生物多样性 ›› 2019, Vol. 27 ›› Issue (2): 140-148. DOI: 10.17520/biods.2018232
范靖宇,李汉芃,杨琢,朱耿平
收稿日期:
2018-08-31
接受日期:
2018-12-08
出版日期:
2019-02-20
发布日期:
2019-04-16
通讯作者:
朱耿平
基金资助:
Fan Jingyu,Li Hanpeng,Yang Zhuo,Zhu Gengping
Received:
2018-08-31
Accepted:
2018-12-08
Online:
2019-02-20
Published:
2019-04-16
Contact:
Zhu Gengping
摘要:
生态位模型预测存在不确定性, 不同模型预测结果差别较大。在生态位保守的前提下, 在本土区域构建经典生态位模型, 利用入侵地独立样本数据检验并选择最优模型, 具有独特优势, 可为入侵物种风险分析提供可靠参考。水盾草(Cabomba caroliniana)是一种恶性水生入侵杂草, 原产于南美洲, 已在我国多个省市建立种群, 本文基于本土最优模型预测其在我国的潜在分布, 以期为其风险分析和综合治理提供依据, 并通过水盾草案例探讨如何提高生态位模型预测准确性的方法。本文按时间顺序梳理了水盾草在我国的分布记录, 然后根据水盾草已有分布记录和其所关联的环境因子比较了不同地理种群所占有的气候生态空间, 测试水盾草在世界入侵过程中的现实生态位保守性。采用两组环境变量和5种算法在南美洲本土地区构建10种生态位模型, 并将其转移至我国, 基于最小遗漏率和记账错率, 利用我国(入侵地)的样本数据选择最优模型预测水盾草在我国的适宜生态空间和潜在分布。研究发现当前水盾草在我国的分布集中在东部水域充沛地区, 沿京杭运河和南水北调工程等向北扩散。生态空间比对中发现水盾草在亚洲与其他大洲所占有的生态空间具有一定的重叠, 其在我国的入侵过程中生态位是保守的。与本土空间相比, 水盾草在我国所占有的生态空间存在较大的生态位空缺, 表明水盾草在我国的潜在分布范围较大。生态位模型预测显示水盾草的适生区主要分布于我国的北京、上海、山东、浙江、江苏、安徽、湖北和湖南等省(市)。水盾草的潜在分布区多聚集在我国东南部, 该地区河流、湖泊、运河和渠道较为密集, 人类活动及自然天敌的缺乏容易助长其入侵趋势, 应在这些适宜地区开展调查, 及时发现疫情并采取相应措施。
范靖宇, 李汉芃, 杨琢, 朱耿平 (2019) 基于本土最优模型模拟入侵物种水盾草在中国的潜在分布. 生物多样性, 27, 140-148. DOI: 10.17520/biods.2018232.
Fan Jingyu, Li Hanpeng, Yang Zhuo, Zhu Gengping (2019) Selecting the best native individual model to predict potential distribution of Cabomba caroliniana in China. Biodiversity Science, 27, 140-148. DOI: 10.17520/biods.2018232.
图2 两组环境变量下五个洲水盾草的生态位重叠对比图。左侧: A组环境变量, 包括Bio2, Bio3, Bio10, Bio11, Bio15, Bio16, Bio18和Bio19; 右侧: B组环境变量, 包括Bio1, Bio5, Bio6, Bio12, Bio13, Bio14和Bio15。
Fig. 2 Comparison of climate niche spaces occupied by different populations in five continent. Left: A dataset, including Bio2, Bio3, Bio10, Bio11, Bio15, Bio16, Bio18, and Bio19; Right: B dataset, including Bio1, Bio5, Bio6, Bio12, Bio13, Bio14, and Bio15.
图3 基于两组环境变量不同水盾草地理种群的等价性与相似性测试。黑色虚线代表所观察到的实际生态位重叠值, 黑色柱状代表生态位重叠的随机分布频率。左侧: A组环境变量; 右侧: B组环境变量。A组和B组包含的环境变量见图2.
Fig. 3 Histograms of niche equivalency and similarity tests between continental populations based on the two environmental datasets. Black dotted lines represent the observed niche overlap. whereas black bars represent simulated niche overlaps. Left: A dataset; Right: B dataset. Details of dataset A and B refer to Fig. 2.
图4 基于两组环境变量构建的本土模型在入侵地(中国)的遗漏率与记账错率比较。左图: A组环境变量, 右图: B组环境变量。A组和B组包含的环境变量见图2.
Fig. 4 Omission and commission error comparisons of native models transferability in China based on the two datasets. Left: A dataset; Right: B dataset. Details of dataset A and B refer to Fig. 2.
图5 基于本土随机森林模型对水盾草在我国的潜在分布区预测。左侧: A组环境变量, 右侧: B组环境变量。A组和B组包含的环境变量见图2.
Fig. 5 Potential distributions of Cabomba caroliniana based on the two native random forest models using two environmental datasets. Left: A dataset; Right: B dataset. Details of dataset A and B refer to Fig. 2.
[7] |
[ 丁炳扬, 于明坚, 金孝锋, 余建, 姜维梅, 董柯锋 ( 2003) 水盾草在中国的分布特点和入侵途径. 生物多样性, 11, 223-230.]
DOI URL |
[8] |
Dong ZD, Shi LC, Huang GZ, Qin YC ( 2007) Investigation and countermeasure of plant invasion in Liuzhou. Guangxi Plant Protection, 20(2), 27-29. (in Chinese)
DOI URL |
[ 董志德, 石亮成, 黄桂珍, 覃燕城 ( 2007) 柳州市生态灾害植物外侵种的调查与对策. 广西植保, 20(2), 27-29.]
DOI URL |
|
[9] |
Evans SN, Shvets Y, Slatkin M ( 2007) Non-equilibrium theory of the allele frequency spectrum. Theoretical Population Biology, 71, 109-119.
DOI URL |
[10] |
Fan JY, Zhao NX, Li M, Wang ML, Zhu GP ( 2018) What are the best predictors for invasive potential of weeds? Transferability evaluations of model predictions based on diverse environmental data sets for Flaveria bidentis. Weed Research, 58, 141-149.
DOI URL |
[11] |
He JX, Huang C, Wan FH, Guo JY ( 2011) Invasion and distribution of Cabomba caroliniana in wetlands of Jiangsu, China. Chinese Journal of Applied and Environmental Biology, 17, 186-190. (in Chinese with English abstract)
DOI URL |
[ 何金星, 黄成, 万方浩, 郭建英 ( 2011) 水盾草在江苏省重要湿地的入侵与分布现状. 应用与环境生物学报, 17, 186-190.]
DOI URL |
|
[12] |
Hijmans RJ, Cameron SE, Parra JL, Jones PG, Jarvis A ( 2005) Very high resolution interpolated climate surfaces for global land areas. International Journal of Climatology, 25, 1965-1978.
DOI URL |
[13] |
Hou YT, Shu FY, Dong SX, Liu M, Xie SG ( 2012) Cabomba caroliniana, a new recorded exotic aquatic plant in Nansi Lake and its habitat characters. Acta Hydrobiologica Sinica, 36, 1005-1008. (in Chinese with English abstract)
DOI URL |
[ 侯元同, 舒凤月, 董士香, 柳明, 谢松光 ( 2012) 水盾草——南四湖外来水生植物新记录及其生境特点. 水生生物学报, 36, 1005-1008.]
DOI URL |
|
[14] |
Peterson AT, Papeş M, Soberón J ( 2008) Rethinking receiver operating characteristic analysis applications in ecological niche modeling. Ecological Modelling, 213, 63-72.
DOI URL |
[15] |
Peterson AT, Cobos ME, Jiménez-García D ( 2018) Major challenges for correlational ecological niche model projections to future climate conditions. Annals of the New York Academy of Sciences, 1429, 66-77.
DOI URL PMID |
[16] |
Peterson AT, Soberón J ( 2012) Species distribution modeling and ecological niche modeling: Getting the concepts right. Brazilian Journal for Nature Conservation, 10, 1-6.
DOI URL |
[17] |
Petitpierre B, Kueffer C, Broennimann O, Randin C, Daehler C, Guisan A ( 2012) Climatic niche shifts are rare among terrestrial plant invaders. Science, 335, 1344-1348.
DOI URL PMID |
[18] |
Qiao HJ, Peterson AT, Campbell LP, Soberón J, Ji LQ, Escobar LE ( 2016) NicheA: Creating virtual species and ecological niches in multivariate environmental scenarios. Ecography, 39, 805-813.
DOI URL |
[19] | Qiao HJ, Feng X, Escobar LE, Peterson AT, Soberón J, Zhu GP, Papeş M ( 2018) An evaluation of transferability of ecological niche models. Ecography, 30, 550-560. |
[20] | Shen ZH ( 2000) Cabomba caroliniana—New invasive alien species. Life World, ( 2), 37-38. (in Chinese) |
[ 沈脂红 ( 2000) 水盾草——新入侵的外来种. 生命世界, ( 2), 37-38.] | |
[21] | Soberón J , Nakamura ( 2009) Niches and distributional areas: Concepts, methods and assumptions. Proceedings of the National Academy of Sciences, USA, 106, 19644-19650. |
[22] |
Thuiller W ( 2003) BIOMOD—Optimizing predictions of species distributions and projecting potential future shifts under global change. Global Change Biology, 9, 1353-1362.
DOI URL |
[23] |
Tingley R, Meiri S, Chapple DG ( 2016) Addressing knowledge gaps in reptile conservation. Biological Conservation, 204, 1-5.
DOI URL |
[24] |
Uden DR, Allen CR, Angeler DG, Corral LL, Fricke K ( 2015) Adaptive invasive species distribution models: A framework for modeling incipient invasions. Biological Invasions, 17, 2831-2850.
DOI URL |
[25] |
Wan ZG, Gu YJ, Qian SX ( 1999) Cabomba Aubl. of Nymphaeaceae, a new record genus from China. Journal of Wuhan Botanical Research, 17, 215-216. (in Chinese with English abstract)
DOI URL |
[ 万志刚, 顾咏洁, 钱士心 ( 1999) 中国睡莲科一新记录属——水盾草属. 武汉植物学研究, 17, 215-216.]
DOI URL |
|
[26] | Warren DL, Beaumont L, Dinnage R, Baumgartner J ( 2018) New methods for measuring ENM breadth and overlap in environmental space. Ecography, 42, 444-446. |
[27] |
Xu CY, Zhang WJ, Lu BR, Chen JK ( 2001) Progress in studies on mechanisms of biological invasion. Biodiversity Science, 9, 430-438. (in Chinese with English abstract)
DOI URL |
[1] | Bai YZ, Cao XF, Chen C, Hu BS, Liu FQ ( 2009) Potential distribution areas of alien invasive plant Flaveria bidentis (Asteraceae) in China. Chinese Journal of Applied Ecology, 20, 2377-2383. (in Chinese with English abstract) |
[ 白艺珍, 曹向锋, 陈晨, 胡白石, 刘凤权 ( 2009) 黄顶菊在中国的潜在适生区. 应用生态学报, 20, 2377-2383.] | |
[27] |
[ 徐承远, 张文驹, 卢宝荣, 陈家宽 ( 2001) 生物入侵机制研究进展. 生物多样性, 9, 430-438.]
DOI URL |
[28] |
Yates KL, Bouchet PJ, Caley M, Mengersen K, Randin CF, Parnell S, Fielding AH, Bamford AJ, Ban S, Barbosa AM, Dormann CF, Elith J, Embling CB, Ervin GN, Fisher R, Gould S, Graf RF, Gregr EJ, Sequeira AMM ( 2018) Outstanding challenges in the transferability of Ecological Models. Trends in Ecology and Evolution, 33, 790-802.
DOI URL |
[2] |
Breiner FT, Guisan A, Bergamini A, Nobis MP ( 2015) Overcoming limitations of modelling rare species by using ensembles of small models. Methods in Ecology and Evolution, 6, 1210-1218.
DOI URL |
[3] |
Brown JL ( 2014) SDMtoolbox: A python-based GIS toolkit for landscape genetic, biogeographic and species distribution model analyses. Methods in Ecology and Evolution, 5, 694-700.
DOI URL |
[29] | Zhang JL, Meng SY ( 2013) Cabomba caroliniana A. Gray found in Beijing water areas. Weed Science, 31(2), 45-46. (in Chinese) |
[ 张劲林, 孟世勇 ( 2013) 北京水域发现水盾草. 杂草科学, 31(2), 45-46.] | |
[4] | Ding BY ( 1999) The first occurrence of Cabomba caroliniana A. Gray (Cabombaceae) in China. Journal of Hangzhou University (Nature Science), 26, 97. (in Chinese) |
[ 丁炳扬 ( 1999) 绿菊花草在我国首次发现. 杭州大学学报(自然科学版), 26, 97.] | |
[30] | Zhang Q ( 2012) The aquatic plant of Cabomba caroliniana. Garden, ( 8), 74-75. (in Chinese) |
[ 张群 ( 2012) 水生植物水盾草. 园林, ( 8), 74-75.] | |
[31] |
Zhu GP, Fan JY, Wang ML, Chen M, Qiao HJ ( 2017) The importance of the shape of receiver operating characteristic (ROC) curve in ecological model evaluation—Case study of Hlyphantria cunea. Journal of Biosafety, 26, 184-190. (in Chinese with English abstract)
DOI URL |
[ 朱耿平, 范靖宇, 王梦琳, 陈敏, 乔慧捷 ( 2017) ROC曲线形状在生态位模型评价中的重要性——以美国白蛾为例. 生物安全学报, 26, 184-190.]
DOI URL |
|
[5] |
Ding BY ( 2000) Cabomba Aublet (Cabombaceae), a newly naturalized genus of China. Acta Phytotaxonomica Sinica, 38, 198-200. (in Chinese with English abstract)
DOI URL |
[ 丁炳扬 ( 2000) 中国水生植物一新归化属——水盾草属(莼菜科). 植物分类学报, 38, 198-200.]
DOI URL |
|
[32] |
Zhu GP, Gariepy TD, Haye T, Bu WJ ( 2017) Patterns of niche filling and expansion across the invaded ranges of Halyomorpha halys in North America and Europe. Journal of Pest Science, 90, 1045-1057.
DOI URL |
[33] | Zhu GP, Liu GQ, Bu WJ, Gao YB ( 2013) Ecological niche modeling and its applications in biodiversity conservation. Biodiversity Science, 21, 90-98. (in Chinese with English abstract) |
[ 朱耿平, 刘国卿, 卜文俊, 高玉葆 ( 2013) 生态位模型的基本原理及其在生物多样性保护中的应用. 生物多样性, 21, 90-98.] | |
[34] |
Zhu GP, Liu Q, Gao YB ( 2014) Improving ecological niche model transferability to predict the potential distribution of invasive exotic species. Biodiversity Science, 22, 223-230. (in Chinese with English abstract)
DOI URL |
[6] | Ding BY, Jin XF, Yu MJ, Yu J, Shen HM, Wang YF ( 2007) Impact to native species by invaded subaqueous plant Cabomba caroliniana. Oceanologia et Limnologia Sinica, 38, 336-342. (in Chinese with English abstract) |
[ 丁炳扬, 金孝锋, 于明坚, 余建, 沈海铭, 王月丰 ( 2007) 水盾草(Cabomba caroliniana)入侵对沉水植物群落物种多样性组成的影响. 海洋与湖沼, 38, 336-342.] | |
[34] |
[ 朱耿平, 刘强, 高玉葆 ( 2014) 提高生态位模型转移能力来模拟入侵物种的潜在分布. 生物多样性, 22, 223-230.]
DOI URL |
[35] |
Zhu GP, Peterson T ( 2017) Do consensus models outperform individual models? Transferability evaluations of diverse modeling approaches for an invasive moth. Biological Invasions, 19, 2519-2532.
DOI URL |
[7] |
Ding BY, Yu MJ, Jin XF, Yu J, Jiang WM, Dong KF ( 2003) The distribution characteristics and invasive route of Cabomba caroliniana in China. Biodiversity Science, 11, 223-230. (in Chinese with English abstract)
DOI URL |
[36] |
Živković D, Stephan W ( 2011) Analytical results on the neutral non-equilibrium allele frequency spectrum based on diffu?sion theory. Theoretical Population Biology, 79, 184-191.
DOI URL PMID |
[1] | 胡宗刚. 抗战胜利后中美曾筹划合编《中国植物志》[J]. 生物多样性, 2024, 32(6): 24220-. |
[2] | 池玉杰, 张心甜, 田志炫, 关成帅, 谷新治, 刘智会, 王占斌, 王金杰. 东北亚地区白粉菌的物种多样性与寄主物种多样性[J]. 生物多样性, 2024, 32(4): 23443-. |
[3] | 邓晶, 李艺, 侯一蕾. 城市生物多样性保护: 基于中欧对比视角下的经验借鉴[J]. 生物多样性, 2023, 31(8): 23070-. |
[4] | 刘志发, 王新财, 龚粤宁, 陈道剑, 张强. 基于红外相机监测的广东南岭国家级自然保护区鸟兽多样性及其垂直分布特征[J]. 生物多样性, 2023, 31(8): 22689-. |
[5] | 王江, 赵一凡, 屈彦福, 张财文, 张亮, 陈传武, 王彦平. 中国蛇类形态、生活史和生态学特征数据集[J]. 生物多样性, 2023, 31(7): 23126-. |
[6] | 王科, 蔡磊. 世界菌物新命名发表概况(2022年)[J]. 生物多样性, 2023, 31(10): 23176-. |
[7] | 林晨, 蔡小东, 王亮, 张冰, 杨棋程, 吴艳玲, 杨定. 2022年中国双翅目新分类单元[J]. 生物多样性, 2023, 31(10): 23245-. |
[8] | 张富华, 席菲, 汤芯蕊, 岑鹏, 吴诗宝. 穿山甲肉在中国大陆的非法贸易网络及对其实施关键干预措施的启示[J]. 生物多样性, 2023, 31(10): 23079-. |
[9] | 周璇, 罗一平, 金子, 乔宇晴, 张艺瑶, 李露露, 路园园, 刘宁, 刘梅柯, 白明. 2022年全球鞘翅目现生类群新分类单元[J]. 生物多样性, 2023, 31(10): 23202-. |
[10] | 江建平, 蔡波, 王斌, 陈蔚涛, 温知新, 张德志, 隋璐璐, 马舜. 中国脊椎动物2022年度新增物种报告[J]. 生物多样性, 2023, 31(10): 23241-. |
[11] | 曹焕喜, 蒋雯, Bolormaa Ganbaatar, 张丹, 周青松, 朱丽得孜∙艾山, 王旭, 唐璞, 罗阿蓉, 牛泽清, 张彦周, 肖晖, 朱朝东. 2022年现生膜翅目新分类单元[J]. 生物多样性, 2023, 31(10): 23223-. |
[12] | 蔡立哲, 王智, 杨德援, 赵小雨, 周细平. 中国海域多毛类环节动物物种多样性研究进展[J]. 生物多样性, 2023, 31(10): 23108-. |
[13] | 王健铭, 雷训, 冯益明, 吴波, 卢琦, 何念鹏, 李景文. 中国温带荒漠植物群落生态特异性格局及其影响因素[J]. 生物多样性, 2023, 31(10): 23144-. |
[14] | 杜诚, 刘军, 叶文, 廖帅. 中国植物新分类群、新名称变化2022年度报告[J]. 生物多样性, 2023, 31(10): 23244-. |
[15] | 张秀英, 苏比奴尔·艾力, 李后魂. 中国鳞翅目新物种2022年度报告[J]. 生物多样性, 2023, 31(10): 23283-. |
阅读次数 | ||||||
全文 |
|
|||||
摘要 |
|
|||||
备案号:京ICP备16067583号-7
Copyright © 2022 版权所有 《生物多样性》编辑部
地址: 北京香山南辛村20号, 邮编:100093
电话: 010-62836137, 62836665 E-mail: biodiversity@ibcas.ac.cn