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Article

Spatiotemporal Dynamics of Soil Organic Carbon in the Qinling Mountains and Its Responses to Future Climate Change

1
School of Human Settlements and Civil Engineering, Xi’an Jiaotong University, Xi’an 710049, China
2
College of Grassland Science and Technology, China Agricultural University, Beijing 100193, China
3
Inner Mongolia Academy of Agricultural & Animal Husbandry Sciences, Hohhot 010031, China
4
College of Grassland Agriculture, Northwest A&F University, Yangling 712100, China
5
Department of Agroecology, Aarhus University, 4200 Slagelse, Denmark
6
Shaanxi Key Laboratory of Qinling Ecological Intelligent Monitoring and Protection, School of Life Science and Technology, Northwestern Polytechnical University, Xi’an 710012, China
*
Author to whom correspondence should be addressed.
These authors contributed equally to this work.
Forests 2026, 17(5), 581; https://doi.org/10.3390/f17050581 (registering DOI)
Submission received: 31 March 2026 / Revised: 2 May 2026 / Accepted: 6 May 2026 / Published: 9 May 2026
(This article belongs to the Special Issue Carbon Dynamics of Forest Soils Under Climate Change)

Abstract

Soil organic carbon (SOC) is pivotal to the terrestrial carbon cycle and climate regulation, yet its spatiotemporal dynamics and future climate responses across soil layers remain insufficiently understood in mountainous ecosystems. Taking the Qinling Mountains, a typical mountainous ecological barrier in central China with a total area of approximately 38.18 × 104 km2, as the study area, we analyzed historical SOC changes (1980s–2010s) and projected its future dynamics under different scenarios using a validated Random Forest model (R2 = 0.81 for 0–20 cm, SOC20; 0.73 for 0–100 cm, SOC100), and further disentangled dominant drivers. Results showed historical mean SOC density increased, with higher storage in western/central high-elevation zones and lower values in southern/eastern low-elevation areas. Climate was the primary driver of SOC20 dynamics, while SOC100 was jointly regulated by climate, vegetation, and environmental factors, indicating weakened climatic control with increasing soil depth. Precipitation increases partially offset warming-induced SOC loss, leading to small changes in regional mean SOC density, but strong spatial heterogeneity resulted in substantial total SOC stock losses (SOC20: −1.41 to −6.59 Tg C; SOC100: −6.86 to −28.76 Tg C), with net losses in high-elevation zones and gains in low-elevation areas. SOC within the whole 1 m soil profile exhibited larger climate-driven changes than topsoil. These findings advance understanding of SOC dynamics in complex mountainous ecosystems and provide key scientific insights for regional carbon cycle assessments under climate change.
Keywords: SOC; mountainous ecosystems; machine learning; driving mechanisms; soil carbon cycle; spatiotemporal modeling; carbon sequestration SOC; mountainous ecosystems; machine learning; driving mechanisms; soil carbon cycle; spatiotemporal modeling; carbon sequestration

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MDPI and ACS Style

Wu, H.; Qu, Z.; Qu, Y.; Ji, Y.; Zhang, S.; Li, H. Spatiotemporal Dynamics of Soil Organic Carbon in the Qinling Mountains and Its Responses to Future Climate Change. Forests 2026, 17, 581. https://doi.org/10.3390/f17050581

AMA Style

Wu H, Qu Z, Qu Y, Ji Y, Zhang S, Li H. Spatiotemporal Dynamics of Soil Organic Carbon in the Qinling Mountains and Its Responses to Future Climate Change. Forests. 2026; 17(5):581. https://doi.org/10.3390/f17050581

Chicago/Turabian Style

Wu, Hantao, Zhongke Qu, Yan Qu, Yongbiao Ji, Shaohui Zhang, and Huiwen Li. 2026. "Spatiotemporal Dynamics of Soil Organic Carbon in the Qinling Mountains and Its Responses to Future Climate Change" Forests 17, no. 5: 581. https://doi.org/10.3390/f17050581

APA Style

Wu, H., Qu, Z., Qu, Y., Ji, Y., Zhang, S., & Li, H. (2026). Spatiotemporal Dynamics of Soil Organic Carbon in the Qinling Mountains and Its Responses to Future Climate Change. Forests, 17(5), 581. https://doi.org/10.3390/f17050581

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