Citation: | ZHANG Xinyi, JING Ruonan, XING Yujie, WU Haiyun, SHENG Min, YU Zhongdong. 2025: Potential distribution prediction of five needle pine blister rust in China based on MaxEnt model. Tree Health, 2(2): 49-60. |
To explore the potential distribution and future developing trend of five needle pine blister rust disease (FNPBR) in China, and to provide scientific basis for its prevention and control. This study collected 94 geographic distribution records of FNPBR in China, combined with 73 environmental factor indicators, and used the MaxEnt model to predict the current suitable habitats of the disease, the ROC curve analysis and environmental factor contribution rates were evaluated to identify dominant environmental factors influencing its distribution, maps of suitable habitats and centroid migration trajectories under four future climate scenarios were generated. The results showed that under the current climate scenario, FNPBR is severely prevalent in southwestern China (Hengduan Mountains to Yunnan-Guizhou Plateau, including Sichuan and Yunnan), the Qinba Mountains, and northeastern regions (from Xiao Hinggan Mountains to Changbai Mountains), with gradual spread to adjacent regions; The precipitation in November shows the highest contribution rate among climatic factors, with an optimal range of 11.0~30.0 mm. Under the four future climate scenarios, the area of high suitability for FNPBR will increase by 96.83% under the SSP585 (2081—2100) scenario, reaching 60.33×104 km2. Habitat expansion correlates positively with climatic stress (SSP585 > SSP370 > SSP245 >SSP126); Centroid migration trajectories predominantly shift toward regions with optimized hydrothermal conditions (high-latitude and humid zones or high-altitude and cool temperate areas). Climate change may reshape the pathogen’s ecological niche boundaries, increasing its risk of spreading to primeval forests. Enhanced quarantine and control measures are urgently needed in the Hengduan Mountains, Qinba Mountains, and Xiaoxing’anling to Changbai Mountains.
卞耀劲, 孙鹏, 张强, 等. 2021. 横断山区极端气候变化的时空格局[J]. 水利水电技术(中英文), 52(9): 1−15.
Bian Y J, Sun P, Zhang Q, et al. 2021. Spatial distribution characteristics of extreme climatic events in the Hengduan Mountains Region[J]. Water Resources and Hydropower Engineering, 52(9): 1−15.
|
程东升, 薛煜, 潘学仁, 等. 1998. 中国三种柱锈菌在酶蛋白基因水平上的群体遗传结构. 菌物系统[J], 17(1): 32−39.
Cheng D S, Xue Y, Pan X R, et al. 1998. Population genetic structures of three Cronartium species from China based upon allozyme analysis[J]. Mycosystema, 17(1): 32−39.
|
付琳玉, 孙永玉, 胥汝宇, 等. 2022. 若尔盖地区主要覆被类型浅层土壤持水量和有机碳关系研究[J]. 草地学报, 30(4): 818−824.
Fu L Y, Sun Y Y, Xu R Y, et al. 2022. Study on the Relationship Between Water Holding Capacity and Organic Carbon in Shallow Soil of Main Plant Cover Types in the Zoige Region[J]. ACTA AGRESTIA SINICA, 30(4): 818−824.
|
景耀, 张星耀, 路雅彬. 1986. 华山松疱锈病调查研究初报[J]. 陕西林业科技, 14(1): 30−35.
Jing Y, Zhang X Y, Lu Y B. 1986. Preliminary report on the investigation and study of blister rust of Pinus armandii[J]. Shaanxi Forestry Science and Technology, 14(1): 30−35.
|
梁特, 王清栋, 辛本花, 等. 2023. 基于MaxEnt模型预测欧洲榆小蠹的全球潜在地理分布[J]. 植物保护学报, 50(6): 1499−1507.
Liang T, Wang Q D, Xin B H, et al. 2023. Prediction of the potential global geographical distribution of smaller European elm bark beetle Scolytus multistriatus by using the MaxEnt model[J]. Journal of Plant Protection, 50(6): 1499−1507.
|
宋玉双. 1988. 五针松疱锈病在我国适生性分析[J]. 森林病虫通讯, 7(2): 27−30.
Song Y S. 1988. Biogenic analysis of five needle pine blister rust in China[J]. Forest Pest and Disease, 7(2): 27−30.
|
唐蕴, 王浩, 严登华, 等. 2005. 近50年来东北地区降水的时空分异研究[J]. 地理科学, 25(2): 172−176. DOI: 10.3969/j.issn.1000-0690.2005.02.007
Tang Y, Wang H, Yan D H, et al. 2005. Research on the Spatial-Temporal Differentiation of Precipitation in Northeast China in Recent 50 Years[J]. Geographical Science, 25(2): 172−176. DOI: 10.3969/j.issn.1000-0690.2005.02.007
|
田呈明. 1998. 中国松干锈病研究概况[J]. 西北林学院学报, 13(3): 94−99.
Tian C M. 1998. A Survey on Pine Stem Researches in China[J]. Journal of Northwest Forestry University, 13(3): 94−99.
|
王亚, 王军辉, 王福德, 等. 2023. 末次间冰期以来及未来气候情景下红皮云杉适生分布区模拟[J]. 林业科学, 59(12): 1−12. DOI: 10.11707/j.1001-7488.LYKX20230172
Wang Y, Wang J H, Wang F D, et al. 2023. Simulation of Suitable Distribution Areas of Picea koraiensis in China Since the Last Interglacial and Under Future Climate Scenarios[J]. Scientia Silvae Sinicae, 59(12): 1−12. DOI: 10.11707/j.1001-7488.LYKX20230172
|
王延吉, 神祥金, 姜明. 2021. 1961−2018年长白山区不同等级降水时空变化特征[J]. 气候与环境研究, 26(2): 227−238.
Wang Y J, Shen X J, Jiang M. 2021. Spatial Temporal Variation Characteristics of Different Grades of Precipitation in Changbai Mountain from 1961 to 2018[J]. Climatic and Environmental Research, 26(2): 227−238.
|
邵力平, 姜志贵, 张连有. 1980. 红松疱锈病病原菌的鉴定[J]. 林业科学, 26(4): 279−282.
Shao L P, Jiang Z G, Zhang L Y. 1980. A Study of The Host Range of Blister Rust on Pinus Koraiensis[J]. Scientia Silvae Sinicae, 26(4): 279−282.
|
谢孟, 张学星, 罗燕, 等. 2024. 基于MaxEnt模型的云南干热河谷适生树种选择[J]. 生态学报, 44(9): 3689−3707.
Xie M, Zhang X X, Luo Y, et al. 2024. Application of MaxEnt model for selection of suitable tree species in dry−hot valley of Yunnan[J]. Acta Ecologica Sinica, 44(9): 3689−3707.
|
张华, 赵浩翔, 王浩. 2020. 基于 Maxent 模型的未来气候变化情景下胡杨在中国的潜在地理分布[J]. 生态学报, 40(18): 6552−6563.
Zhang H, Zhao H X, Wang H. 2020. Potential geographical distribution of populus euphratica in China under future climate change scenarios based on Maxent model[J]. Acta Ecologica Sinica, 40(18): 6552−6563.
|
张星耀, 骆有庆. 2003. 中国森林重大生物灾害[M]. 北京: 中国林业出版社: 277−291.
Zhang X Y, Luo Y Q. 2003. Major forest biodisasters in China[M]. Beijing: China Forestry Publishing House: 277−291.
|
Dong D H,Huang G,Tao W C,et al. 2017. Interannual variation of precipitation over the Hengduan Mountains during rainy season[J]. International Journal of Climatology,38(4):2112−2125. DOI: 10.1002/joc.5321
|
Frank K L,Geils B W,Kalkstein L S,et al. 2008. Synoptic climatology of the long-distance dispersal of white pine blister rust II. Combination of surface and upper-level conditions[J]. International Journal of Biometeorology,52(7):653−666. DOI: 10.1007/s00484-008-0158-3
|
Hunt R S,Geils B W,Hummer K E. 2010. White pines,Ribes,and blister rust:integration and action[J]. Forest Pathology,40(3):402−417.
|
Imazu M,Kakishima M,Kaneko S. 1989. Endocronartium sahoanum,a new stem rust fungus on Pinus pumila in Japan[J]. Transactions of the Mycological Society of Japan,30(3):301−310.
|
Jia Y,Milne R I,Zhu J,et al. 2020. Evolutionary legacy of a forest plantation tree species (Pinus armandii):Implications for widespread afforestation[J]. Evolutionary Applications,13(10):2646−2662. DOI: 10.1111/eva.13064
|
Lavallée A 1974. Une réévaluation de la situation concernant la rouille vésiculeuse du pin blanc au Québec[J]. The Forestry Chronicle,50(6):228−232.
|
Liu J J,Williams H,Zamany A,et al. 2020. Development and application of marker-assisted selection (MAS) tools for breeding of western white pine (Pinus monticola Douglas ex D. Don) resistance to blister rust (Cronartium ribicola J. C. Fisch. ) in British Columbia[J]. Canadian Journal of Plant Pathology,42(2):250−259. DOI: 10.1080/07060661.2019.1638454
|
Merow C,Allen J M,Aiello L M,et al. 2017. Improving niche and range estimates with Maxent and point process models by integrating spatially explicit information[J]. Global Ecology and Biogeography,25(8):1022−1036. DOI: 10.1111/geb.12453
|
McDonald G I,Hansen E M,Osterhaus C A,et al. 1984. Initial characterization of a new strain of Cronartium ribicola from the Cascade mountains of Oregon[J]. Plant disease,68(9):800−804. DOI: 10.1094/PD-69-800
|
Pearson R G,Raxworthy C J,Nakamura M,et al. 2007. Predicting species distributions from small numbers of occurrence records:A test case using cryptic geckos in Madagascar[J]. Journal of Biogeography,34(1):102−117. DOI: 10.1111/j.1365-2699.2006.01594.x
|
Qin Z,Zhang J E,DiTommaso A,et al. 2015. Predicting invasions of Wedelia trilobata (L.) Hitchc. with MaxEnt and GARP model[J]. Journal of Plant Research,128(5):763−775.
|
Ruheili A M A,Boluwade A,Subhi A M A. 2021. Assessing the impact of climate change on the distribution of lime (16srii-B) and alfalfa (16srii-D) phytoplasma disease using MaxEnt[J]. Plants,10(3):460. DOI: 10.3390/plants10030460
|
Saho T,Saho S. 1982. Aceiospore surface structure of the Uredinales[J]. Transactions of the Mycological Society of Japan,23:51−63.
|
Yokota S,Uozumi T. 1976. New developments in white pine blister rusts in Japan[C],IUFRO world congress 16th,Division II:Forest plant and forest protection,Norway:Proceedings Referent Exposes:330−343.
|
Zhao P,Liu F,Huang J E,et al. 2022. Cronartium rust (Pucciniales,Cronartiaceae):Species delineation,diversity and host alternation[J]. Mycosphere,13(1):672−723. DOI: 10.5943/mycosphere/13/1/7
|
Zhang X Y,Lu Q,Sniezko R A,et al. 2010. Blister rusts in China:Hosts,pathogens,and management[J]. Forest Pathology,40(3/4):369−381. DOI: 10.1111/j.1439-0329.2010.00663.x
|