基于优化MaxEnt模型的黄菖蒲潜在分布及其对气候变化的响应预测

IF 4 2区 生物学 Q1 PLANT SCIENCES
Xingyu Zhu, Xin Jiang, Ying Chen, Congcong Li, Shi Ding, Xuejiao Zhang, Lulu Luo, Yun Jia, Gang Zhao
{"title":"基于优化MaxEnt模型的黄菖蒲潜在分布及其对气候变化的响应预测","authors":"Xingyu Zhu, Xin Jiang, Ying Chen, Congcong Li, Shi Ding, Xuejiao Zhang, Lulu Luo, Yun Jia, Gang Zhao","doi":"10.3390/plants14050743","DOIUrl":null,"url":null,"abstract":"<p><p><i>Changium smyrnioides</i>, an endangered herb known for its medicinal roots, contains essential amino acids that are vital for human health but cannot be synthesized by the body. However, wild populations of this species have been steadily declining due to the combined impacts of climate change and anthropogenic activities. In this study, we employed an optimized MaxEnt model to predict the potential distribution of <i>C. smyrnioides</i> under different climate scenarios and to evaluate its responses to climate change. Our findings demonstrated that the MaxEnt model achieved optimal performance with a regularization multiplier of 0.5 and a feature combination of linear and quadratic terms. Among the environmental variables, three emerged as the most critical factors shaping the species' potential distribution: elevation, precipitation of the driest month (bio14), and isothermality (bio2/bio7 × 100, bio3). Currently, the primary suitable habitats for <i>C. smyrnioides</i> are concentrated in Jiangsu Province, with an estimated 21,135 km² classified as highly suitable. The analysis further indicated that, in response to rising temperatures, <i>C. smyrnioides</i> is likely to shift its distribution northeastward across China. Notably, the results suggested that the total area of suitable habitats would increase over time under projected climate scenarios. Based on the predicted centroid migration of suitable habitats, Anhui Province was identified as a critical future conservation zone for <i>C. smyrnioides</i>. This region could serve as a vital refuge, ensuring the long-term survival of the species under changing climatic conditions. Overall, this study provides key insights into the ecological responses of <i>C. smyrnioides</i> to climate change, offering evidence-based guidance for the development of effective conservation strategies aimed at safeguarding this endangered herb.</p>","PeriodicalId":56267,"journal":{"name":"Plants-Basel","volume":"14 5","pages":""},"PeriodicalIF":4.0000,"publicationDate":"2025-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11901656/pdf/","citationCount":"0","resultStr":"{\"title\":\"Prediction of Potential Distribution and Response of <i>Changium smyrnioides</i> to Climate Change Based on Optimized MaxEnt Model.\",\"authors\":\"Xingyu Zhu, Xin Jiang, Ying Chen, Congcong Li, Shi Ding, Xuejiao Zhang, Lulu Luo, Yun Jia, Gang Zhao\",\"doi\":\"10.3390/plants14050743\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p><i>Changium smyrnioides</i>, an endangered herb known for its medicinal roots, contains essential amino acids that are vital for human health but cannot be synthesized by the body. However, wild populations of this species have been steadily declining due to the combined impacts of climate change and anthropogenic activities. In this study, we employed an optimized MaxEnt model to predict the potential distribution of <i>C. smyrnioides</i> under different climate scenarios and to evaluate its responses to climate change. Our findings demonstrated that the MaxEnt model achieved optimal performance with a regularization multiplier of 0.5 and a feature combination of linear and quadratic terms. Among the environmental variables, three emerged as the most critical factors shaping the species' potential distribution: elevation, precipitation of the driest month (bio14), and isothermality (bio2/bio7 × 100, bio3). Currently, the primary suitable habitats for <i>C. smyrnioides</i> are concentrated in Jiangsu Province, with an estimated 21,135 km² classified as highly suitable. The analysis further indicated that, in response to rising temperatures, <i>C. smyrnioides</i> is likely to shift its distribution northeastward across China. Notably, the results suggested that the total area of suitable habitats would increase over time under projected climate scenarios. Based on the predicted centroid migration of suitable habitats, Anhui Province was identified as a critical future conservation zone for <i>C. smyrnioides</i>. This region could serve as a vital refuge, ensuring the long-term survival of the species under changing climatic conditions. Overall, this study provides key insights into the ecological responses of <i>C. smyrnioides</i> to climate change, offering evidence-based guidance for the development of effective conservation strategies aimed at safeguarding this endangered herb.</p>\",\"PeriodicalId\":56267,\"journal\":{\"name\":\"Plants-Basel\",\"volume\":\"14 5\",\"pages\":\"\"},\"PeriodicalIF\":4.0000,\"publicationDate\":\"2025-02-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11901656/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Plants-Basel\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://doi.org/10.3390/plants14050743\",\"RegionNum\":2,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PLANT SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Plants-Basel","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.3390/plants14050743","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PLANT SCIENCES","Score":null,"Total":0}
引用次数: 0

摘要

因其药用根源而闻名的濒危草本植物金雀花含有对人体健康至关重要但不能由人体合成的必需氨基酸。然而,由于气候变化和人类活动的综合影响,该物种的野生种群数量一直在稳步下降。本研究采用优化后的MaxEnt模型,预测了不同气候情景下黄颡鱼的潜在分布,并评价了其对气候变化的响应。我们的研究结果表明,MaxEnt模型在正则化乘数为0.5和线性项和二次项的特征组合时获得了最佳性能。在环境变量中,海拔高度、最干旱月降水(bio14)和等温线(bio2/bio7 × 100, bio3)是影响物种潜在分布的最关键因素。目前,金缕草的主要适宜生境集中在江苏省,被列为高度适宜生境的面积约为21135平方公里。进一步分析表明,随着气温的升高,黄花楸在中国的分布可能会向东北方向转移。值得注意的是,结果表明,在预测的气候情景下,适宜生境的总面积将随着时间的推移而增加。基于对适宜生境质心迁移的预测,将安徽省确定为未来的重点保护区。这个地区可以作为一个重要的避难所,确保该物种在不断变化的气候条件下长期生存。总体而言,本研究为了解黄草对气候变化的生态响应提供了关键信息,为制定有效的保护策略提供了循证指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Prediction of Potential Distribution and Response of Changium smyrnioides to Climate Change Based on Optimized MaxEnt Model.

Changium smyrnioides, an endangered herb known for its medicinal roots, contains essential amino acids that are vital for human health but cannot be synthesized by the body. However, wild populations of this species have been steadily declining due to the combined impacts of climate change and anthropogenic activities. In this study, we employed an optimized MaxEnt model to predict the potential distribution of C. smyrnioides under different climate scenarios and to evaluate its responses to climate change. Our findings demonstrated that the MaxEnt model achieved optimal performance with a regularization multiplier of 0.5 and a feature combination of linear and quadratic terms. Among the environmental variables, three emerged as the most critical factors shaping the species' potential distribution: elevation, precipitation of the driest month (bio14), and isothermality (bio2/bio7 × 100, bio3). Currently, the primary suitable habitats for C. smyrnioides are concentrated in Jiangsu Province, with an estimated 21,135 km² classified as highly suitable. The analysis further indicated that, in response to rising temperatures, C. smyrnioides is likely to shift its distribution northeastward across China. Notably, the results suggested that the total area of suitable habitats would increase over time under projected climate scenarios. Based on the predicted centroid migration of suitable habitats, Anhui Province was identified as a critical future conservation zone for C. smyrnioides. This region could serve as a vital refuge, ensuring the long-term survival of the species under changing climatic conditions. Overall, this study provides key insights into the ecological responses of C. smyrnioides to climate change, offering evidence-based guidance for the development of effective conservation strategies aimed at safeguarding this endangered herb.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Plants-Basel
Plants-Basel Agricultural and Biological Sciences-Ecology, Evolution, Behavior and Systematics
CiteScore
6.50
自引率
11.10%
发文量
2923
审稿时长
15.4 days
期刊介绍: Plants (ISSN 2223-7747), is an international and multidisciplinary scientific open access journal that covers all key areas of plant science. It publishes review articles, regular research articles, communications, and short notes in the fields of structural, functional and experimental botany. In addition to fundamental disciplines such as morphology, systematics, physiology and ecology of plants, the journal welcomes all types of articles in the field of applied plant science.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信