Predicting soil fauna effect on plant litter decomposition by using boosted regression trees

文献类型: 外文期刊

第一作者: Zhang, Weidong

作者: Zhang, Weidong;Yuan, Shufen;Wang, Silong;Zhang, Weidong;Wang, Silong;Yuan, Shufen;Hu, Ning;Lou, Yilai

作者机构:

关键词: Boosted regression tree;Soil fauna effect;Climate;Plant litter quality;Litter decomposition;Biomes

期刊名称:SOIL BIOLOGY & BIOCHEMISTRY ( 影响因子:7.609; 五年影响因子:8.312 )

ISSN:

年卷期:

页码:

收录情况: SCI

摘要: Extensive studies have been conducted to evaluate the effect of soil fauna on plant litter decomposition in terrestrial ecosystems. However, scholars have reported inconsistent results on the direction and magnitude of the soil fauna effect. We present a global synthesis of 75 papers that cover 197 plant species with 543 cases of plant litter decomposition experiments and soil fauna effects on plant litter decomposition. By using a boosted regression tree model (BRT), we aim to provide a synthesis of existing data that comprehensively and quantitatively evaluates how climate, plant litter quality, and study methods interact with soil fauna in affecting plant litter decomposition. Global average effect size (ES) is -0.426, which indicates a 35% lower decomposition rate when soil fauna is excluded by physical or chemical exclusion techniques. The final model explains 32.3% of the variation in ES. The predictors that substantially account for the explained variation include mean annual temperature (MAT, 37.1%), mean annual precipitation (MAP, 9.7%), phosphorus (12.4%), nitrogen (5.6%), and lignin content (5.5%). By contrast, the heterogeneity of the study duration and soil fauna exclusion technique have negligible contributions (each <5%). Log effect size strongly decreases with both MAT and MAP. Plant litters with high quality have stronger soil fauna effect because the log effect size is negatively related to nitrogen and phosphorus content and positively related to lignin content. Our analysis demonstrates the critical role of climate and plant litter quality in determining the soil fauna effect on plant litter decomposition in terrestrial ecosystems. However, the large unexplained variation (67.7%) in ES in the BRT model indicates undiscovered mechanisms underlying the soil fauna effect in our analysis. We call for further studies on this topic in the future. (c) 2015 Elsevier Ltd. All rights reserved.

分类号: S1

  • 相关文献

[1]Degradation of four fungicides in tropical soils from Hainan, China. Han, Bing Jun,Peng, Li Xu,Chen, Li Xia.

[2]Estimating aboveground biomass of broadleaf, needleleaf, and mixed forests in Northeastern China through analysis of 25-m ALOS/PALSAR mosaic data. Ma, Jun,Xiao, Xiangming,Chen, Bangqian,Li, Xiangping,Zhao, Bin,Xiao, Xiangming,Qin, Yuanwei,Chen, Bangqian,Hu, Yuanman.

[3]Litterbag decomposition of residues from Bacillus thuringiensis (Bt) rice hybrids and the parental lines under multiple field conditions. Xiao, Manqiu,Fang, Changming,Dong, Shanshan,Luo, Fuhua,Song, Zhiping,Tang, Xu,Chen, Yi,Yang, Shengmao,Wang, Feng,Su, Jun. 2014

[4]Litter decomposition and nutrient release as affected by soil nitrogen availability and litter quality in a semiarid grassland ecosystem. Liu, Ping,Huang, Jianhui,Han, Xingguo,Sun, Osbert Jianxin,Liu, Ping.

[5]Effects of water management practices on residue decomposition and degradation of Cry1Ac protein from crop-wild Bt rice hybrids and parental lines during winter fallow season. Xiao, Manqiu,Dong, Shanshan,Li, Zhaolei,Ouyang, Dongxin,Fang, Changming,Song, Zhiping,Tang, Xu,Chen, Yi,Yang, Shengmao,Wu, Chunyan.

[6]Balance Model to Calculate the Ventilation Rate of a Mechanically Ventilated Finishing Pig House in East China. Zhou, Zhongkai,Qin, Zhu,Li, Hui,Sun, Qian,Xia, Liru,Yu, Gang,Zhou, Zhongkai,Qin, Zhu,Li, Hui,Sun, Qian,Xia, Liru,Yu, Gang. 2017

[7]GEOGRAPHICAL DISTRIBUTION AND ECO-ADAPTABILITY OF CALLIGONUM L. IN TARIM BASIN. Liu, Na,Guan, Kai Yun,Li, Wen Jun,Feng, Ying. 2017

[8]Tree growth characteristics and flower bud differentiation of sweet cherry (Prunus avium L.) under different climate conditions in China. Li, B.,Xie, Z.,Xu, W.,Zhang, C.,Wang, S.,Li, B.,Zhang, A.,Liu, Q.,Liu, C.. 2010

[9]Diffuse nutrient losses and the impact factors determining their regional differences in four catchments from North to South China. Zhang, Yongyong,Zhou, Yujian,Shao, Quanxi,Liu, Hongbin,Lei, Qiuliang,Zhai, Xiaoyan,Zhai, Xiaoyan,Wang, Xuelei.

[10]Associations of large jellyfish distributions with temperature and salinity in the Yellow Sea and East China Sea. Zhang, Fang,Sun, Song,Li, Chaolun,Jin, Xianshi.

[11]Effects of livestock grazing on soil nitrogen mineralization on Hulunber meadow steppe, China. Yan, R.,Yang, G.,Chen, B.,Wang, X.,Yan, Y.,Xin, X.,Zhu, X.,Bai, K.,Li, L.,Rong, Y.,Hou, L..

[12]Climate, soil texture, and soil types affect the contributions of fine-fraction-stabilized carbon to total soil organic carbon in different land uses across China. Cai, Andong,Zhang, Wenju,Xu, Minggang,Feng, Wenting.

[13]How much land-based greenhouse gas mitigation can be achieved without compromising food security and environmental goals?. Smith, Pete,Haberl, Helmut,Erb, Karl-heinz,Lauk, Christian,Popp, Alexander,Harper, Richard,Tubiello, Francesco N.,de Siqueira Pinto, Alexandre,Bustamante, Mercedes,Jafari, Mostafa,Sohi, Saran,Masera, Omar,Boettcher, Hannes,Berndes, Goeran,Ahammad, Helal,Clark, Harry,Dong, Hongmin,Elsiddig, Elnour A.,Mbow, Cheikh,Ravindranath, Nijavalli H.,Rice, Charles W.,Abad, Carmenza Robledo,Abad, Carmenza Robledo,Romanovskaya, Anna,Sperling, Frank,Herrero, Mario,Herrero, Mario,House, Joanna I.,Rose, Steven.

[14]Adaptation of agriculture to warming in Northeast China. Yang, Xiu,Lin, Erda,Ma, Shiming,Ju, Hui,Guo, Liping,Xiong, Wei,Li, Yue,Xu, Yinlong.

[15]Aflatoxin contamination of peanuts at harvest in China from 2010 to 2013 and its relationship with climatic conditions. Wu, L. X.,Ding, X. X.,Li, P. W.,Du, X. H.,Zhou, H. Y.,Bai, Y. Zh,Zhang, L. X.,Wu, L. X.,Ding, X. X.,Li, P. W.,Du, X. H.,Wu, L. X.,Ding, X. X.,Li, P. W.,Du, X. H.,Zhang, L. X.,Ding, X. X.,Li, P. W.,Zhou, H. Y.,Bai, Y. Zh,Zhang, L. X.,Ding, X. X.,Li, P. W.,Zhou, H. Y.,Bai, Y. Zh,Zhang, L. X..

[16]GLOBAL WATER VAPOR CONTENT AND VEGETATION CHANGE ANALYSIS BASED ON REMOTE SENSING DATA. Mao, K. B.,Ma, Y.,Zuo, Z. Y.,Liu, Q.,Mao, K. B.,Mao, K. B.,Jiao, Y. Q.,Mao, K. B.,Ma, Y.,Wang, F.,Sun, Z. W.. 2016

[17]Total aboveground plant biomass is more strongly affected by climate than species diversity on a grassland in Liaoning, China. Zhou, C.,Liu, J.,Yang, Y. G.,Sun, Y.,Fang, Y. Z.,Zhang, Q. Q.,Zhou, Y. B.,Wang, Y. N.,Zhou, C.,Yang, Y. F.,Busso, C.,Zhou, Y. B.,Wang, Y. N.,Zhang, Z.,Zhang, Z.,Wang, Z. W.. 2016

[18]Risk Assessment on Dietary Exposure to Aflatoxin B-1 in Post-Harvest Peanuts in the Yangtze River Ecological Region. Ding, Xiaoxia,Wu, Linxia,Li, Peiwu,Zhang, Zhaowei,Zhou, Haiyan,Bai, Yizhen,Chen, Xiaomei,Jiang, Jun,Ding, Xiaoxia,Wu, Linxia,Li, Peiwu,Zhang, Zhaowei,Ding, Xiaoxia,Wu, Linxia,Li, Peiwu,Chen, Xiaomei,Jiang, Jun,Ding, Xiaoxia,Li, Peiwu,Zhang, Zhaowei,Zhou, Haiyan,Bai, Yizhen,Ding, Xiaoxia,Li, Peiwu,Zhang, Zhaowei,Zhou, Haiyan,Bai, Yizhen,Chen, Xiaomei,Jiang, Jun. 2015

[19]Impact of Climate and Grazing on Biomass Components of Eastern Russia Typical Steppe. Leonid, Ubugunov,Yuriy, Rupyshev,Vasiliy, Ubugunov,Oxana, Vishnyakova,Irina, Lavrentieva,Vera, Ubugunova,Hou Xiang-yang,Ren Wei-bo,Ding Yong. 2014

[20]Plant species diversity is correlated with climatic factors differently at the community and the functional group levels: A case study of desert steppe in Inner Mongolia, China. Zhang, Q.,Niu, J.,Zhou, Y.,Kang, S.,Ma, W.,Zhang, Q.,Wu, J.,Buyantuev, A.,Niu, J.,Wu, J.,Wu, J.,Buyantuev, A.,Niu, J.,Ding, Y..

作者其他论文 更多>>