PMID- 38447733 OWN - NLM STAT- MEDLINE DCOM- 20240327 LR - 20240327 IS - 1879-1026 (Electronic) IS - 0048-9697 (Linking) VI - 923 DP - 2024 May 1 TI - Plant size traits are key contributors in the spatial variation of net primary productivity across terrestrial biomes in China. PG - 171412 LID - S0048-9697(24)01553-5 [pii] LID - 10.1016/j.scitotenv.2024.171412 [doi] AB - Understanding the spatial variability of ecosystem functions is an important step forward in predicting changes in ecosystems under global transformations. Plant functional traits are important drivers of ecosystem functions such as net primary productivity (NPP). Although trait-based approaches have advanced rapidly, the extent to which specific plant functional traits are linked to the spatial diversity of NPP at a regional scale remains uncertain. Here, we used structural equation models (SEMs) to disentangle the relative effects of abiotic variables (i.e., climate, soil, nitrogen deposition, and human footprint) and biotic variables (i.e., plant functional traits and community structure) on the spatial variation of NPP across China and its eight biomes. Additionally, we investigated the indirect influence of climate and soil on the spatial variation of NPP by directly affecting plant functional traits. Abiotic and biotic variables collectively explained 62.6 % of the spatial differences of NPP within China, and 28.0 %-69.4 % across the eight distinct biomes. The most important abiotic factors, temperature and precipitation, had positive effects for NPP spatial variation. Interestingly, plant functional traits associated with the size of plant organs (i.e., plant height, leaf area, seed mass, and wood density) were the primary biotic drivers, and their positive effects were independent of biome type. Incorporating plant functional traits improved predictions of NPP by 6.7 %-50.2 %, except for the alpine tundra on the Qinghai-Tibet Plateau. Our study identifies the principal factors regulating NPP spatial variation and highlights the importance of plant size traits in predictions of NPP variation at a large scale. These results provide new insights for involving plant size traits in carbon process models. CI - Copyright (c) 2024 Elsevier B.V. All rights reserved. FAU - An, Nannan AU - An N AD - Key Laboratory for Humid Subtropical Eco-geographical Process of Ministry of Education, School of Geographical Sciences, Fujian Normal University, Fuzhou 350117, China; State Key Laboratory of Urban and Regional Ecology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China; University of Chinese Academy of Sciences, Beijing 101408, China. FAU - Lu, Nan AU - Lu N AD - State Key Laboratory of Urban and Regional Ecology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China; University of Chinese Academy of Sciences, Beijing 101408, China. Electronic address: nanlv@rcees.ac.cn. FAU - Wang, Mengyu AU - Wang M AD - State Key Laboratory of Urban and Regional Ecology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China; Library, Henan University of Science and Technology, Luoyang 471000, China. FAU - Chen, Yongzhe AU - Chen Y AD - State Key Laboratory of Urban and Regional Ecology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China; Department of Geography, The University of Hong Kong, Hongkong 999077, China. FAU - Wu, Fuzhong AU - Wu F AD - Key Laboratory for Humid Subtropical Eco-geographical Process of Ministry of Education, School of Geographical Sciences, Fujian Normal University, Fuzhou 350117, China. FAU - Fu, Bojie AU - Fu B AD - State Key Laboratory of Urban and Regional Ecology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China; University of Chinese Academy of Sciences, Beijing 101408, China. LA - eng PT - Journal Article DEP - 20240304 PL - Netherlands TA - Sci Total Environ JT - The Science of the total environment JID - 0330500 RN - 0 (Soil) SB - IM MH - Humans MH - *Ecosystem MH - China MH - *Climate MH - Tibet MH - Plants MH - Soil MH - Climate Change OTO - NOTNLM OT - Climate OT - Leaf economics traits OT - Macroecology OT - Net primary productivity OT - Plant size traits OT - Spatial variation COIS- Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper. EDAT- 2024/03/07 00:42 MHDA- 2024/03/27 06:44 CRDT- 2024/03/06 19:15 PHST- 2023/12/27 00:00 [received] PHST- 2024/02/28 00:00 [revised] PHST- 2024/02/29 00:00 [accepted] PHST- 2024/03/27 06:44 [medline] PHST- 2024/03/07 00:42 [pubmed] PHST- 2024/03/06 19:15 [entrez] AID - S0048-9697(24)01553-5 [pii] AID - 10.1016/j.scitotenv.2024.171412 [doi] PST - ppublish SO - Sci Total Environ. 2024 May 1;923:171412. doi: 10.1016/j.scitotenv.2024.171412. Epub 2024 Mar 4.