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    基于生态位模型的云南省松材线虫适生区对气候变化的响应

    Response of suitable areas for Bursaphelenchus xylophilus to climate change based on niche models in Yunnan Province of southwestern China

    • 摘要:
      目的 明确松材线虫在云南省当前的潜在适生区及预测未来气候情景下潜在适生区的分布,为云南省相关部门制定该病害的早期监测、预警及防控提供理论依据。
      方法 基于云南省松材线虫56个地理分布点和23个环境变量,采用ENMeval R包优化的MaxEnt模型和ArcGIS Pro软件,预测其在当前及未来气候情景下的潜在适生区分布。
      结果 最优参数组合为特征组合FC = L + Q(线性 + 二次型),正则化乘数RM = 1.5,训练集与测试集的平均AUC分别为0.891 3和0.861 2,表明模型的预测结果良好,可用于松材线虫潜在入侵风险预测;坡度、最干季度平均温度、土壤类型和最干季度降水量是影响松材线虫分布的主导环境变量;历史气候情景下,高适生区集中于昆明市、曲靖市、玉溪市、昭通市、文山州大部分地区,以及红河州的北部和楚雄州的中部,面积7 169 km2(占全省1.82%),次适生区覆盖昆明、曲靖等10州市,面积23 634 km2(占全省6.00%);在未来高温室气体排放情景下,松材线虫适生区呈现向西南方向扩张的趋势,在未来低温室气体排放情景下,松材线虫适生区呈现向西北部和南部区域收缩的趋势,次适生区面积在两种情景下均呈现减少趋势。
      结论 优化后的MaxEnt模型能够较准确地预测松材线虫在云南省的潜在适生区;研究表明,温度、降水和地形等是影响松材线虫分布的主要环境因子;未来气候情景下,松材线虫的潜在适生区面积波动不大,在高温室气体排放情景下,松材线虫适生区呈现向西南方向扩张的趋势,在低温室气体排放情景下,松材线虫适生区西北部和南部区域收缩较为明显,次适生区面积在两种情景下均呈现减少趋势。低温室气体排放情景下,总体扩张强度远低于高温室气体排放情景,表明采取积极的减排措施以维持低温室气体排放情景能够有效抑制松材线虫适生区的显著扩张,对于控制其未来的危害范围具有重要意义。

       

      Abstract:
      Objective This study aimed to clarify the current potential suitable areas of Bursaphelenchus xylophilus and to predict its future potential suitable areas in Yunnan Province of southwestern China under future climate scenarios, providing a theoretical basis for provincial authorities to establish early monitoring, warning and prevention and control measures for this disease.
      Method Based on 56 geographic distribution points and 23 environmental variables of Bursaphelenchus xylophilus in Yunnan Province, the MaxEnt model optimized by ENMeval R package and ArcGIS Pro software were employed to predict its potential suitable area distribution under current and future climate scenarios.
      Result The optimal parameter combination was feature combination FC = L + Q (linear + quadratic), with regularization multiplier RM = 1.5. The average AUC values for training and testing datasets were 0.891 3 and 0.861 2, respectively, indicating good model prediction performance suitable for assessing potential Bursaphelenchus xylophilus invasion risks. Slope, mean temperature of the driest quarter, soil type, and precipitation of driest quarter were dominant environmental variables influencing Bursaphelenchus xylophilus distribution. Under historical climate conditions, high-suitability areas were concentrated in Kunming, Qujing, Yuxi, Zhaotong, most of Wenshan, northern Honghe, and central Chuxiong, covering 7 169 km2 (1.82% of Yunnan Province). Moderately suitable areas span 10 prefectures including Kunming and Qujing, covering 23 634 km2 (6.00% of Yunnan Province). Under high greenhouse gas emission scenario, the suitable areas of Bursaphelenchus xylophilus showed a trend of expansion toward the southwest. Under the low greenhouse gas emission scenario, the suitable areas showed a trend of contraction toward the northwest and southern regions. The area of moderately suitable areas decreased under both scenarios.
      Conclusion The optimized MaxEnt model accurately predicts the potential suitable areas of Bursaphelenchus xylophilus in Yunnan Province. The study indicates that temperature, precipitation and topography are the primary environmental factors influencing its distribution. Under future climate scenarios, the area of potential suitable areas of Bursaphelenchus xylophilus showed little fluctuation. Under a high greenhouse gas emission scenario, the suitable areas of Bursaphelenchus xylophilus exhibite a trend of expansion toward the southwest. Under a low greenhouse gas emission scenario, the suitable areas of Bursaphelenchus xylophilus show a more pronounced contraction in the northwest and southern regions, while the area of moderately suitable areas shows a decreasing trend under both scenarios. The overall expansion intensity under low greenhouse gas emission scenario is significantly lower than that under the high greenhouse gas emission scenario. This indicates that implementing proactive emission reduction measures to maintain the low greenhouse gas emission scenario can effectively suppress the significant expansion of the suitable areas of Bursaphelenchus xylophilus. This is of great significance for controlling its future damage range.

       

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