生物多样性

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铺散矢车菊在Biomod2组合模型下的潜在分布预测

钱应俊1,2, 万敏2,3, 王广君2,4, 李红梅2,3*, 王文凯1*   

  1. 1. 长江大学农学院, 湖北荆州 434000; 2. 中国农业科学院植物保护研究所农业农村部-CABI生物安全联合实验室, 北京 100193; 3. CABI东亚中心, 北京 100081; 4. 中国农业科学院植物保护研究所植物病虫害综合治理全国重点实验室, 北京 100193
  • 收稿日期:2026-01-07 修回日期:2026-04-02 接受日期:2026-04-26
  • 通讯作者: 王文凯

Potential distribution prediction of Centaurea diffusa under Biomod2 ensemble model

Yingjun Qian1,2, Min Wan2,3, Guangjun Wang2,4, Hongmei Li2,3*, Wenkai Wang1*   

  1. 1 College of Agriculture, Yangtze University, Jingzhou 434000, China 

    2 MARA-CABI Joint Laboratory for Bio-safety, Institute of Plant Protection, Chinese Academy of Agricultural Science, Beijing 100193, China 

    3 CABI East and Southeast Asia, Beijing 100081, China 

    4 State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing 100193, China

  • Received:2026-01-07 Revised:2026-04-02 Accepted:2026-04-26
  • Contact: Wenkai Wang

摘要: 外来入侵杂草铺散矢车菊(Centaurea diffusa)能适应多种生境, 生长迅速, 繁殖能力强, 对环境造成的负面影响较大, 已被我国列为入境检疫有害生物。为明确铺散矢车菊在中国的适生区, 本研究收集核定815条地理分布数据, 结合10个环境变量, 利用Biomod2构建集成模型, 预测了铺散矢车菊在当前及未来情景下的潜在适生区。结果表明, 构建的集成模型AUC值为0.916, 通过模型精度检验, 具有优秀的预测精度; 当前铺散矢车菊总适生区面积为4.996 × 106 km2, 约占国土总面积的52.04%; 高适生区主要分布于新疆、甘肃、陕西和河南; 影响铺散矢车菊分布的主要环境变量为最冷季均温(Bio11)、人类足迹(Hfp)和年均温(Bio1)。在未来, 铺散矢车菊仍具有较大面积的总适生区, 但质心整体向东北迁移, 内蒙古将变为高适生区和新的质心。本研究为铺散矢车菊的预防和控制提供了一定的科学依据。

关键词: Biomod2模型, 生物入侵, 铺散矢车菊, 气候变化, 潜在适生区

Abstract

Aims: Centaurea diffusa, an invasive alien weed characterized by broad ecological adaptability and high reproductive capacity, poses a significant threat to native ecosystems and has been listed as a quarantine pest in China. This study aims to delineate its potentially suitable habitats and spatial dynamics across China under global climate change, thereby providing a theoretical basis for early warning and precise control. 

Methods: A total of 815 valid global occurrence records of C. diffusa and 10 key environmental variables were compiled. An ensemble species distribution model was constructed using the Biomod2 package to simulate its potential suitability under current and projected future climate scenarios. Spatiotemporal shifts of the suitable habitat centroids were also quantified. 

Results: The ensemble model exhibited excellent predictive performance (AUC = 0.916). Under current climatic conditions, the total potentially suitable area for C. diffusa in China is estimated at 4.996 × 106 km2 (covering approximately 52.04% of the national territory), with highly suitable areas primarily concentrated in Xinjiang, Gansu, Shaanxi, and Henan provinces. The spatial distribution is predominantly driven by the mean temperature of coldest quarter (Bio11), human footprint index (Hfp), and annual mean temperature (Bio1). Under future climate scenarios, the total suitable area will remain extensive, while the highly suitable areas are projected to expand further northeastward, with Inner Mongolia emerging as the new habitat centroid. 

Conclusion: This study highlights the extensive invasion risk of C. diffusa in China. The delineated distribution patterns and spatiotemporal migration trajectories provide crucial scientific support for targeted monitoring, prevention, and management strategies.

Key words: Biomod2, biological invasion, Centaurea diffusa, climate change, potential suitable areas