药学学报2024,Vol.59Issue(9) :2625-2633.DOI:10.16438/j.0513-4870.2024-0175

基于优化的Maxent模型预测桔梗在中国的潜在适生区

Predicting the potential suitable areas of Platycodon grandiflorum in China using the optimized Maxent model

张玉洁 余函纹 郑昭焕 蒋超 刘娟 查良平 池秀莲 桂双英
药学学报2024,Vol.59Issue(9) :2625-2633.DOI:10.16438/j.0513-4870.2024-0175

基于优化的Maxent模型预测桔梗在中国的潜在适生区

Predicting the potential suitable areas of Platycodon grandiflorum in China using the optimized Maxent model

张玉洁 1余函纹 1郑昭焕 1蒋超 2刘娟 2查良平 1池秀莲 2桂双英1
扫码查看

作者信息

  • 1. 安徽中医药大学药学院,安徽合肥 230012;安徽中医药大学,新安医学与中医药现代化研究所,安徽合肥 230012
  • 2. 中国中医科学院中药资源中心,道地药材品质保障与资源持续利用全国重点实验室,北京 100700
  • 折叠

摘要

桔梗Platycodon grandiflorum(Jacq.)A.DC.作为最常用的大宗药材,在药用、食用和化妆品领域中都有着重要价值,市场需求量逐年增多,具有良好的开发前景.本研究以中国境内桔梗为研究对象,基于403条分布点和8个环境因子变量,运用参数优化后的Maxent模型探究未来气候条件下桔梗的适生分布情况.研究表明Maxent参数在特征组合(feature combination,FC)为LQPH(L:线性特征;Q:二次型特征;P:片段化特征;H:乘积型特征),调控倍频(regularization multiplier,RM)为2.1时,模型模拟效果最佳,受试者曲线下面积(area under curve,AUC)为0.901;模型预测显示在当前气候条件下,桔梗广泛分布于中国的28个省份,适生区面积达2 337 419.98 km2;在未来气候变化影响下,桔梗的适生区面积呈现降低趋势,分布中心整体呈现向北和向东偏移的趋势;当前三大主产区内桔梗的分布面积受气候变化影响的变化趋势不同,总体表现为在内蒙古赤峰的未来适生分布面积增加,而在共享社会经济路径5-8.5(shared socioeconomic pathways,SSP)排放情景下山东淄博和安徽亳州、太和县的未来适生分布面积减少甚至消失.建议维持和保护好适宜桔梗生长的保留区的生态环境和种质资源,增加在桔梗扩增区中的栽培研究,为后续拓展桔梗种植打下基础,由此促进桔梗资源的保护和可持续发展.

Abstract

Platycodon grandiflorum(Jacq.)A.DC is one of the most commonly used bulk medicinal herbs.It has important value in the fields of medicine,food and cosmetics,and its market demand is increasing year by year,and it has a good development prospect.In this study,based on 403 distribution records and 8 environmental variables,we used Maxent model to predict the potential distribution of P.grandiflorum under climate change.The results showed that the model simulation effect was the best when the Maxent parameter was FC(feature combination)=LQPH(L:linear features;Q:quadratic features;P:product features;H:hinge features)and RM(regularization multiplier)=2.1,AUC(area under curve)=0.901,and the model prediction showed that P.grandiflorum was widely distributed in 28 provinces of China under the current climate conditions,with a suitable area of 2 337 419.98 km2.Under the influence of climate change in the future,the area of suitable habitat of P.grandiflorum showed a decreasing trend,and the distribution center as a whole showed a trend of northward and eastward shift.The distribution area of P.grandiflorum in the three main producing areas is affected by climate change,and the overall trend is that the future suitable distribution area of Chifeng in Inner Mongolia increases,while the future suitable distribution area of Zibo in Shandong and Taihe,Bozhou in Anhui decreases or even disappears under the SSP5-8.5 scenario(shared socioeconomic pathways).It is suggested to maintain and protect the ecological environment and germplasm resources of the reserved area suitable for the growth of P.grandiflorum,and increase the cultivation research in the expansion area of P.grandiflorum,so as to lay a foundation for the subsequent expansion of P.grandiflorum planting and to promote the protection and sustainable development of P.grandiflorum resources.

关键词

桔梗/Maxent模型/参数优化/气候变化/适生区变化

Key words

Platycodon grandiflorum/Maxent/optimizing parameter/climate change/suitable areas change

引用本文复制引用

出版年

2024
药学学报
中国药学会 中国医学科学院药物研究所

药学学报

CSTPCD北大核心
影响因子:1.274
ISSN:0513-4870
段落导航相关论文