土壤微生物呼吸热适应性与微生物群落及多样性对全球气候变化响应研究

doi:10.16258/j.cnki.1674-5906.2022.01.020

生态环境学报 ›› 2022, Vol. 31 ›› Issue (1): 181-186.DOI: 10.16258/j.cnki.1674-5906.2022.01.020

土壤微生物呼吸热适应性与微生物群落及多样性对全球气候变化响应研究

刘秉儒¹^,²()

1.北方民族大学生物科学与工程学院,宁夏银川 750021
2.黄河流域农牧交错区生态保护国家民委重点实验室,宁夏银川 750021

收稿日期:2021-02-13 出版日期:2022-01-18 发布日期:2022-03-10
作者简介:刘秉儒（1971年生）,男,研究员,博士,硕士研究生导师,从事生态恢复过程与机理研究。E-mail: bingru.liu@163.com
基金资助:
国家自然科学基金项目(32060280);北方民族大学高层次人才启动项目(2019KYQ001)

Response of Thermal Adaptability of Soil Microbial Respiration and Microbial Community and Diversity to Global Climate Change: A Review

LIU Bingru¹^,²()

1. School of Biological Science and Engineering, North Minzu University, Yinchuan 750021, P. R. China
2. Key Laboratory of Ecological Protection of Agro-pastoral Ecotones in the Yellow River Basin, National Ethnic Affairs Commission, Yinchuan 750021, P. R. China

Received:2021-02-13 Online:2022-01-18 Published:2022-03-10

摘要/Abstract

摘要：

土壤微生物呼吸热适应性被认为是决定陆地生态系统对全球变暖反馈作用的潜在重要机制,可能显著改变未来的气候变化趋势,然而,土壤微生物群落结构变化如何引起土壤微生物呼吸热适应性的研究目前尚存争议。该文针对气候变化对土壤微生物呼吸的影响研究,梳理了当前对土壤微生物呼吸的热适应性是否存在的争议和不同观点与结论,综述了气候变化对土壤微生物群落结构及多样性的影响研究与最新进展。通过比较当前微生物群落构建的三大理论基础与生态代谢理论,构建了全球气候变化问题下土壤微生物群落结构和多样性研究概念模型。总体而言,目前比较认同的几个观点是,在成熟的自然生态系统中进行长期定位监测研究,验证土壤微生物呼吸的热适应性问题;通过构建气候变冷和变暖的局域尺度序列,利用宏基因组研究技术,回答气候变暖和气候变冷是否显著改变了土壤微生物群落结构;运用生态代谢理论研究气候变化背景下土壤微生物呼吸特征及微生物多样性变化规律,建立功能基因与土壤微生物呼吸强度的定量关系,揭示土壤微生物群落演替及功能基因组对气候条件变化的响应机理,进而预测未来的气候变化趋势。这些思路有助于深入揭示土壤微生物对气候变化响应的微观机理和驱动机制。

关键词: 全球气候变化, 土壤微生物呼吸, 热适应性, 微生物群落结构, 微生物多样性, 响应

Abstract:

Thermal adaptability of soil microbial respiration is considered to be an important mechanism that determines the feedback effects of terrestrial ecosystem on global warming. It may significantly change the trend of climate change in the future. However, little is known about how the soil microbial community structure change causes the thermal adaptability of soil microbial respiration. More research is needed to accurately assess the influence of thermal adaptability of soil microbial respiration in order to predict the future trend of climate change. This paper addressed the current controversies and debates on the thermal adaptability of soil microbial respiration and microbial diversity based on the research on the impact of global climate change on soil microbial respiration. The paper also proposed a conceptual model for studying soil microbial community structure and diversity under global climate change by comparing three fundamental theories of microbial community construction and an ecological metabolism theory. At present, several views have been accepted, such as conducting long-term positioning monitoring studies in natural ecosystems to verify the thermal adaptability of soil microbial respiration, constructing local scale sequences of climate cooling and warming, revealing the response mechanism of soil microbial community succession and functional genome to climate conditions, and answering whether climate warming and cooling have significantly changed the soil microbial community structure as well as predicting the future trend of climate change. These ideas are helpful for revealing the micro-mechanism and driving mechanism of soil microbial in response to climate change.

Key words: global climate change, soil microbial respiration, thermal adaptability, microbial community structure, microbial diversity, response

中图分类号:

刘秉儒. 土壤微生物呼吸热适应性与微生物群落及多样性对全球气候变化响应研究[J]. 生态环境学报, 2022, 31(1): 181-186.

LIU Bingru. Response of Thermal Adaptability of Soil Microbial Respiration and Microbial Community and Diversity to Global Climate Change: A Review[J]. Ecology and Environment, 2022, 31(1): 181-186.

图/表 1

参考文献 63

[1]	BÁRCENAS-MORENO G, GOMEZ-BRANDON M, ROUSK J, et al., 2009. Adaptation of soil microbial communities to temperature: Comparison of fungi and bacteria in a laboratory experiment[J]. Global Change Biology, 15(12): 2950-2957. DOI URL
[2]	BIRNBAUM C, HOPKINS A J M, FONTAINE J B, 2019. Soil fungal responses to experi-mental warming and drying in a Mediterranean shrubland[J]. Science of The Total Environment, DOI: 10.1016/j.scitotenv.2019.05.222. DOI
[3]	BRADFORD M A, 2013. Thermal adaptation of decomposer communities in warming soils[J]. Frontiers in Microbiology, DOI: 10.3389/fmicb.2013.00333. DOI
[4]	BROWN J H, GILLOOLY J F, ALLEN A P, 2004. Toward a metabolic theory of ecology[J]. Ecology, 85(7): 1771-1789. DOI URL
[5]	CHENG L, ZHANG N, YUAN M, et al., 2017. Warming enhances old organic carbon decomposition through altering functional icrobial communities[J]. The ISME Journal, 11(8):1825-1835. DOI URL
[6]	CHODAK M, KLIMEK B, AZRBAD H, et al., 2015. Functional diversity of soil microbial communities under Scots pine, Norway spruce, silver birch and mixed boreal forests[J]. Pedobiologia, 58(2-3): 81-88. DOI URL
[7]	CROWTHER T W, BRADFORD M A, 2013. Thermal acclimation in widespread heterotrophic soil microbes[J]. Ecology Letters, 16(4): 469-477. DOI URL
[8]	DACAL M, BRADFORD MA., PLAZA C, et al., 2019. Soil microbial respiration adapts to ambient temperature in global drylands[J]. Nature Ecology & Evolution, 3(2): 232-238.
[9]	FANG C, MONCRIEFF J B, 2001. The dependence of soil CO₂ efflux on temperature[J]. Soil Biology and Biochemistry, 33(2): 155-165. DOI URL
[10]	FREY S D, DRIJBER R, SMITH H, et al., 2008. Microbial biomass, functional capacity, and community structure after 12 years of soil warming[J]. Soil Biology and Biochemistry, 40(11): 2904-2907. DOI URL
[11]	FREY S D, LEE J, MELILLO J M, et al., 2013. The temperature response of soil microbial efficiency and its feedback to climate[J]. Nature Climate Change, 3(4): 395-398. DOI URL
[12]	GARCÍA-PALACIOS P, GROSS N, GAITAN J, et al., 2018. Climate mediates the biodiversity-ecosystem stability relationship globally[J]. PNAS, 115(33): 8400-8405. DOI URL
[13]	GUO X, FENG J J, SHI Z, et al., 2018. Climate warming leads to divergent succession of grassland microbial communities[J]. Nature Climate Change, 8(9): 813-818. DOI URL
[14]	HARTLEY I P, HEINEMEYER A, INESON P, 2007. Effects of three years of soil warming and shading on the rate of soil respiration: substrate availability and not thermal acclimation mediates observed response[J]. Global Change Biology, 13(8): 1761-1770. DOI URL
[15]	HARTLEY I P, HOPKINS D W, GARNETT M H, et al., 2008. Soil microbial respiration in arctic soil does not acclimate to temperature[J]. Ecology Letters, 11(10): 1092-1100. DOI URL
[16]	HEDĚNEC P, JILKOVÁ V, LIN Q, 2019. Microbial communities in local and transplanted soils along a latitudinal gradient[J]. CATENA, 173: 456-464. DOI URL
[17]	IPCC, 2007. Climate change 2007:The physical science basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change[M]. Cambridge, United Kingdom and New York, Cambridge University Press.
[18]	IPCC, 2013. Climate Change 2013: The Physical Science Basis Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change[M]. Cambridge, United Kingdom and New York, Cambridge University Press.
[19]	KIRSCHBAUM M U F, 2004. Soil respiration under prolonged soil warming: Are rate reductions caused by acclimation or substrate loss?[J]. Global Change Biology, 10(11): 1870-1877. DOI URL
[20]	KÖRNER C, 2000. Why are there global gradients in species richness? Mountains may hold the answer[J]. Trends in Ecology and Evolution, 15(12): 513-514. DOI URL
[21]	LADAU J, SHI Y, JING X, et al., 2018. Existing climate change will lead to pronounced shifts in the diversity of soil prokaryotes[J]. Msystems, 3(5): e00167-18.
[22]	LI H, YANG S, XU Z W, 2017. Responses of soil microbial functional genes to global changes are indirectly influenced by aboveground plant biomass variation[J]. Soil Biology and Biochemistry, 104: 18-29. DOI URL
[23]	LI Y, LI H T, JIN D M, et al., 2007. Application of WBE model to ecology: A review[J]. Acta Ecologica Sinica, 27(7): 3018-3031.
[24]	LIANG Y T, JIANG Y J, WANG F, et al., 2015. Long-term soil transplant simulating climate change with latitude significantly alters microbial temporal turnover[J]. ISME Journal, 9(12): 2561-2572. DOI URL
[25]	LIU Y R, DELGADO-BAQUERIZO M, WANG J T, et al., 2018. New insights into the role of microbial community composition in driving soil respiration rates[J]. Soil Biology and Biochemistry, 118: 35-41. DOI URL
[26]	LUO Y Q, WAN S Q, HUI D F, et al., 2001. Acclimatization of soil respiration to warming in a tall grass prairie[J]. Nature, 413(6856): 622-625. DOI URL
[27]	MAESTRE F T, DELGADO-BAQERIZO M, JEFFRIES T C, et al., 2015. Increasing aridity reduces soil microbial diversity and abundance in global drylands[J]. PNAS, 112(51): 15684-15689. DOI URL
[28]	MALCOLM G M, LÓPEZ-GUTIÉRRZ J C, KOIDE R T, et al., 2008. Acclimation to temperature and temperature sensitivity of metabolism by ectomycorrhizal fungi[J]. Global Change Biology, 14(5): 1169-1180. DOI URL
[29]	O’MALLEY M A, 2007. The nineteenth century roots of 'everything is everywhere'[J]. Nature Reviews Microbiology, 5(8): 647-651. DOI URL
[30]	ROUSK J, FREY S D, BÅÅTH E, 2012. Temperature adaptation of bacterial communities in experimentally warmed forest soils[J]. Global Change Biology, 18(10): 3252-3258. DOI URL
[31]	SIERRA J, BRISSON N, RIPOCHE D, et al., 2010. Modelling the impact of thermal adaptation of soil microorganisms and crop system on the dynamics of organic matter in a tropical soil under a climate change scenario[J]. Ecological Modelling, 221(23): 2850-2858. DOI URL
[32]	SILVERIRA F A O, BARBOSA M, BEIROZ W, 2019. Tropical mountains as natural laboratories to study global changes: A long-term ecological research project in a megadiverse biodiversity hotspot[J]. Perspectives in Plant Ecology, Evolution and Systematics, 38: 64-73. DOI URL
[33]	SINGH B K, BARDGETT R D, SMITH P, et al., 2010. Microorganisms and climate change: terrestrial feedbacks and mitigation options[J]. Nature Reviews Microbiology, 8: 779-790. DOI URL
[34]	SOFI J A, LONE A H, GANIE M A, 2016. Soil Microbiological activity and carbon dynamics in the current climate change scenarios: A review[J]. Pedosphere, 26(5): 577-591. DOI URL
[35]	STARK S, MNNIST M K, GANZERT L, et al., 2015. Grazing intensity in subarctic tundra affects the temperature adaptation of soil microbial communities[J]. Soil Biology and Biochemistry, 84: 147-157. DOI URL
[36]	TUCKER C L, BELL J, PENDALL E, et al., 2013. Does declining carbon-use efficiency explain thermal acclimation of soil respiration with warming?[J]. Global Change Biology, 19(1): 252-263. DOI URL
[37]	VICCA S, FIVEZ L, KOCKELBERGH F, et al., 2009. No signs of thermal acclimation of heterotrophic respiration from peat soils exposed to different water levels[J]. Soil Biology and Biochemistry, 41(9): 2014-2016. DOI URL
[38]	WANG J M, WANG Y, HE N P, et al., 2020. Plant functional traits regulate soil bacterial diversity across temperate deserts[J]. Science of the Total Environment, DOI: 10.1016/j.scitotenv.2020.136976. DOI
[39]	WARDLE D A, BARDGETT R D, KLIRONOMOS J N, et al., 2004. Ecological linkages between aboveground and belowground biota[J]. Science, 304(5677): 1629-1633. DOI URL
[40]	WEI H, GUENT B, VICCA S, et al., 2014. Thermal acclimation of organic matter decomposition in an artificial forest soil is related to shifts in microbial community structure[J]. Soil Biology and Biochemistry, 71: 1-12. DOI URL
[41]	WIEDENBECK J, COHAN F M, 2011. Origins of bacterial diversity through horizontal genetic transfer and adaptation to new ecological niches[J]. FEMS Microbiology Reviews, 35(5): 957-976. DOI URL
[42]	XU M, LI X L, CAI X B, et al., 2014. Soil microbial community structure and activity along a montane elevational gradient on the Tibetan Plateau[J]. European Journal of Soil Biology, 64: 6-14. DOI URL
[43]	XU Z H, CHEN C R, HE J Z, et al., 2009. Trends and challenges in soil research 2009: Linking global climate change to local long-term forest productivity[J]. Journal of Soils Sediments, 9: 83-88. DOI URL
[44]	ZHANG F G, ZHANG Q G, 2016. Microbial diversity limits soil heterotrophic respiration and mitigates the respiration response to moisture increase[J]. Soil Biology and Biochemistry, 98: 180-185. DOI URL
[45]	ZHOU J Z, DENG Y, SHEN L N, et al., 2016. Temperature mediates continental-scale diversity of microbes in forest soils[J]. Nature Communications, DOI: 10.1038/ncomms12083. DOI
[46]	曹鹏, 贺纪正, 2015. 微生物生态学理论框架初探[J]. 生态学报, 35(22): 1-14.
	CAO P, HE J Z, 2015. Preliminary theoretical framework of microbial ecology[J]. Acta Eclogica Sinica, 35(22): 1-14.
[47]	贺纪正, 陆雅海, 傅伯杰, 2015a. 土壤生物学前沿[M]. 北京: 科学出版社.
	HE J Z, LU Y H, FU B J, 2015. Frontiers in Soil Biology[M]. Beijing: Science Press.
[48]	贺纪正, 王军涛, 2015b. 土壤微生物群落构建理论与时空演变特征[J]. 生态学报, 35(20): 6575-6583.
	HE J Z, WANG J T, 2015b. Mechanisms of community organization and spatiotemporal patterns of soil microbial communities[J]. Acta Eclogica Sinica, 35(20): 6575-6583.
[49]	贺金生, 王政权, 方精云, 2004. 全球变化下的地下生态学:问题与展望[J]. 科学通报, 49(13): 1226-1235.
	HE J S, WANG Z Q, FANG J Y, 2004. Underground ecology under global change: Problems and prospects[J]. Chinese Science Bulletin, 49(13): 1226-1235. DOI URL
[50]	胡水金, 陈欣, 张卫建, 等, 2007. 土壤微生物对全球变化的响应[M]// 邬建国. 现代生态学讲座(III):学科进展与热点论题. 北京: 高等教育出版社.
	HU S J, CHEN X, ZHANG W J, et al., 2007. Responses of Soil Microorganisms to Global Change[M]// Wu J G. Lectures on Modern Ecology (III):Discipline Progress and Hot Topics. Beijing: Higher Education Press.
[51]	梁玉婷, 蒋瑀霁, 汪峰, 等, 2015. 土壤微生物群落演替及功能基因组对气候条件变化的响应[C]// 第八次全国土壤生物与生物化学学术研讨会暨第三次全国土壤健康学术研讨会论文摘要集.
	LIANG Y T, JIANG Y J, WANG F, et al., 2015. Response of soil microbial community succession and functional genomes to climatic changes[C]// The 8th National Symposium on Soil Biology and Biochemistry and the 3rd National Symposium on Soil Health.
[52]	刘秉儒, 张秀珍, 胡天华, 等, 2013. 贺兰山不同海拔典型植被带土壤微生物多样性[J]. 生态学报, 33(22): 7211-7220.
	LIU B R, ZHANG X Z, HU T H, et al., 2013. Soil microbial diversity under typical vegetation zones along an elevation gradient in Helan Mountains[J]. Acta Eclogica Sinica, 33(22): 7211-7220.
[53]	刘洋, 张健, 杨万勤, 2009. 高山生物多样性对气候变化响应的研究进展[J]. 生物多样性, 17(1): 88-96. DOI
	LIU Y, ZHANG J, YANG W Q, 2009. Responses of alpine biodiversity to climate change[J]. Biodiversity Science, 17(1): 88-96. DOI URL
[54]	牛克昌, 刘怿宁, 沈泽昊, 等, 2009. 群落构建的中性理论和生态位理论[J]. 生物多样性, 17(6): 579-593. DOI
	NIU K C, LIU Y N, SHEN Z H, et al., 2009. Community assembly: The relative importance of neutral theory and niche theory[J]. Biodiversity Science, 17(6): 579-593. DOI URL
[55]	沈芳芳, 刘影, 罗昌泰, 等, 2019. 陆地生态系统植物和土壤微生物群落多样性对全球变化的响应与适应研究进展[J]. 生态环境学报, 28(10): 2129-2140.
	SHEN F F, LIU Y, LUO C T, et al., 2019. Research progress on response and adaptation of plant and soil microbial community diversity to global change in terrestrial ecosystem[J]. Ecology and Environment Sciences, 28(10): 2129-2140.
[56]	沈瑞昌, 徐明, 方长明, 等, 2018. 全球变暖背景下土壤微生物呼吸的热适应性: 证据、机理和争议[J]. 生态学报, 38(1): 11-19.
	SHEN R C, XU M, FANG C M, et al., 2018. Thermal adaptation of soil microbial respiration under global warming:evidence, mechanisms and controversies[J]. Acta Eclogica Sinica, 38(1): 11-19.
[57]	盛浩, 杨玉盛, 陈光水, 2007. 土壤异养呼吸对气候变暖的反馈[J]. 福建师范大学学报 (自然科学版), 23(3): 104-108.
	SHENG H, YANG Y S, CHEN G S, 2007. Feedbacks of Soil Heterotrophic Respiration to Global Warming[J]. Journal of Fujian Normal University (Natural Science Edition), 23(3): 104-108.
[58]	万云, 许丽丽, 耿其芳, 等, 2012. 全球变化背景下生态学热点问题研究--第二届“国际青年生态学者论坛”[J]. 生态学报, 32(17): 5601-5608.
	WAN Y, XU L L, GENG Q F, et al., 2012. Ecological hot topics in global change on the 2nd International Young Ecologist Forum[J]. Acta Ecologica Sinica, 32(17): 5601-5608. DOI URL
[59]	王美溪, 刘珂艺, 邢亚娟, 2018. 气候变化背景下土壤微生物与植物物种多样性关联分析[J]. 中国农学通报, 34(20): 111-117.
	WANG M X, LIU K Y, XING Y L, 2018. Association analysis of soil microorganism and plant species diversity under climate change[J]. Chinese Agricultural Science Bulletin, 34(20): 111-117.
[60]	杨毅, 黄玫, 刘洪升, 等, 2011. 土壤呼吸的温度敏感性和适应性研究进展[J]. 自然资源学报, 26(10): 1811-1820.
	YANG Y, HUANG M, LIU H S, et al., 2011. The interrelation between temperature sensitivity and adaptability of soil respiration[J]. Journal of Natural Resources, 26(10): 1811-1820.
[61]	张乃莉, 郭继勋, 王晓宇, 等, 2007. 土壤微生物对气候变暖和大气N沉降的响应[J]. 植物生态学报, 31(2): 252-261. DOI
	ZHANG N L, GUO J X, WANG X Y, et al., 2007. Soil microbial feedbacks to climate warming and atmospheric N deposition[J]. Journal of Plant Ecology (Chinese Version), 31(2): 252-261.
[62]	赵丹, 刘鹏飞, 潘超, 等, 2015. 生态代谢组学研究进展[J]. 生态学报, 35(15): 4958-4967.
	ZHAO D, LIU P F, PAN C, et al., 2015. Advances in ecometabolomics[J]. Acta Eclogica Sinica, 35(15): 4958-4967.
[63]	朱璧如, 张大勇, 2011. 基于过程的群落生态学理论框架[J]. 生物多样性, 19(4): 389-399. DOI
	ZHU B R, ZHANG D Y, 2011. A process-based theoretical framework for community ecology[J]. Biodiversity Science, 19(4): 389-399. DOI

土壤微生物呼吸热适应性与微生物群落及多样性对全球气候变化响应研究

Response of Thermal Adaptability of Soil Microbial Respiration and Microbial Community and Diversity to Global Climate Change: A Review

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