionality in terrestrial ecosystems[J]. Nature Communications，2016，7：10541
[20] PEI J M，FANG C M，LI B，et al. Aridity-driven change in microbial carbon use efficiency and its linkage to soil carbon storage[J]. Global Change Biology，2024，30（11）：e17565
[21] XU W F，YUAN W P. Responses of microbial biomass carbon and nitrogen to experimental warming： a meta-analysis[J]. Soil Biology and Biochemistry，2017，115：265-274
[22] WANG G S，GAO Q，YANG Y F，et al. Soil enzymes as indicators of soil function： a step toward greater realism in microbial ecological modeling[J]. Global Change Biology，2022，28（5）：1935-1950
[23] ROCCI K S，PIERSON D，JEVON F V，et al. Integrating microbial community data into an ecosystem-scale model to predict litter decomposition in the face of climate change[J]. Global Change Biology，2025，31（7）：e70352
[24] LI K J，WANG J Y，ZHOU Z H，et al. Nitrogen enrichment reverses microbial biomass-function relationships over time in a global meta-analysis[J]. Global Change Biology，2025，31（9）：e70514
[25] WAGG C，SCHLAEPPI K，BANERJEE S，et al. Fungal-bacterial diversity and microbiome complexity predict ecosystem functioning[J]. Nature Communications，2019，10：4841
[26] BRUNI E，YUSTE J C，MENICHETTI L，et al. Microbial biomass-not diversity-drives soil carbon and nitrogen mineralization in Spanish holm oak ecosystems[J]. Geoderma，2025，460：117408
[27] BERTOLET B L，RODRIGUEZ L C，MURÚA J M，et al. The impact of microbial interactions on ecosystem function intensifies under stress[J]. Ecology Letters，2024，27（10）：e14528
[28] CHEN J，SINSABAUGH R L. Linking microbial functional gene abundance and soil extracellular enzyme activity： Implications for soil carbon dynamics [J]. Global Change Biology，2021，27（7）：1322-1325
[29] SUN X D，ZHANG C Y，LIU K L，et al. Long-term manure application enhances carbon use efficiency in soil aggregates by regulating microbial communities in cropland [J]. Soil Biology and Biochemistry，2025，210：109945
[30] ZHAO W Y，MIAO R，CHENG C，et al. Effects of experimental warming on soil microorganisms： a meta-analysis [J]. Acta Pedologica Sinica，2025，62（3）：870-880赵雯钰，苗润，程诚，等. 实验增温对土壤微生物的影响：基于Meta分析[J]. 土壤学报，2025，62（3）：870-880
[31] YUAN M M，GUO X，WU L W，et al. Climate warming enhances microbial network complexity and stability[J]. Nature Climate Change，2021，11（4）：343-348
[32] NOTTINGHAM A T，SCOTT J J，SALTONSTALL K，et al. Microbial diversity declines in warmed tropical soil and respiration rise exceed predictions as communities adapt[J]. Nature Microbiology，2022，7（10）：1650-1660
[33] WANG X，WANG Z C，CHEN F，et al. Deterministic assembly of grassland soil microbial communities driven by climate warming amplifies soil carbon loss[J]. Science of the Total Environment，2024，923：171418
[34] ZHOU S Y D，LIE Z Y，LIU X J，et al. Distinct patterns of soil bacterial and fungal community assemblages in subtropical forest ecosystems under warming[J]. Global Change Biology，2023，29（6）：1501-1513
[35] ROUSK J，DEMOLING L A，BAHR A，et al. Examining the fungal and bacterial niche overlap using selective inhibitors in soil[J]. FEMS Microbiology Ecology，2008，63（3）：350-358
[36] DEANGELIS K M，POLD G，TOPÇUOĞLU B D，et al. Long-term forest soil warming alters microbial communities in temperate forest soils[J]. Frontiers in Microbiology，2015，6：104
[37] MOINET G Y K，DHAMI M K，HUNT J E，et al. Soil microbial sensitivity to temperature remains unchanged despite community compositional shifts along geothermal gradients[J]. Global Change Biology，2021，27（23）：6217-6231
[38] CARUSO T，CHAN Y K，LACAP D C，et al. Stochastic and deterministic processes interact in the assembly of desert microbial communities on a global scale [J]. The ISME Journal，2011，5（9）：1406-1413
[39] SCHLATTER D C，BAKKER M G，BRADEEN J M，et al. Plant community richness and microbial interactions structure bacterial communities in soil[J]. Ecology，2015，96（1）：134-142
[40] GUO X，FENG J J，SHI Z，et al. Climate warming leads to divergent succession of grassland microbial communities[J]. Nature Climate Change，2018，8（9）：813-818
[41] ZHAO J Y，XIE X，JIANG Y Y，et al. Effects of simulated warming on soil microbial community diversity and composition across diverse ecosystems[J]. Science of the Total Environment，2024，911：168793
[42] TIEDJE J M，BRUNS M A，CASADEVALL A，et al. Microbes and climate change： a research prospectus for the future[J]. mBio，2022，13（3）：e0080022
[43] KAISERMANN A，MARON P A，BEAUMELLE L，et al. Fungal communities are more sensitive indicators to non-extreme soil moisture variations than bacterial communities[J]. Applied Soil Ecology，2015，86：158-164
[44] MIAO S J，QIAO Y F，JIN J，et al. Greater variation of bacterial community structure in soybean- than maize-grown Mollisol soils in responses to seven-year elevated CO₂ and temperature[J]. Science of the Total Environment，2021，764：142836
[45] DANG N，WU H，LIU H Y，et al. Ecological strategies of soil microbes along climatic gradients： contrasting patterns in grassland and forest ecosystems [J]. Plant and Soil，2024，505（1）：645-665
[46] METZE D，SCHNECKER J，LE NOIR DE CARLAN C，et al. Soil warming increases the number of growing bacterial taxa but not their growth rates[J]. Science Advances，2024，10（8）：eadk6295
[47] LI S C，TANG S M，CHEN H Y，et al. Soil nitrogen availability drives the response of soil microbial biomass to warming[J]. Science of the Total Environment，2024，917：170505
[48] RINNAN R，MICHELSEN A，BÅÅTH E，et al. Fifteen years of climate change manipulations alter soil microbial communities in a subarctic heath ecosystem[J]. Global Change Biology，2007，13（1）：28-39
[49] STARK S，YLÄNNE H，TOLVANEN A. Long-term warming alters soil and enzymatic N：P stoichiometry in subarctic tundra[J]. Soil Biology and Biochemistry，2018，124：184-188
[50] GU F X，ZHANG Y D，HUANG M，et al. Effects of climate warming on net primary productivity in China during 1961—2010[J]. Ecology and Evolution，2017，7（17）：6736-6746
[51] WANG Y H，ZHANG G L，WANG H L，et al. Effects of different dissolved organic matter on microbial communities and arsenic mobilization in aquifers[J]. Journal of Hazardous Materials，2021，411：125146
[52] VERBRIGGHE N，LEBLANS N I W，SIGURDSSON B D，et al. Soil carbon loss in warmed subarctic grasslands is rapid and restricted to topsoil[J]. Biogeosciences，2022，19（14）：3381-3393
[53] VERBRIGGHE N，MEERAN K，BAHN M，et al. Long-term warming reduced microbial biomass but increased recent plant-derived C in microbes of a subarctic grassland[J]. Soil Biology and Biochemistry，2022，167：108590
[54] FREY S D，DRIJBER R，SMITH H，et al. Microbial biomass，functional capacity，and community structure after 12 years of soil warming[J]. Soil Biology and Biochemistry，2008，40（11）：2904-2907
[55] FU G，SHEN Z X，ZHANG X Z，et al. Response of soil microbial biomass to short-term experimental warming in alpine meadow on the Tibetan Plateau[J]. Applied Soil Ecology，2012，61：158-160
[56] WALKER T W N，KAISER C，STRASSER F，et al. Microbial temperature sensitivity and biomass change explain soil carbon loss with warming[J]. Nature Climate Change，2018，8（10）：885-889
[57] TIAN Y，SCHINDLBACHER A，MALO C U，et al. Long-term warming of a forest soil reduces microbial biomass and its carbon and nitrogen use efficiencies[J]. Soil Biology and Biochemistry，2023，184：109109
[58] WANG X X，DONG S K，GAO Q Z，et al. Effects of short-term and long-term warming on soil nutrients，microbial biomass and enzyme activities in an alpine meadow on the Qinghai-Tibet Plateau of China[J]. Soil Biology and Biochemistry，2014，76：140-142
[59] JOSHI R K，GARKOTI S C. Influence of vegetation types on soil physical and chemical properties，microbial biomass and stoichiometry in the central Himalaya[J]. Catena，2023，222：106835
[60] BEUGNON R，BU W S，BRUELHEIDE H，et al. Abiotic and biotic drivers of tree trait effects on soil microbial biomass and soil carbon concentration[J]. Ecological Monographs，2023，93（2）：e1563
[61] CHEN D M，LAN Z C，HU S J，et al. Effects of nitrogen enrichment on belowground communities in grassland： relative role of soil nitrogen availability vs. soil acidification[J]. Soil Biology and Biochemistry，2015，89：99-108
[62] WANG L D，WANG F L，GUO C X，et al. Review： progress of soil enzymology [J]. Soils，2016，48（1）：12-21王理德，王方琳，郭春秀，等. 土壤酶学硏究进展[J]. 土壤，2016，48（1）：12-21
[63] SOUZA R C，SOLLY E F，DAWES M A，et al. Responses of soil extracellular enzyme activities to experimental warming and CO₂ enrichment at the alpine treeline[J]. Plant and Soil，2017，416（1）：527-537
[64] CHEN Y，HAN M G，YUAN X，et al. Seasonal changes in soil properties， microbial biomass and enzyme activities across the soil profile in two alpine ecosystems[J]. Soil Ecology Letters，2021，3（4）：383-394
[65] XIANG X M，DE K J，LIN W S，et al. Indirect influence of soil enzymes and their stoichiometry on soil organic carbon response to warming and nitrogen deposition in the Tibetan Plateau alpine meadow[J]. Frontiers in Microbiology，2024，15：1381891
[66] MORRISON E W，PRINGLE A，VAN DIEPEN L T A，et al. Warming alters fungal communities and litter chemistry with implications for soil carbon stocks[J]. Soil Biology and Biochemistry，2019，132：120-130
[67] LI Y Z，ZHOU H K，CHEN W J，et al. Long-term warming does not affect soil ecoenzyme activity and original microbial nutrient limitation on the Qinghai-Tibet Plateau[J]. Soil Ecology Letters，2022，4（4）：383-398
[68] ZUCCARINI P，SARDANS J，ASENSIO L，et al. Altered activities of extracellular soil enzymes by the interacting global environmental changes[J]. Global Change Biology，2023，29（8）：2067-2091
[69] XIAO W，CHEN X，JING X，et al. A meta-analysis of soil extracellular enzyme activities in response to global change[J]. Soil Biology and Biochemistry，2018，123：21-32
[70] CHEN J，LUO Y Q，GARCÍA-PALACIOS P，et al. Differential responses of carbon-degrading enzyme activities to warming： implications for soil respiration[J]. Global Change Biology，2018，24（10）：4816-4826
[71] SINSABAUGH R L，LAUBER C L，WEINTRAUB M N，et al. Stoichiometry of soil enzyme activity at global scale[J]. Ecology Letters，2008，11（11）：1252-1264
[72] DE GONZALO G，COLPA D I，HABIB M H M，et al. Bacterial enzymes involved in lignin degradation[J]. Journal of Biotechnology，2016，236：110-119
[73] ALLISON S D，TRESEDER K K. Warming and drying suppress microbial activity and carbon cycling in boreal forest soils[J]. Global Change Biology，2008，14（12）：2898-2909
[74] DE OLIVEIRA T B，DE LUCAS R C，DE ALMEIDA SCARCELLA A S，et al. Fungal communities differentially respond to warming and drought in tropical grassland soil[J]. Molecular Ecology，2020，29（8）：1550-1559
[75] ABAY P，GONG L，LUO Y，et al. Soil extracellular enzyme stoichiometry reveals the nutrient limitations in soil microbial metabolism under different carbon input manipulations[J]. Science of the Total Environment，2024，913：169793
[76] ZUCCARINI P，ASENSIO D，OGAYA R，et al. Effects of seasonal and decadal warming on soil enzymatic activity in a P-deficient Mediterranean shrubland [J]. Global Change Biology，2020，26（6）：3698-3714
[77] WANG N，ZHANG M M，ZHAO N，et al. Season-dependence of soil extracellular enzyme activities in a Pinus koraiensis forest on Changbai Mountain [J]. Journal of Forestry Research，2021，32（4）：1713-1722
[78] ALSTER C J，VAN DE LAAR A，GOODRICH J P，et al. Quantifying thermal adaptation of soil microbial respiration[J]. Nature Communications，2023，14：5459
[79] ZHOU L Y，ZHOU X H，SHAO J J，et al. Interactive effects of global change factors on soil respiration and its components： a meta-analysis[J]. Global Change Biology，2016，22（9）：3157-3169
[80] CHEN Y，QIN W K，ZHANG Q F，et al. Whole-soil warming leads to substantial soil carbon emission in an alpine grassland[J]. Nature Communications，2024，15：4489
[81] YANG L，PAN J X，WANG J S，et al. Soil microbial respiration adapts to higher and longer warming experiments at the global scale[J]. Environmental Research Letters，2023，18（3）：034044
[82] CHEN H Y，JING Q F，LIU X，et al. Microbial respiratory thermal adaptation is regulated by r-/ K-strategy dominance[J]. Ecology Letters，2022，25（11）：2489-2499
[83] DOMEIGNOZ-HORTA L A，POLD G，ERB H，et al. Substrate availability and not thermal acclimation controls microbial temperature sensitivity response to long-term warming[J]. Global Change Biology，2023，29（6）：1574-1590
[84] LIANG G P，STEFANSKI A，EDDY W C，et al. Soil respiration response to decade-long warming modulated by soil moisture in a boreal forest[J]. Nature Geoscience，2024，17（9）：905-911
[85] WANG Q，HE N P，YU G R，et al. Soil microbial respiration rate and temperature sensitivity along a north-south forest transect in Eastern China： patterns and influencing factors[J]. Journal of Geophysical Research：Biogeosciences，2016，121（2）：399-410
[86] LI J Q，PEI J M，FANG C M，et al. Thermal adaptation of microbial respiration persists throughout long-term soil carbon decomposition[J]. Ecology Letters，2023，26（10）：1803-1814
[87] BRADFORD M A，MCCULLEY R L，CROWTHER T W，et al. Cross-biome patterns in soil microbial respiration predictable from evolutionary theory on thermal adaptation[J]. Nature Ecology & Evolution，2019，3（2）：223-231
[88] POLD G，GRANDY A S，MELILLO J M，et al. Changes in substrate availability drive carbon cycle response to chronic warming[J]. Soil Biology and Biochemistry，2017，110：68-78
[89] QU L R，WANG C，MANZONI S，et al. Stronger compensatory thermal adaptation of soil microbial respiration with higher substrate availability[J]. The ISME Journal，2024，18（1）：wrae025
[90] GOLDFARB K C，KARAOZ U，HANSON C A，et al. Differential growth responses of soil bacterial taxa to carbon substrates of varying chemical recalcitrance[J]. Frontiers in Microbiology，2011，2：94
[91] LI H，YANG S，SEMENOV M V，et al. Temperature sensitivity of SOM decomposition is linked with a K-selected microbial community[J]. Global Change Biology，2021，27（12）：2763-2779
[92] HE Y H，ZHOU X H，JIA Z，et al. Apparent thermal acclimation of soil heterotrophic respiration mainly mediated by substrate availability[J]. Global Change Biology，2023，29（4）：1178-1187
[93] GUO Z B，LIU C G，HUA K K，et al. Changing soil available substrate primarily caused by fertilization management contributed more to soil respiration temperature sensitivity than microbial community thermal adaptation[J]. Science of the Total Environment，2024，912：169059
[94] LIANG C，LEHMANN J. Multifactorial effects matter： moving thermal adaptation into a real-world setting[J]. Global Change Biology，2023，29（3）：566-568
[95] QIAO Y，WANG J，LIANG G P，et al. Global variation of soil microbial carbon-use efficiency in relation to growth temperature and substrate supply[J]. Scientific Reports，2019，9：5621
[96] REN C J，ZHOU Z H，DELGADO-BAQUERIZO M，et al. Thermal sensitivity of soil microbial carbon use efficiency across forest biomes[J]. Nature Communications，2024，15：6269
[97] YANG J Y，WANG Z T，CHANG Q，et al. Temperature effects on microbial carbon use efficiency and priming effects in soils under vegetation restoration[J]. Catena，2025，249：108632
[98] TIAN J，DUNGAIT J A J，HOU R X，et al. Microbially mediated mechanisms underlie soil carbon accrual by conservation agriculture under decade-long warming[J]. Nature Communications，2024，15：377
[99] ZHANG Q F，QIN W K，FENG J G，et al. Whole-soil-profile warming does not change microbial carbon use efficiency in surface and deep soils[J]. PNAS2023，120（32）：e2302190120
[100] XI Y Q. Effects of different types of carbon additions on soil microbial carbon use efficiency in subtropical natural forest under temperature grade [D]. Fuzhou：Fujian Normal University，2023：3-4席颖青. 温度变化下不同类型碳添加对亚热带天然林土壤微生物碳利用效率的影响[D]. 福州：福建师范大学，2023：3-4
[101] ULLAH M R，CARRILLO Y，DIJKSTRA F A. Drought-induced and seasonal variation in carbon use efficiency is associated with fungi： bacteria ratio and enzyme production in a grassland ecosystem[J]. Soil Biology and Biochemistry，2021，155：108159
[102] ZHU W Z，MA S L，WANG W W，et al. Research advances in soil microbial carbon use efficiency[J]. Mountain Research，2023，41（1）：1-18朱万泽，马胜兰，王文武，等. 土壤微生物碳利用效率研究进展[J]. 山地学报，2023，41（1）：1-18
[103] CUI Y X，HU J X，PENG S S，et al. Limiting resources define the global pattern of soil microbial carbon use efficiency[J]. Advanced Science，2024，11（35）：2308176
[104] MANZONI S，TAYLOR P，RICHTER A，et al. Environmental and stoichiometric controls on microbial carbon-use efficiency in soils[J]. New Phytologist，2012，196（1）：79-91
[105] DOMEIGNOZ-HORTA L A，POLD G，LIU X A，et al. Microbial diversity drives carbon use efficiency in a model soil[J]. Nature Communications，2020，11：3684
[106] LI L，XU Q C，JIANG S J，et al. Asymmetric winter warming reduces microbial carbon use efficiency and growth more than symmetric year-round warming in alpine soils[J]. PNAS2024，121（43）：e2401523121
[107] JENKINSON D S，RAYNER J H. The turnover of soil organic matter in some of the rothamsted classical experiments[J]. Soil Science，1977，123（5）：298-305
[108] PARTON W J，RASMUSSEN P E. Long-term effects of crop management in wheat-fallow： II. CENTURY model simulations[J]. Soil Science Society of America Journal，1994，58（2）：530-536
[109] SCHIMEL J. Modeling ecosystem-scale carbon dynamics in soil： the microbial dimension[J]. Soil Biology and Biochemistry，2023，178：108948
[110] WIEDER W R，ALLISON S D，DAVIDSON E A，et al. Explicitly representing soil microbial processes in Earth system models[J]. Global Biogeochemical Cycles，2015，29（10）：1782-1800
[111] AAS E R，DE WIT H A，BERNTSEN T K. Modeling boreal forest soil dynamics with the microbially explicit soil model MIMICS+（v1.0）[J]. Geoscientific Model Development，2024，17（7）：2929-2959
[112] CHANDEL A K，JIANG L F，LUO Y Q. Microbial models for simulating soil carbon dynamics： a review[J]. Journal of Geophysical Research：Biogeosciences，2023，128（8）：e2023JG007436
[113] WIEDER W R，BONAN G B，ALLISON S D. Global soil carbon projections are improved by modelling microbial processes[J]. Nature Climate Change，2013，3（10）：909-912
[114] GAO L P，LIANG W J，JIANG Y，et al. Comparison of soil organic matter models [J]. Chinese Journal of Applied Ecology，2003，14（10）：1804-1808高鲁鹏，梁文举，姜勇，等. 土壤有机质模型的比较分析[J]. 应用生态学报，2003，14（10）：1804-1808
[115] ZHANG X，XIE E Z，CHEN J，et al. Effects of microbial model parameter optimization on the spatiotemporal dynamics modelling of soil organic carbon[J]. Acta Pedologica Sinica，2024，61（1）：39-51张秀，谢恩泽，陈剑，等. 参数优化方法对微生物模型预测土壤有机碳时空演变的影响[J]. 土壤学报，2024，61（1）：39-51
[116] ZHANG H C，GOLL D S，WANG Y P，et al. Microbial dynamics and soil physicochemical properties explain large-scale variations in soil organic carbon[J]. Global Change Biology，2020，26（4）：2668-2685
[117] ABRAMOFF R Z，GUENET B，ZHANG H C，et al. Improved global-scale predictions of soil carbon stocks with Millennial Version 2[J]. Soil Biology and Biochemistry，2022，164：108466
[118] ZHANG X，XIE Z H，MA Z G，et al. A microbial-explicit soil organic carbon decomposition model （MESDM）： development and testing at a semiarid grassland site[J]. Journal of Advances in Modeling Earth Systems，2022，14（1）：e2021MS002485
[119] CHEN J，SEVEN J，ZILLA T，et al. Microbial C：N：P stoichiometry and turnover depend on nutrients availability in soil： a ¹⁴C， ¹⁵N and ³³P triple labelling study[J]. Soil Biology and Biochemistry，2019，131：206-216
[120] HAGERTY S B，ALLISON S D，SCHIMEL J P. Testing microbial models with data from a ¹⁴C glucose tracer experiment[J]. Soil Biology and Biochemistry，2022，172：108781
[121] ČAPEK P，CHOMA M，KAŠTOVSKÁ E，et al. Revisiting soil microbial biomass： considering changes in composition with growth rate[J]. Soil Biology and Biochemistry，2023，184：109103
[122] WANG G S，MAYES M A，GU L H，et al. Representation of dormant and active microbial dynamics for ecosystem modeling[J]. PLoS One，2014，9（2）：e89252
[123] TRESEDER K K，BALSER T C，BRADFORD M A，et al. Integrating microbial ecology into ecosystem models： challenges and priorities[J]. Biogeochemistry，2012，109（1）：7-18
[124] ALLISON S D，WALLENSTEIN M D，BRADFORD M A. Soil-carbon response to warming dependent on microbial physiology[J]. Nature Geoscience，2010，3（5）：336-340
[125] HE X J，ABS E，ALLISON S D，et al. Emerging multiscale insights on microbial carbon use efficiency in the land carbon cycle[J]. Nature Communications，2024，15：8010
[126] SAIFUDDIN M，BHATNAGAR J M，SEGRÈ D，et al. Microbial carbon use efficiency predicted from genome-scale metabolic models[J]. Nature Communications，2019，10：3568
[127] LI Z，RILEY W J，MARSCHMANN G L，et al. A framework for integrating genomics，microbial traits，and ecosystem biogeochemistry[J]. Nature Communications，2025，16：2186
[128] GUO X W，VISCARRA ROSSEL R A，WANG G C，et al. Particulate and mineral-associated organic carbon turnover revealed by modelling their long-term dynamics[J]. Soil Biology and Biochemistry，2022，173：108780
[129] TAO F，HUANG Y Y，HUNGATE B A，et al. Microbial carbon use efficiency promotes global soil carbon storage[J]. Nature，2023，618（7967）：981-985
[130] SNOWDEN T J，VAN DER GRAAF P H，TINDALL M J. Methods of model reduction for large-scale biological systems： a survey of current methods and trends[J]. Bulletin of Mathematical Biology，2017，79（7）：1449-1486
[131] TRANSTRUM M K，QIU P. Model reduction by manifold boundaries[J]. Physical Review Letters，2014，113（9）：098701
[132] ZHANG Q F，QIN W K，FENG J G，et al. Responses of soil microbial carbon use efficiency to warming： review and prospects [J]. Soil Ecology Letters，2022，4（4）：307-318
[133] ZHOU T，DELGADO-BAQUERIZO M，REN C J，et al. Soil microbial life history strategies covary with ecosystem multifunctionality across aridity gradients[J]. PNAS2025，122（41）：e2511071122
[134] LIAO J J，DOU Y X，YANG X，et al. Soil microbial community and their functional genes during grassland restoration[J]. Journal of Environmental Management，2023，325：116488

Research Progress in the Response of Soil Microbial Traits to Warming and Their Integration into Carbon Cycle Models

土壤微生物性状对增温的响应及其在碳循环模型中的应用研究进展

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