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[应用Biomod2对物种适宜栖息地进行建模:以中国芍药为例]

[Applying Biomod2 for modeling of species suitable habitats:a case study of Paeonia lactiflora in China].

作者信息

Bi Ya-Qiong, Zhang Ming-Xu, Chen Yuan, Wang Ai-Xiang, Li Min-Hui

机构信息

Jilin Agricultural University Changchun 130118, China Inner Mongolia Hospital of Traditional Chinese Medicine Hohhot 010020, China Inner Mongolia Institute of Traditional Chinese Medicine Hohhot 010020, China.

Baotou Medical College Baotou 014040, China Inner Mongolia Key Laboratory of Characteristic Geoherb Resources Protection and Utilization Baotou 014040, China.

出版信息

Zhongguo Zhong Yao Za Zhi. 2022 Jan;47(2):376-384. doi: 10.19540/j.cnki.cjcmm.20211023.101.

Abstract

Paeonia lactiflora is an important medicinal resource in China. It is of great significance for the protection and cultivation of P. lactiflora resources to find the suitable habitats. The study was based on the information of 98 distribution sites and the data of 20 current environmental factors of wild P. lactiflora in China. According to the correlation and importance of environmental factors, we selected the main environmental factors affecting the potential suitable habitats. Then, BCC-CSM2-MR model was employed to predict the distribution range and center change of potential suitable habitat of wild P. lactiflora in the climate scenarios of SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 during 2021-2100. The ensemble model combined with GBM, GLM, MaxEnt, and RF showed improved prediction accuracy, with TSS=0.85 and AUC=0.95. Among the 20 environmental factors, annual mean temperature, monthly mean diurnal range of temperature, temperature seasonality, mean temperature of the warmest quarter, precipitation of the wettest month, precipitation seasonality, precipitation of the driest quarter, and elevation were the main factors that affected the suitable habitat distribution of P. lactiflora. At present, the potential suitable habitats of wild P. lactiflora is mainly distributed in Inner Mongolia, Heilongjiang, Jilin, Liaoning, Hebei, Beijing, Shaanxi, Shanxi, Shandong, Gansu, Xinjiang, Tibet, and Ningxia, and concentrated in the northeastern Inner Mongolia, central Heilongjiang, and northern Jilin. Under future climate conditions, the highly sui-table area of wild P. lactiflora will shrink, and the potential suitable habitat will mainly be lost to different degrees. However, in the SSP5-8.5 scenario, the low suitable area of wild P. lactiflora will partially increase in the highlands and mountains in western China including Xinjiang, Tibet, and Qinghai during 2061-2100. The distribution center of wild P. lactiflora migrated first to the northeast and then to the southwest. The total suitable habitats were stable and kept in the high-latitude zones. The prediction of the potential geo-graphical distribution of P. lactiflora is of great significance to the habitat protection and standardized cultivation of this plant in the future.

摘要

芍药是中国重要的药用资源。寻找适宜的栖息地对于芍药资源的保护和培育具有重要意义。本研究基于中国野生芍药98个分布点的信息以及20个当前环境因子的数据。根据环境因子的相关性和重要性,选取影响潜在适宜栖息地的主要环境因子。然后,运用BCC-CSM2-MR模型预测2021—2100年在SSP1-2.6、SSP2-4.5、SSP3-7.0和SSP5-8.5气候情景下野生芍药潜在适宜栖息地的分布范围和中心变化。结合GBM、GLM、MaxEnt和RF的集成模型显示出更高的预测精度,TSS = 0.85,AUC = 0.95。在20个环境因子中,年平均温度、月平均温度日较差、温度季节性、最暖季平均温度、最湿月降水量、降水季节性、最干季降水量和海拔是影响芍药适宜栖息地分布的主要因子。目前,野生芍药的潜在适宜栖息地主要分布在内蒙古、黑龙江、吉林、辽宁、河北、北京、陕西、山西、山东、甘肃、新疆、西藏和宁夏,集中在内蒙古东北部、黑龙江中部和吉林北部。在未来气候条件下,野生芍药的高适生区将缩小,潜在适宜栖息地将不同程度地减少。然而,在SSP5-8.5情景下,2061—2100年野生芍药的低适生区在包括新疆、西藏和青海在内的中国西部高地和山区将部分增加。野生芍药的分布中心先向东北迁移,后向西南迁移。适宜栖息地总面积稳定并保持在高纬度地区。芍药潜在地理分布的预测对该植物未来的栖息地保护和规范化种植具有重要意义。

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